Instructions to use Aliguinga01/rule_violation2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Aliguinga01/rule_violation2 with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: llama cli -hf Aliguinga01/rule_violation2:F16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: llama cli -hf Aliguinga01/rule_violation2:F16
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: ./llama-cli -hf Aliguinga01/rule_violation2:F16
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: ./build/bin/llama-cli -hf Aliguinga01/rule_violation2:F16
Use Docker
docker model run hf.co/Aliguinga01/rule_violation2:F16
- LM Studio
- Jan
- Ollama
How to use Aliguinga01/rule_violation2 with Ollama:
ollama run hf.co/Aliguinga01/rule_violation2:F16
- Unsloth Studio
How to use Aliguinga01/rule_violation2 with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Aliguinga01/rule_violation2 to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Aliguinga01/rule_violation2 to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Aliguinga01/rule_violation2 to start chatting
- Docker Model Runner
How to use Aliguinga01/rule_violation2 with Docker Model Runner:
docker model run hf.co/Aliguinga01/rule_violation2:F16
- Lemonade
How to use Aliguinga01/rule_violation2 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Aliguinga01/rule_violation2:F16
Run and chat with the model
lemonade run user.rule_violation2-F16
List all available models
lemonade list
- Atomic Chat
| name: Release | |
| on: | |
| workflow_dispatch: # allows manual triggering | |
| inputs: | |
| create_release: | |
| description: 'Create new release' | |
| required: true | |
| type: boolean | |
| push: | |
| branches: | |
| - master | |
| paths: ['.github/workflows/release.yml', '**/CMakeLists.txt', '**/.cmake', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal', '**/*.comp'] | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} | |
| cancel-in-progress: true | |
| env: | |
| BRANCH_NAME: ${{ github.head_ref || github.ref_name }} | |
| CMAKE_ARGS: "-DLLAMA_BUILD_EXAMPLES=OFF -DLLAMA_BUILD_TESTS=OFF -DLLAMA_BUILD_TOOLS=ON -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON" | |
| jobs: | |
| macOS-arm64: | |
| runs-on: macos-14 | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: macOS-latest-cmake-arm64 | |
| evict-old-files: 1d | |
| - name: Dependencies | |
| id: depends | |
| continue-on-error: true | |
| run: | | |
| brew update | |
| brew install curl | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| sysctl -a | |
| cmake -B build \ | |
| -DCMAKE_INSTALL_RPATH='@loader_path' \ | |
| -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ | |
| -DLLAMA_FATAL_WARNINGS=ON \ | |
| -DGGML_METAL_USE_BF16=ON \ | |
| -DGGML_METAL_EMBED_LIBRARY=ON \ | |
| -DGGML_RPC=ON \ | |
| ${{ env.CMAKE_ARGS }} | |
| cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| cp LICENSE ./build/bin/ | |
| zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip ./build/bin/* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip | |
| name: llama-bin-macos-arm64.zip | |
| macOS-x64: | |
| runs-on: macos-15-intel | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: macOS-latest-cmake-x64 | |
| evict-old-files: 1d | |
| - name: Dependencies | |
| id: depends | |
| continue-on-error: true | |
| run: | | |
| brew update | |
| brew install curl | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| sysctl -a | |
| # Metal is disabled due to intermittent failures with Github runners not having a GPU: | |
| # https://github.com/ggml-org/llama.cpp/actions/runs/8635935781/job/23674807267#step:5:2313 | |
| cmake -B build \ | |
| -DCMAKE_INSTALL_RPATH='@loader_path' \ | |
| -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ | |
| -DLLAMA_FATAL_WARNINGS=ON \ | |
| -DGGML_METAL=OFF \ | |
| -DGGML_RPC=ON \ | |
| -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 | |
| cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| cp LICENSE ./build/bin/ | |
| zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip ./build/bin/* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip | |
| name: llama-bin-macos-x64.zip | |
| ubuntu-22-cpu: | |
| strategy: | |
| matrix: | |
| include: | |
| - build: 'x64' | |
| os: ubuntu-22.04 | |
| # GGML_BACKEND_DL and GGML_CPU_ALL_VARIANTS are not currently supported on arm | |
| # - build: 'arm64' | |
| # os: ubuntu-22.04-arm | |
| runs-on: ${{ matrix.os }} | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: ubuntu-cpu-cmake-${{ matrix.build }} | |
| evict-old-files: 1d | |
| - name: Dependencies | |
| id: depends | |
| run: | | |
| sudo apt-get update | |
| sudo apt-get install build-essential libcurl4-openssl-dev | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| cmake -B build \ | |
| -DCMAKE_INSTALL_RPATH='$ORIGIN' \ | |
| -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ | |
| -DGGML_BACKEND_DL=ON \ | |
| -DGGML_NATIVE=OFF \ | |
| -DGGML_CPU_ALL_VARIANTS=ON \ | |
| -DLLAMA_FATAL_WARNINGS=ON \ | |
| ${{ env.CMAKE_ARGS }} | |
| cmake --build build --config Release -j $(nproc) | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| cp LICENSE ./build/bin/ | |
| zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip ./build/bin/* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip | |
| name: llama-bin-ubuntu-${{ matrix.build }}.zip | |
| ubuntu-22-vulkan: | |
| runs-on: ubuntu-22.04 | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: ubuntu-22-cmake-vulkan | |
| evict-old-files: 1d | |
| - name: Dependencies | |
| id: depends | |
| run: | | |
| wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | sudo apt-key add - | |
| sudo wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list | |
| sudo apt-get update -y | |
| sudo apt-get install -y build-essential mesa-vulkan-drivers vulkan-sdk libcurl4-openssl-dev | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| cmake -B build \ | |
| -DCMAKE_INSTALL_RPATH='$ORIGIN' \ | |
| -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ | |
| -DGGML_BACKEND_DL=ON \ | |
| -DGGML_NATIVE=OFF \ | |
| -DGGML_CPU_ALL_VARIANTS=ON \ | |
| -DGGML_VULKAN=ON \ | |
| ${{ env.CMAKE_ARGS }} | |
| cmake --build build --config Release -j $(nproc) | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| cp LICENSE ./build/bin/ | |
| zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip ./build/bin/* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip | |
| name: llama-bin-ubuntu-vulkan-x64.zip | |
| windows-cpu: | |
| runs-on: windows-2025 | |
| strategy: | |
| matrix: | |
| include: | |
| - arch: 'x64' | |
| - arch: 'arm64' | |
| steps: | |
| - name: Clone | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: windows-latest-cmake-cpu-${{ matrix.arch }} | |
| variant: ccache | |
| evict-old-files: 1d | |
| - name: Install Ninja | |
| run: | | |
| choco install ninja | |
| - name: libCURL | |
| id: get_libcurl | |
| uses: ./.github/actions/windows-setup-curl | |
| with: | |
| architecture: ${{ matrix.arch == 'x64' && 'win64' || 'win64a' }} | |
| - name: Build | |
| shell: cmd | |
| env: | |
| CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} | |
| run: | | |
| call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }} | |
| cmake -S . -B build -G "Ninja Multi-Config" ^ | |
| -D CMAKE_TOOLCHAIN_FILE=cmake/${{ matrix.arch }}-windows-llvm.cmake ^ | |
| -DGGML_NATIVE=OFF ^ | |
| -DGGML_BACKEND_DL=ON ^ | |
| -DGGML_CPU_ALL_VARIANTS=${{ matrix.arch == 'x64' && 'ON' || 'OFF' }} ^ | |
| -DGGML_OPENMP=ON ^ | |
| -DCURL_LIBRARY="%CURL_PATH%/lib/libcurl.dll.a" -DCURL_INCLUDE_DIR="%CURL_PATH%/include" ^ | |
| ${{ env.CMAKE_ARGS }} | |
| cmake --build build --config Release | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| env: | |
| CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} | |
| run: | | |
| Copy-Item $env:CURL_PATH\bin\libcurl-${{ matrix.arch }}.dll .\build\bin\Release\ | |
