AMD Perf Kernel Benchmark #6
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: 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 | |
| ls -l | |
| ls -l python/perf-kernels | |
| # python ./python/perf-kernels/multreduce_matmul_kernel.py bench | |
| - name: Upload benchmark results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark-csv-results | |
| path: ./*.csv | |
| if-no-files-found: error | |
| Analyze-Results: | |
| needs: [Benchmark-AMD, Runner-Preparation-AMD] | |
| if: needs.Runner-Preparation-AMD.outputs.matrix-HIP != '' | |
| runs-on: ${{ matrix.runner }} | |
| timeout-minutes: 10 | |
| strategy: | |
| matrix: | |
| runner: ${{fromJson(needs.Runner-Preparation-AMD.outputs.matrix-HIP)}} | |
| 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' | |
| }); | |
| console.log(runs) | |
| 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 | |