Triton benchmarks; elapsed time #910
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| name: Triton benchmarks | |
| run-name: ${{ inputs.run_name }} | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| runner_label: | |
| description: Runner label, keep empty for default | |
| type: string | |
| default: "" | |
| tag: | |
| description: Tag for benchmark results | |
| type: string | |
| default: "test" | |
| benchmarking_method: | |
| description: The method used to obtain performance numbers | |
| type: choice | |
| options: | |
| - PYTORCH_LEGACY_PROFILER_USING_IPEX | |
| - ELAPSED_TIME | |
| - UPSTREAM_PYTORCH_PROFILER | |
| default: PYTORCH_LEGACY_PROFILER_USING_IPEX | |
| run_name: | |
| description: Run name | |
| type: string | |
| default: "Triton benchmarks" | |
| skip_benchmarks: | |
| description: JSON list of benchmarks to skip | |
| type: string | |
| default: "[]" | |
| schedule: | |
| - cron: "5 23 * * *" | |
| pull_request: | |
| branches: | |
| - main | |
| paths: | |
| - .github/workflows/triton-benchmarks.yml | |
| - benchmarks/** | |
| permissions: read-all | |
| env: | |
| PYTHON_VERSION: "3.10" | |
| BENCHMARKING_METHOD: ${{ inputs.benchmarking_method || 'PYTORCH_LEGACY_PROFILER_USING_IPEX' }} | |
| USE_IPEX: ${{ github.event_name != 'workflow_dispatch' && '1' || inputs.benchmarking_method == 'PYTORCH_LEGACY_PROFILER_USING_IPEX' && '1' || '0' }} | |
| TAG: ${{ inputs.tag || (github.event_name == 'pull_request' && 'pr') || (github.event_name == 'schedule' && 'ci') || 'test' }} | |
| jobs: | |
| build: | |
| name: Triton benchmarks | |
| runs-on: | |
| - ${{ inputs.runner_label || 'max1550' }} | |
| timeout-minutes: 720 | |
| defaults: | |
| run: | |
| shell: bash -noprofile --norc -eo pipefail -c "source /opt/intel/oneapi/setvars.sh > /dev/null; source {0}" | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v4 | |
| - name: Load pip cache | |
| id: pip-cache | |
| uses: ./.github/actions/load | |
| with: | |
| path: $HOME/.cache/pip | |
| # pip cache per commit id just to minimize network traffic | |
| key: pip-$PYTHON_VERSION-$GITHUB_SHA | |
| - name: Install Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: ${{ env.PYTHON_VERSION }} | |
| - name: Install Python build dependencies | |
| run: | | |
| pip install wheel cmake | |
| - name: Setup PyTorch with IPEX | |
| if: ${{ env.USE_IPEX == '1' }} | |
| uses: ./.github/actions/setup-pytorch | |
| with: | |
| repository: Stonepia/pytorch | |
| - name: Setup PyTorch without IPEX | |
| if: ${{ env.USE_IPEX == '0' }} | |
| uses: ./.github/actions/setup-pytorch | |
| with: | |
| repository: pytorch/pytorch | |
| - name: Setup IPEX | |
| if: ${{ env.USE_IPEX == '1' }} | |
| uses: ./.github/actions/setup-ipex | |
| - name: Build Triton wheels | |
| uses: ./.github/actions/setup-triton | |
| with: | |
| command: DEBUG=1 python setup.py bdist_wheel | |
| - name: Install Triton | |
| run: | | |
| pip install python/dist/*.whl | |
| - name: Install benchmark dependencies | |
| run: | | |
| pip install matplotlib pandas tabulate | |
| - name: Create reports dir | |
| run: | | |
| mkdir reports | |
| echo "REPORTS=$PWD/reports" >> $GITHUB_ENV | |
| - name: Install benchmarks | |
| id: install | |
| run: | | |
| cd benchmarks | |
| python setup.py install | |
| - name: Run Triton Softmax kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'fused_softmax.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python fused_softmax.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/softmax-performance.csv $REPORTS/softmax-triton-report.csv --benchmark softmax --compiler triton --param_cols "N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/softmax-performance.csv $REPORTS/softmax-xetla-report.csv --benchmark softmax --compiler xetla --param_cols "N" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG | |
| - name: Run Triton GEMM kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_benchmark.py --reports $REPORTS | |
| mv $REPORTS/matmul-performance.csv $REPORTS/matmul-performance-base.csv | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-base.csv $REPORTS/gemm-triton-report.csv --benchmark gemm --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-base.csv $REPORTS/gemm-xetla-report.csv --benchmark gemm --compiler xetla --param_cols "B,M,K,N" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG | |
| - name: Run Triton GEMM kernel benchmark - default path | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py_default') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| # Default path: | |
| TRITON_INTEL_ADVANCED_PATH=0 \ | |
| TRITON_INTEL_ENABLE_ADDRESS_PAYLOAD_OPT=1 \ | |
| IGC_VISAOptions=" -enableBCR -nolocalra" \ | |
| IGC_DisableLoopUnroll=1 \ | |
| python gemm_benchmark.py --reports $REPORTS | |
| mv $REPORTS/matmul-performance.csv $REPORTS/matmul-performance-default-path.csv | |
| source ../../scripts/capture-hw-details.sh | |
| TAG="${TAG}-dflt" | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-default-path.csv $REPORTS/gemm-triton-default-report.csv --benchmark gemm --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM kernel benchmark - advanced path | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py_advanced') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| # Advanced path: | |
| TRITON_INTEL_ADVANCED_PATH=1 \ | |
| TRITON_INTEL_ENABLE_ADDRESS_PAYLOAD_OPT=1 \ | |
| IGC_VISAOptions=" -enableBCR -nolocalra" \ | |
| IGC_DisableLoopUnroll=1 \ | |
| python gemm_benchmark.py --reports $REPORTS | |
| mv $REPORTS/matmul-performance.csv $REPORTS/matmul-performance-adv-path.csv | |
| source ../../scripts/capture-hw-details.sh | |