| Copy-Item "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Redist\MSVC\14.44.35112\debug_nonredist\${{ matrix.arch }}\Microsoft.VC143.OpenMP.LLVM\libomp140.${{ matrix.arch == 'x64' && 'x86_64' || 'aarch64' }}.dll" .\build\bin\Release\ | |
| 7z a llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-bin-win-cpu-${{ matrix.arch }}.zip | |
| name: llama-bin-win-cpu-${{ matrix.arch }}.zip | |
| windows: | |
| runs-on: windows-2025 | |
| env: | |
| OPENBLAS_VERSION: 0.3.23 | |
| VULKAN_VERSION: 1.4.313.2 | |
| strategy: | |
| matrix: | |
| include: | |
| - backend: 'vulkan' | |
| arch: 'x64' | |
| defines: '-DGGML_VULKAN=ON' | |
| target: 'ggml-vulkan' | |
| - backend: 'opencl-adreno' | |
| arch: 'arm64' | |
| defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-llvm.cmake -DCMAKE_PREFIX_PATH="$env:RUNNER_TEMP/opencl-arm64-release" -DGGML_OPENCL=ON -DGGML_OPENCL_USE_ADRENO_KERNELS=ON' | |
| target: 'ggml-opencl' | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: windows-latest-cmake-${{ matrix.backend }}-${{ matrix.arch }} | |
| variant: ccache | |
| evict-old-files: 1d | |
| - name: Install Vulkan SDK | |
| id: get_vulkan | |
| if: ${{ matrix.backend == 'vulkan' }} | |
| run: | | |
| curl.exe -o $env:RUNNER_TEMP/VulkanSDK-Installer.exe -L "https://sdk.lunarg.com/sdk/download/${env:VULKAN_VERSION}/windows/vulkansdk-windows-X64-${env:VULKAN_VERSION}.exe" | |
| & "$env:RUNNER_TEMP\VulkanSDK-Installer.exe" --accept-licenses --default-answer --confirm-command install | |
| Add-Content $env:GITHUB_ENV "VULKAN_SDK=C:\VulkanSDK\${env:VULKAN_VERSION}" | |
| Add-Content $env:GITHUB_PATH "C:\VulkanSDK\${env:VULKAN_VERSION}\bin" | |
| - name: Install Ninja | |
| id: install_ninja | |
| run: | | |
| choco install ninja | |
| - name: Install OpenCL Headers and Libs | |
| id: install_opencl | |
| if: ${{ matrix.backend == 'opencl-adreno' && matrix.arch == 'arm64' }} | |
| run: | | |
| git clone https://github.com/KhronosGroup/OpenCL-Headers | |
| cd OpenCL-Headers | |
| cmake -B build ` | |
| -DBUILD_TESTING=OFF ` | |
| -DOPENCL_HEADERS_BUILD_TESTING=OFF ` | |
| -DOPENCL_HEADERS_BUILD_CXX_TESTS=OFF ` | |
| -DCMAKE_INSTALL_PREFIX="$env:RUNNER_TEMP/opencl-arm64-release" | |
| cmake --build build --target install | |
| git clone https://github.com/KhronosGroup/OpenCL-ICD-Loader | |
| cd OpenCL-ICD-Loader | |
| cmake -B build-arm64-release ` | |
| -A arm64 ` | |
| -DCMAKE_PREFIX_PATH="$env:RUNNER_TEMP/opencl-arm64-release" ` | |
| -DCMAKE_INSTALL_PREFIX="$env:RUNNER_TEMP/opencl-arm64-release" | |
| cmake --build build-arm64-release --target install --config release | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| cmake -S . -B build ${{ matrix.defines }} -DGGML_NATIVE=OFF -DGGML_CPU=OFF -DGGML_BACKEND_DL=ON -DLLAMA_CURL=OFF | |
| cmake --build build --config Release --target ${{ matrix.target }} | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| 7z a llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip .\build\bin\Release\${{ matrix.target }}.dll | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip | |
| name: llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip | |
| windows-cuda: | |
| runs-on: windows-2022 | |
| strategy: | |
| matrix: | |
| cuda: ['12.4'] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| - name: Install ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: windows-cuda-${{ matrix.cuda }} | |
| variant: ccache | |
| evict-old-files: 1d | |
| - name: Install Cuda Toolkit | |
| uses: ./.github/actions/windows-setup-cuda | |
| with: | |
| cuda_version: ${{ matrix.cuda }} | |
| - name: Install Ninja | |
| id: install_ninja | |
| run: | | |
| choco install ninja | |
| - name: Build | |
| id: cmake_build | |
| shell: cmd | |
| run: | | |
| call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" x64 | |
| cmake -S . -B build -G "Ninja Multi-Config" ^ | |
| -DGGML_BACKEND_DL=ON ^ | |
| -DGGML_NATIVE=OFF ^ | |
| -DGGML_CPU=OFF ^ | |
