TorchBench Nightly #30
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: TorchBench Nightly | |
| on: | |
| workflow_dispatch: | |
| env: | |
| TRITON_USE_ASSERT_ENABLED_LLVM: "TRUE" | |
| jobs: | |
| TorchBench-Nvidia: | |
| runs-on: [self-hosted, A100] | |
| steps: | |
| - name: Clear cache | |
| run: | | |
| rm -rf ${HOME}/.triton | |
| rm -rf ${HOME}/torchbench | |
| - name: Checkout TorchBench | |
| uses: actions/checkout@v4 | |
| with: | |
| repository: 'pytorch/benchmark' | |
| ref: '7617d3f53f8ae8db938cda80173926968c7f0d4b' | |
| path: 'torchbench' | |
| submodules: 'recursive' | |
| - name: Create Python venv | |
| run: | | |
| python3 -m venv ${HOME}/torchbench/venv | |
| source ${HOME}/torchbench/venv/bin/activate | |
| echo PATH=${PATH} >> $GITHUB_ENV | |
| # Torch nightly version below must match TorchBench commit above | |
| # python3 -m pip install doctr fastnlp matplotlib numba | |
| - name: Install TorchBench and models | |
| run: | | |
| sudo apt-get install libpango-1.0-0 | |
| python3 -m pip install --upgrade pip | |
| python3 -m pip install lightning-utilities pyre_extensions | |
| python3 -m pip install --upgrade torchaudio==2.2.0.dev20231017 torch==2.2.0.dev20231017 torchrec==0.5.0.dev20231017 torchvision==0.17.0.dev20231017 --index-url https://download.pytorch.org/whl/nightly/cu121 | |
| cd torchbench | |
| python3 install.py -v | |
| - name: Tune Nvidia GPU | |
| run: | | |
| sudo nvidia-smi -pm 1 | |
| sudo nvidia-smi --lock-gpu-clocks=1280,1280 | |
| nvidia-smi | |
| - name: Run TorchBench | |
| run: | | |
| cd torchbench | |
| python3 run_benchmark.py dynamo --performance --inference --inductor --devices=cuda --output-directory ./ --timing --stats 2>&1 | tee dynamo_log_pytorch-triton.txt | |
| - name: Install the latest Triton wheel | |
| run: | | |
| python3 -m pip uninstall --yes pytorch-triton | |
| python3 -m pip install --upgrade triton-nightly --index-url https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/Triton-Nightly/pypi/simple/ | |
| - name: Run TorchBench Again | |
| run: | | |
| cd torchbench | |
| python3 run_benchmark.py dynamo --performance --inference --inductor --devices=cuda --output-directory ./ --timing --stats 2>&1 | tee dynamo_log_triton-nightly.txt | |
| - name: Cleanup and reset GPU clocks | |
| if: always() | |
| run: | | |
| sudo nvidia-smi -i 0 -rgc |