Add test and benchmark for explicit dot GEMM #153
Workflow file for this run
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| name: AMD Perf Kernel Integration Tests | |
| on: | |
| workflow_dispatch: | |
| 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 | |
| pre-commit: | |
| name: pre-commit (code formatting) | |
| needs: Runner-Preparation-AMD | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| cache: 'pip' | |
| - name: Compute hash of pre-commit config | |
| id: cache-key | |
| run: | | |
| echo "pre_commit_hash=$(sha256sum .pre-commit-config.yaml)" >> $GITHUB_OUTPUT | |
| shell: bash | |
| - name: Cache pre-commit's cache dir | |
| uses: actions/cache@v4 | |
| with: | |
| # Note that we cannot use environment variables here given there is | |
| # no shell to interpret them in the paths. | |
| path: | | |
| ~/.cache/pre-commit | |
| key: ${{ runner.os }}-${{ steps.cache-key.outputs.pre_commit_hash }} | |
| - name: Check pre-commit | |
| run: | | |
| python3 -m pip install --upgrade pre-commit | |
| # TODO: ignore the first yapf failure until https://github.com/google/yapf/issues/1164 is fixed | |
| python3 -m pre_commit run --all-files --verbose yapf &> /dev/null || true | |
| # If first run of yapf worked and made changes reset the tree to the original state | |
| git reset --hard | |
| python3 -m pre_commit run --all-files --verbose | |
| - name: Print diff of changes if pre-commit failed | |
| if: failure() | |
| run: | | |
| git diff | |
| Integration-Tests-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 Unit Tests | |
| run: | | |
| pytest -vvv ./python/perf-kernels/flash-attention.py | |
| pytest -vvvv ./python/perf-kernels/softmax.py | |
| pytest -vvv ./python/perf-kernels/rmsnorm.py | |
| pytest -vvv ./python/perf-kernels/layernorm.py | |
| pytest -vvv ./python/perf-kernels/multreduce_matmul_kernel.py | |
| - 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 |