| -DGGML_CUDA=ON ^ | |
| -DLLAMA_CURL=OFF | |
| set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1 | |
| cmake --build build --config Release -j %NINJA_JOBS% --target ggml-cuda | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| 7z a llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip | |
| name: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip | |
| - name: Copy and pack Cuda runtime | |
| run: | | |
| echo "Cuda install location: ${{ env.CUDA_PATH }}" | |
| $dst='.\build\bin\cudart\' | |
| robocopy "${{env.CUDA_PATH}}\bin" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll | |
| robocopy "${{env.CUDA_PATH}}\lib" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll | |
| 7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip $dst\* | |
| - name: Upload Cuda runtime | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip | |
| name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip | |
| windows-sycl: | |
| runs-on: windows-2022 | |
| defaults: | |
| run: | |
| shell: bash | |
| env: | |
| WINDOWS_BASEKIT_URL: https://registrationcenter-download.intel.com/akdlm/IRC_NAS/24751ead-ddc5-4479-b9e6-f9fe2ff8b9f2/intel-deep-learning-essentials-2025.2.1.25_offline.exe | |
| WINDOWS_DPCPP_MKL: intel.oneapi.win.cpp-dpcpp-common:intel.oneapi.win.mkl.devel:intel.oneapi.win.dnnl:intel.oneapi.win.tbb.devel | |
| ONEAPI_ROOT: "C:/Program Files (x86)/Intel/oneAPI" | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: windows-latest-cmake-sycl | |
| variant: ccache | |
| evict-old-files: 1d | |
| - name: Install | |
| run: | | |
| scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL | |
| - name: Build | |
| id: cmake_build | |
| shell: cmd | |
| run: | | |
| call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force | |
| cmake -G "Ninja" -B build ^ | |
| -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx ^ | |
| -DCMAKE_BUILD_TYPE=Release ^ | |
| -DGGML_BACKEND_DL=ON -DBUILD_SHARED_LIBS=ON ^ | |
| -DGGML_CPU=OFF -DGGML_SYCL=ON ^ | |
| -DLLAMA_CURL=OFF | |
| cmake --build build --target ggml-sycl -j | |
| - name: Build the release package | |
| id: pack_artifacts | |
| run: | | |
| echo "cp oneAPI running time dll files in ${{ env.ONEAPI_ROOT }} to ./build/bin" | |
| cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_sycl_blas.5.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_core.2.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_tbb_thread.2.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero_v2.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_opencl.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_loader.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_win_proxy_loader.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl8.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/svml_dispmd.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libmmd.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libiomp5md.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl-ls.exe" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/dnnl/latest/bin/dnnl.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/tbb/latest/bin/tbb12.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/tcm.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/libhwloc-15.dll" ./build/bin | |
| cp "${{ env.ONEAPI_ROOT }}/umf/latest/bin/umf.dll" ./build/bin | |
| echo "cp oneAPI running time dll files to ./build/bin done" | |
| 7z a llama-bin-win-sycl-x64.zip ./build/bin/* | |
| - name: Upload the release package | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-bin-win-sycl-x64.zip | |
| name: llama-bin-win-sycl-x64.zip | |
| windows-hip: | |
| runs-on: windows-2022 | |
| env: | |
| HIPSDK_INSTALLER_VERSION: "25.Q3" | |
| strategy: | |
| matrix: | |
| include: | |
| - name: "radeon" | |
| gpu_targets: "gfx1151;gfx1200;gfx1201;gfx1100;gfx1101;gfx1102;gfx1030;gfx1031;gfx1032" | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| - name: Grab rocWMMA package | |
