Add a script for tuning flash attention kernels #1658
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| name: AMD Offline Tests | |
| on: | |
| workflow_dispatch: | |
| pull_request: | |
| branches: [triton-mlir] | |
| merge_group: | |
| branches: [triton-mlir] | |
| types: [checks_requested] | |
| push: | |
| branches: [triton-mlir] | |
| concurrency: | |
| group: ${{ github.ref }} | |
| cancel-in-progress: ${{ github.ref != 'refs/heads/triton-mlir' }} | |
| permissions: read-all | |
| env: | |
| TRITON_BUILD_WITH_CLANG_LLD: "TRUE" | |
| TRITON_USE_ASSERT_ENABLED_LLVM: "TRUE" | |
| TRITON_DISABLE_LINE_INFO: 1 | |
| jobs: | |
| 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 | |
| Integration-Tests-AMD: | |
| needs: Runner-Preparation-AMD | |
| if: needs.Runner-Preparation-AMD.outputs.matrix-HIP != '' | |
| runs-on: ${{ matrix.runner }} | |
| timeout-minutes: 30 | |
| strategy: | |
| matrix: | |
| runner: ${{fromJson(needs.Runner-Preparation-AMD.outputs.matrix-HIP)}} | |
| container: | |
| image: rocm/pytorch:rocm6.0.2_ubuntu22.04_py3.10_pytorch_2.1.2 | |
| 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 | |
| - name: Run Perf Kernels Benchmark | |
| run: | | |
| python ./python/perf-kernels/flash-attention.py | |
| - name: Run Core Tests | |
| run: | | |
| pytest -n 32 ./python/test/unit/language/test_core_amd.py | |
| - name: Run lit tests | |
| run: | | |
| python3 -m pip install lit | |
| cd python | |
| LIT_TEST_DIR="build/$(ls build | grep -i cmake)/test" | |
| if [ ! -d "${LIT_TEST_DIR}" ]; then | |
| echo "Could not find '${LIT_TEST_DIR}'" ; exit -1 | |
| fi | |
| lit -v "${LIT_TEST_DIR}" | |
| - name: Run CXX unittests | |
| run: | | |
| cd python | |
| cd "build/$(ls build | grep -i cmake)" | |
| ctest |