| TAG="${TAG}-adv" | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-adv-path.csv $REPORTS/gemm-triton-advanced-report.csv --benchmark gemm --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM (A@B^t) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py_abt') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| TRANSPOSE_B=1 python gemm_benchmark.py --reports $REPORTS | |
| mv $REPORTS/matmul-performance.csv $REPORTS/matmul-performance-bt.csv | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-bt.csv $REPORTS/gemm-bt-triton-report.csv --benchmark gemm-bt --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-bt.csv $REPORTS/gemm-bt-onednn-report.csv --benchmark gemm-bt --compiler onednn --param_cols "B,M,K,N" --tflops_col onednn-TFlops --hbm_col "onednn-GB/s" --tag $TAG | |
| - name: Run Triton GEMM (A^t@B) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py_atb') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| TRANSPOSE_A=1 python gemm_benchmark.py --reports $REPORTS | |
| mv $REPORTS/matmul-performance.csv $REPORTS/matmul-performance-at.csv | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-at.csv $REPORTS/gemm-at-triton-report.csv --benchmark gemm-at --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-at.csv $REPORTS/gemm-at-onednn-report.csv --benchmark gemm-at --compiler onednn --param_cols "B,M,K,N" --tflops_col onednn-TFlops --hbm_col "onednn-GB/s" --tag $TAG | |
| - name: Run Triton GEMM (stream-k) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_streamk_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_streamk_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-streamk-performance.csv $REPORTS/gemm-streamk-triton-report.csv --benchmark gemm-streamk --compiler triton --param_cols "M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM (split-k) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_splitk_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_splitk_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-splitk-performance.csv $REPORTS/gemm-splitk-triton-report.csv --benchmark gemm-splitk --compiler triton --param_cols "M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM + PreOp (exp) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_preop_exp_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_preop_exp_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-preop-exp.csv $REPORTS/gemm-preop-exp-triton-report.csv --benchmark gemm-preop-exp --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM + PostOp (Gelu) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_postop_gelu_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_postop_gelu_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-postop-gelu.csv $REPORTS/gemm-postop-gelu-triton-report.csv --benchmark gemm-postop-gelu --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton GEMM + PostOp (add matrix) kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_postop_addmatrix_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python gemm_postop_addmatrix_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/matmul-performance-postop-addmatrix.csv $REPORTS/gemm-postop-addmatrix-triton-report.csv --benchmark gemm-postop-addmatrix --compiler triton --param_cols "B,M,K,N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton FA kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'flash_attention_fwd_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python flash_attention_fwd_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-triton-report.csv --benchmark attn --compiler triton --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-xetla-report.csv --benchmark attn --compiler xetla --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG | |
| - name: Run Triton FA kernel benchmark - default path | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmark || '[]'), 'flash_attention_fwd_benchmark.py_default') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| TRITON_INTEL_ADVANCED_PATH=0 \ | |
| TRITON_INTEL_ENABLE_ADDRESS_PAYLOAD_OPT=1 \ | |
| IGC_VISAOptions=" -enableBCR" \ | |
| python flash_attention_fwd_benchmark.py --reports $REPORTS | |
| TAG="${TAG}-dflt" | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-triton-default-report.csv --benchmark attn --compiler triton --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Triton FA kernel benchmark - advanced path | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'flash_attention_fwd_benchmark.py_advanced') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| TRITON_INTEL_ADVANCED_PATH=1 \ | |
| TRITON_INTEL_ENABLE_ADDRESS_PAYLOAD_OPT=1 \ | |
| IGC_VISAOptions=" -enableBCR" \ | |
| python flash_attention_fwd_benchmark.py --reports $REPORTS | |
| TAG="${TAG}-adv" | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-triton-advanced-report.csv --benchmark attn --compiler triton --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run Prefix Sums kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'prefix_sums.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python prefix_sums.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/prefix-sums.csv $REPORTS/prefix_sums-triton-report.csv --benchmark prefix_sums --compiler triton --param_cols "N" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Run micro benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'micro_benchmarks') }} | |
| run: | | |
| cd benchmarks/micro_benchmarks | |
| python run_benchmarks.py --reports $REPORTS | |
| - name: Save pip cache | |
| if: ${{ steps.pip-cache.outputs.status == 'miss' }} | |
| uses: ./.github/actions/save | |
| with: | |
| path: ${{ steps.pip-cache.outputs.path }} | |
| dest: ${{ steps.pip-cache.outputs.dest }} | |
| - name: Upload benchmark reports | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() }} | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark-reports | |
| path: reports |