| id: grab_rocwmma | |
| run: | | |
| curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.0.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.0.0.70001-42~24.04_amd64.deb" | |
| 7z x rocwmma.deb | |
| 7z x data.tar | |
| - name: Cache ROCm Installation | |
| id: cache-rocm | |
| uses: actions/cache@v4 | |
| with: | |
| path: C:\Program Files\AMD\ROCm | |
| key: rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }} | |
| - name: ccache | |
| uses: ggml-org/ccache-action@v1.2.16 | |
| with: | |
| key: windows-latest-cmake-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}-x64 | |
| evict-old-files: 1d | |
| - name: Install ROCm | |
| if: steps.cache-rocm.outputs.cache-hit != 'true' | |
| id: depends | |
| run: | | |
| $ErrorActionPreference = "Stop" | |
| write-host "Downloading AMD HIP SDK Installer" | |
| Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-${{ env.HIPSDK_INSTALLER_VERSION }}-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe" | |
| write-host "Installing AMD HIP SDK" | |
| $proc = Start-Process "${env:RUNNER_TEMP}\rocm-install.exe" -ArgumentList '-install' -NoNewWindow -PassThru | |
| $completed = $proc.WaitForExit(600000) | |
| if (-not $completed) { | |
| Write-Error "ROCm installation timed out after 10 minutes. Killing the process" | |
| $proc.Kill() | |
| exit 1 | |
| } | |
| if ($proc.ExitCode -ne 0) { | |
| Write-Error "ROCm installation failed with exit code $($proc.ExitCode)" | |
| exit 1 | |
| } | |
| write-host "Completed AMD HIP SDK installation" | |
| - name: Verify ROCm | |
| id: verify | |
| run: | | |
| # Find and test ROCm installation | |
| $clangPath = Get-ChildItem 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | Select-Object -First 1 | |
| if (-not $clangPath) { | |
| Write-Error "ROCm installation not found" | |
| exit 1 | |
| } | |
| & $clangPath.FullName --version | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path) | |
| $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}" | |
| cmake -G "Unix Makefiles" -B build -S . ` | |
| -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" ` | |
| -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` | |
| -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.0.1/include/ -Wno-ignored-attributes -Wno-nested-anon-types" ` | |
| -DCMAKE_BUILD_TYPE=Release ` | |
| -DGGML_BACKEND_DL=ON ` | |
| -DGGML_NATIVE=OFF ` | |
| -DGGML_CPU=OFF ` | |
| -DAMDGPU_TARGETS="${{ matrix.gpu_targets }}" ` | |
| -DGGML_HIP_ROCWMMA_FATTN=ON ` | |
| -DGGML_HIP=ON ` | |
| -DLLAMA_CURL=OFF | |
| cmake --build build --target ggml-hip -j ${env:NUMBER_OF_PROCESSORS} | |
| md "build\bin\rocblas\library\" | |
| md "build\bin\hipblaslt\library" | |
| cp "${env:HIP_PATH}\bin\hipblas.dll" "build\bin\" | |
| cp "${env:HIP_PATH}\bin\hipblaslt.dll" "build\bin\" | |
| cp "${env:HIP_PATH}\bin\rocblas.dll" "build\bin\" | |
| cp "${env:HIP_PATH}\bin\rocblas\library\*" "build\bin\rocblas\library\" | |
| cp "${env:HIP_PATH}\bin\hipblaslt\library\*" "build\bin\hipblaslt\library\" | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| 7z a llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\* | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-bin-win-hip-${{ matrix.name }}-x64.zip | |
| name: llama-bin-win-hip-${{ matrix.name }}-x64.zip | |
| ios-xcode-build: | |
| runs-on: macos-15 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: Setup Xcode | |
| run: | | |
| sudo xcode-select -s /Applications/Xcode_16.4.app | |
| - name: Build | |
| id: cmake_build | |
| run: | | |
| sysctl -a | |
| cmake -B build -G Xcode \ | |
| -DGGML_METAL_USE_BF16=ON \ | |
| -DGGML_METAL_EMBED_LIBRARY=ON \ | |
| -DLLAMA_CURL=OFF \ | |
| -DLLAMA_BUILD_EXAMPLES=OFF \ | |
| -DLLAMA_BUILD_TOOLS=OFF \ | |
| -DLLAMA_BUILD_TESTS=OFF \ | |
| -DLLAMA_BUILD_SERVER=OFF \ | |
| -DCMAKE_SYSTEM_NAME=iOS \ | |
| -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ | |
