Perf Kernels benchmark workflow #1
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| name: AMD Perf Kernel Benchmark | |
| on: | |
| workflow_dispatch: | |
| push: | |
| branches: [main_perf] | |
| pull_request: | |
| branches: [main_perf] | |
| merge_group: | |
| branches: [main_perf] | |
| types: [checks_requested] | |
| concurrency: | |
| group: ${{ github.ref }} | |
| cancel-in-progress: ${{ github.ref != 'refs/heads/main_perf' }} | |
| permissions: read-all | |
| env: | |
| TRITON_BUILD_WITH_CLANG_LLD: "TRUE" | |
| TRITON_USE_ASSERT_ENABLED_LLVM: "TRUE" | |
| TRITON_DISABLE_LINE_INFO: 1 | |
| jobs: | |
| Check-File-Changes: | |
| if: github.event_name == 'pull_request' | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 | |
| - name: Check file changes | |
| run: | | |
| git fetch origin ${{ github.base_ref }} | |
| changed_files=$(git diff --name-only origin/${{ github.base_ref }} ${{ github.sha }}) | |
| echo "Changed files:" | |
| echo "$changed_files" | |
| if echo "$changed_files" | grep -vE "^python/perf-kernels/|^\.github/workflows/amd_"; then | |
| echo "Changes detected outside of the python/perf-kernels directory or .github/workflows/amd_ files. Failing the workflow." | |
| exit 1 | |
| fi | |
| Runner-Preparation-AMD: | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 30 | |
| outputs: | |
| matrix-HIP: ${{ steps.set-matrix.outputs.matrix-HIP }} | |
| steps: | |
| - name: Prepare runner matrix | |
| id: set-matrix | |
| run: | | |
| if [ x"${{ github.repository }}" == x"ROCm/triton" ]; then | |
| echo '::set-output name=matrix-HIP::[["self-hosted", "rocm.gfx90a"]]' | |
| else | |
| echo '::set-output name=matrix-HIP::[["ubuntu-latest"]]' | |
| fi | |
| Benchmark-AMD: | |
| needs: Runner-Preparation-AMD | |
| if: needs.Runner-Preparation-AMD.outputs.matrix-HIP != '' | |
| runs-on: ${{ matrix.runner }} | |
| timeout-minutes: 90 | |
| strategy: | |
| matrix: | |
| runner: ${{fromJson(needs.Runner-Preparation-AMD.outputs.matrix-HIP)}} | |
| container: | |
| image: rocm/pytorch:rocm6.1_ubuntu22.04_py3.10_pytorch_2.4 | |
| options: --device=/dev/kfd --device=/dev/dri --security-opt seccomp=unconfined --group-add video --user root | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Clear cache | |
| run: | | |
| rm -rf ~/.triton | |
| mkdir -p ~/.triton | |
| ls -alh ~/.triton | |
| - name: Update PATH | |
| run: | | |
| echo "/opt/rocm/llvm/bin" >> $GITHUB_PATH | |
| - name: Install pip dependencies | |
| run: | | |
| python3 -m pip install --upgrade pip | |
| python3 -m pip install lit matplotlib pandas | |
| - name: Install Triton | |
| run: | | |
| echo "PATH is '$PATH'" | |
| pip uninstall -y triton | |
| cd python | |
| pip install -v -e . | |
| - name: Run Perf Kernels Benchmark | |
| run: | | |
| python ./python/perf-kernels/flash-attention.py | |
| python ./python/perf-kernels/softmax.py | |
| python ./python/perf-kernels/rmsnorm.py | |
| python ./python/perf-kernels/layernorm.py | |
| python ./python/perf-kernels/multreduce_matmul_kernel.py bench | |
| - name: Upload benchmark results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark-csv-results | |
| path: python/perf-kernels/*.csv | |
| if-no-files-found: error | |
| Analyze-Results: | |
| needs: Benchmark-AMD | |
| timeout-minutes: 10 | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout reporting system | |
| uses: actions/checkout@v4 | |
| with: | |
| repository: 'ROCm/triton-reporting-system' | |
| - name: Download CSV results | |
| uses: actions/download-artifact@v4 | |
| with: | |
| name: benchmark-csv-results | |
| path: $GITHUB_WORKSPACE/csvs | |
| - name: Find previous successful run | |
| id: find_run | |
| uses: actions/github-script@v6 | |
| with: | |
| script: | | |
| const runs = await github.rest.actions.listWorkflowRuns({ | |
| owner: context.repo.owner, | |
| repo: context.repo.repo, | |
| workflow_id: context.workflow, | |
| branch: 'main_perf', | |
| status: 'success' | |
| }); | |
| if (runs.data.workflow_runs.length > 1) { | |
| core.setOutput('run_id', runs.data.workflow_runs[1].id); | |
| } else { | |
| console.log("No previous successful run found"); | |
| } | |
| - name: Download previous data | |
| uses: actions/download-artifact@v4 | |
| if: steps.find_run.outputs.run_id != null | |
| with: | |
| name: data.json | |
| github-token: ${{ github.token }} | |
| run-id: ${{ steps.find_run.outputs.run_id }} | |
| - name: Compare results | |
| run: | | |
| if [[ -e data.json ]]; then | |
| master_data_args="--master-history-file data.json" | |
| else | |
| master_data_args="" | |
| echo "[]" > current_data.json | |
| python3 report_builder.py --report-config TRITON_KERNELS \ | |
| --output-dir ./output --history-file current_data.json \ | |
| --root-dir csvs ${master_data_args} --skip-html-report | |
| - name: Upload results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: comparison-results.txt | |
| path: output/results.txt | |