[refactor] Make llm.c modular #10
Workflow file for this run
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| name: Build and test | |
| on: | |
| create: | |
| workflow_dispatch: | |
| push: | |
| branches: | |
| - master | |
| pull_request: | |
| branches: | |
| - master | |
| jobs: | |
| build-and-test-cpu: | |
| strategy: | |
| matrix: | |
| os: [ubuntu-latest, macos-latest, windows-latest] | |
| runs-on: ${{ matrix.os }} | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Install OpenMP | |
| if: matrix.os != 'windows-latest' | |
| run: | | |
| if [ "${{ runner.os }}" == "Linux" ]; then | |
| sudo apt-get update && sudo apt-get install -y libomp-dev | |
| elif [ "${{ runner.os }}" == "macOS" ]; then | |
| brew install libomp | |
| fi | |
| - name: Install dependencies | |
| run: pip install -r requirements.txt | |
| - name: Run preprocessing | |
| run: python dev/data/tinyshakespeare.py | |
| - name: Train model | |
| run: python train_gpt2.py --device=cpu | |
| - name: Download Win32 Make.exe | |
| if: matrix.os == 'windows-latest' | |
| run: | | |
| $wc = New-Object System.Net.WebClient | |
| $url = 'https://github.com/maweil/MakeForWindows/releases/download/v4.4.1/make-bin-win64.zip' | |
| $output = './make-bin-win64.zip' | |
| $wc.DownloadFile($url, $output) | |
| - name: Unzip Win32 Makefile | |
| if: matrix.os == 'windows-latest' | |
| run: | | |
| unzip make-bin-win64.zip | |
| - name: Compile training and testing program | |
| if: matrix.os != 'windows-latest' | |
| run: make test_gpt2 train_gpt2 | |
| - name: Compile training and testing program for Windows | |
| if: matrix.os == 'windows-latest' | |
| shell: cmd | |
| run: | | |
| call "C:\\Program Files\\Microsoft Visual Studio\\2022\\Enterprise\\VC\\Auxiliary\\Build\\vcvars64.bat" | |
| make-4.4.1\dist\make WIN_CI_BUILD=1 test_gpt2 train_gpt2 | |
| - name: Execute testing program (With OpenMP) | |
| if: matrix.os != 'windows-latest' | |
| run: OMP_NUM_THREADS=8 ./test_gpt2 | |
| - name: Execute Windows testing program (With OpenMP) | |
| if: matrix.os == 'windows-latest' | |
| shell: cmd | |
| run: | | |
| copy test_gpt2 test_gpt2.exe | |
| test_gpt2.exe | |
| - name: Compile training and testing program without OpenMP | |
| if: matrix.os != 'windows-latest' | |
| run: NO_OMP=1 make test_gpt2 train_gpt2 | |
| - name: Execute testing program (No OpenMP) | |
| if: matrix.os != 'windows-latest' | |
| run: ./test_gpt2 | |
| build-cuda-windows: | |
| runs-on: windows-latest | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Download Win32 Make.exe | |
| run: | | |
| $wc = New-Object System.Net.WebClient | |
| $url = 'https://github.com/maweil/MakeForWindows/releases/download/v4.4.1/make-bin-win64.zip' | |
| $output = './make-bin-win64.zip' | |
| $wc.DownloadFile($url, $output) | |
| - name: Unzip Win32 Makefile | |
| run: | | |
| unzip make-bin-win64.zip | |
| - name: Install Cuda Toolkit 12.4 on Windows | |
| run: | | |
| mkdir -p "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | |
| choco install unzip -y | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_cudart/windows-x86_64/cuda_cudart-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvcc/windows-x86_64/cuda_nvcc-windows-x86_64-12.4.131-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvrtc/windows-x86_64/cuda_nvrtc-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/libcublas/windows-x86_64/libcublas-windows-x86_64-12.4.5.8-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvtx/windows-x86_64/cuda_nvtx-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_profiler_api/windows-x86_64/cuda_profiler_api-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/visual_studio_integration/windows-x86_64/visual_studio_integration-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_nvprof/windows-x86_64/cuda_nvprof-windows-x86_64-12.4.127-archive.zip" | |
