Correct number of CUs for MI250X #4
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| 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 |