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