| curl -O "https://developer.download.nvidia.com/compute/cuda/redist/cuda_cccl/windows-x86_64/cuda_cccl-windows-x86_64-12.4.127-archive.zip" | |
| unzip '*.zip' -d "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_cudart-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_nvcc-windows-x86_64-12.4.131-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_nvrtc-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\libcublas-windows-x86_64-12.4.5.8-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_nvtx-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_profiler_api-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\visual_studio_integration-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_nvprof-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\cuda_cccl-windows-x86_64-12.4.127-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" /E /I /H /Y | |
| # Default installation path for CUDA Toolkit is C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4 | |
| - name: Add Path | |
| run: | | |
| echo "C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v12.4\\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append | |
| echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\libnvvp" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append | |
| echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 | |
| echo "CUDA_PATH_V12_4=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 | |
| - name: Build Cuda targets | |
| shell: cmd | |
| working-directory: ${{ github.workspace }} | |
| run: | | |
| call "C:\\Program Files\\Microsoft Visual Studio\\2022\\Enterprise\\VC\\Auxiliary\\Build\\vcvars64.bat" | |
| make-4.4.1\dist\make -j WIN_CI_BUILD=1 train_gpt2fp32cu test_gpt2fp32cu test_gpt2cu train_gpt2cu profile_gpt2cu | |
| build-ubuntu20-04: | |
| runs-on: ubuntu-20.04 | |
| container: | |
| image: nvidia/cuda:11.8.0-cudnn8-devel-ubuntu20.04 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: System Info | |
| run: | | |
| nvcc --version | |
| g++ --version | |
| - name: Install cudnn frontend | |
| run: | | |
| apt-get update && apt-get install -y git | |
| git clone https://github.com/NVIDIA/cudnn-frontend.git | |
| - name: Build FP32 checkpoint | |
| run: make train_gpt2fp32cu test_gpt2fp32cu | |
| - name: Build FP32 precision | |
| run: PRECISION=FP32 make train_gpt2cu test_gpt2cu profile_gpt2cu | |
| - name: Build with CUDNN | |
| run: PRECISION=BF16 USE_CUDNN=1 make train_gpt2cu test_gpt2cu profile_gpt2cu | |
| build-cuda-fp32: | |
| runs-on: ubuntu-latest | |
| container: | |
| image: nvidia/cuda:12.4.1-devel-ubuntu22.04 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Build FP32 checkpoint | |
| run: make train_gpt2fp32cu test_gpt2fp32cu | |
| - name: Build FP32 precision | |
| run: PRECISION=FP32 make train_gpt2cu test_gpt2cu profile_gpt2cu | |
| build-cuda-bf16: | |
| runs-on: ubuntu-latest | |
| container: | |
| image: nvidia/cuda:12.4.1-devel-ubuntu22.04 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Build project | |
| run: PRECISION=BF16 make test_gpt2cu train_gpt2cu profile_gpt2cu | |
| build-cuda-fp16: | |
| runs-on: ubuntu-latest | |
| container: | |
| image: nvidia/cuda:12.4.1-devel-ubuntu22.04 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Build project | |
| run: PRECISION=FP16 make test_gpt2cu train_gpt2cu profile_gpt2cu | |
| build-cuda-kernels: | |
| runs-on: ubuntu-latest | |
| container: | |
| image: nvidia/cuda:12.4.1-devel-ubuntu22.04 | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Install OpenMP and OpenMPI | |
| run: apt-get update && apt-get install -y libomp-dev libopenmpi-dev | |
| - name: Build project | |
| run: make -j4 -C dev/cuda |