| -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml | |
| cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO | |
| - name: xcodebuild for swift package | |
| id: xcodebuild | |
| run: | | |
| ./build-xcframework.sh | |
| - name: Build Xcode project | |
| run: xcodebuild -project examples/llama.swiftui/llama.swiftui.xcodeproj -scheme llama.swiftui -sdk iphoneos CODE_SIGNING_REQUIRED=NO CODE_SIGN_IDENTITY= -destination 'generic/platform=iOS' FRAMEWORK_FOLDER_PATH=./build-ios build | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Pack artifacts | |
| id: pack_artifacts | |
| run: | | |
| zip --symlinks -r llama-${{ steps.tag.outputs.name }}-xcframework.zip build-apple/llama.xcframework | |
| - name: Upload artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| path: llama-${{ steps.tag.outputs.name }}-xcframework.zip | |
| name: llama-${{ steps.tag.outputs.name }}-xcframework | |
| release: | |
| if: ${{ ( github.event_name == 'push' && github.ref == 'refs/heads/master' ) || github.event.inputs.create_release == 'true' }} | |
| # Fine-grant permission | |
| # https://docs.github.com/en/actions/security-for-github-actions/security-guides/automatic-token-authentication#modifying-the-permissions-for-the-github_token | |
| permissions: | |
| contents: write # for creating release | |
| runs-on: ubuntu-latest | |
| needs: | |
| - windows | |
| - windows-cpu | |
| - windows-cuda | |
| - windows-sycl | |
| - windows-hip | |
| - ubuntu-22-cpu | |
| - ubuntu-22-vulkan | |
| - macOS-arm64 | |
| - macOS-x64 | |
| - ios-xcode-build | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: Determine tag name | |
| id: tag | |
| uses: ./.github/actions/get-tag-name | |
| - name: Download artifacts | |
| id: download-artifact | |
| uses: actions/download-artifact@v4 | |
| with: | |
| path: ./artifact | |
| merge-multiple: true | |
| - name: Move artifacts | |
| id: move_artifacts | |
| run: | | |
| mkdir -p release | |
| echo "Adding CPU backend files to existing zips..." | |
| for arch in x64 arm64; do | |
| cpu_zip="artifact/llama-bin-win-cpu-${arch}.zip" | |
| temp_dir=$(mktemp -d) | |
| echo "Extracting CPU backend for $arch..." | |
| unzip "$cpu_zip" -d "$temp_dir" | |
| echo "Adding CPU files to $arch zips..." | |
| for target_zip in artifact/llama-bin-win-*-${arch}.zip; do | |
| if [[ "$target_zip" == "$cpu_zip" ]]; then | |
| continue | |
| fi | |
| echo "Adding CPU backend to $(basename "$target_zip")" | |
| realpath_target_zip=$(realpath "$target_zip") | |
| (cd "$temp_dir" && zip -r "$realpath_target_zip" .) | |
| done | |
| rm -rf "$temp_dir" | |
| done | |
| echo "Renaming and moving zips to release..." | |
| for zip_file in artifact/llama-bin-win-*.zip; do | |
| base_name=$(basename "$zip_file" .zip) | |
| zip_name="llama-${{ steps.tag.outputs.name }}-${base_name#llama-}.zip" | |
| echo "Moving $zip_file to release/$zip_name" | |
| mv "$zip_file" "release/$zip_name" | |
| done | |
| echo "Moving other artifacts..." | |
| mv -v artifact/*.zip release | |
| - name: Create release | |
| id: create_release | |
| uses: ggml-org/action-create-release@v1 | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
| with: | |
| tag_name: ${{ steps.tag.outputs.name }} | |
| - name: Upload release | |
| id: upload_release | |
| uses: actions/github-script@v3 | |
| with: | |
| github-token: ${{secrets.GITHUB_TOKEN}} | |
| script: | | |
| const path = require('path'); | |
| const fs = require('fs'); | |
| const release_id = '${{ steps.create_release.outputs.id }}'; | |
| for (let file of await fs.readdirSync('./release')) { | |
| if (path.extname(file) === '.zip') { | |
| console.log('uploadReleaseAsset', file); | |
| await github.repos.uploadReleaseAsset({ | |
| owner: context.repo.owner, | |
| repo: context.repo.repo, | |
| release_id: release_id, | |
| name: file, | |
| data: await fs.readFileSync(`./release/${file}`) | |
| }); | |
| } | |
| } | |