Performance #149
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| name: Performance | |
| on: | |
| pull_request: | |
| workflow_dispatch: | |
| schedule: | |
| - cron: "0 9 * * *" | |
| concurrency: | |
| # A PR number if a pull request and otherwise the commit hash. This cancels | |
| # queued and in-progress runs for the same PR (presubmit) or commit | |
| # (postsubmit). The workflow name is prepended to avoid conflicts between | |
| # different workflows. | |
| group: ${{ github.workflow }}-${{ github.event.number || github.sha }} | |
| cancel-in-progress: true | |
| jobs: | |
| benchmark: | |
| runs-on: mi300-sdxl-kernel | |
| steps: | |
| - name: "Checkout Repo" | |
| uses: actions/checkout@v4 | |
| - name: Setup venv | |
| run: | | |
| python3.11 -m venv bench_venv | |
| source bench_venv/bin/activate | |
| pip install --upgrade pip | |
| pip install --pre --no-cache-dir --find-links https://iree.dev/pip-release-links.html iree-base-compiler iree-base-runtime --upgrade | |
| pip install -r requirements.txt | |
| pip install --no-compile --pre --upgrade -e common_tools | |
| pip install iree-turbine@git+https://github.com/iree-org/iree-turbine.git@main | |
| - name: Convolutions | |
| run: | | |
| source bench_venv/bin/activate | |
| python convbench/conv_bench.py | |
| - name: Attention | |
| run: | | |
| source bench_venv/bin/activate | |
| python attentionbench/attention_bench.py | |
| - name: TK GEMM | |
| run: | | |
| source bench_venv/bin/activate | |
| python gemmbench/gemm_bench.py --tk | |
| - name: GEMM | |
| run: | | |
| source bench_venv/bin/activate | |
| python gemmbench/gemm_bench.py | |
| - name: Roofline Plots | |
| run: | | |
| source bench_venv/bin/activate | |
| python convbench/conv_bench.py --roofline results/iree_conv.csv --plot results/iree_conv_i8.png --dtype i8 | |
| python convbench/conv_bench.py --roofline results/iree_conv.csv --plot results/iree_conv_f16.png --dtype f16 | |
| python convbench/conv_bench.py --roofline results/iree_attention.csv --plot results/iree_attention_fp16.png --dtype f16 | |
| python convbench/conv_bench.py --roofline results/iree_attention.csv --plot results/iree_attention_fp8.png --dtype f8E4M3FNUZ | |
| python convbench/conv_bench.py --roofline results/iree_gemm.csv --plot results/iree_gemm.png | |
| python convbench/conv_bench.py --roofline results/iree_gemm_tk.csv --plot results/iree_gemm_tk.png | |
| python convbench/conv_bench.py --roofline results/iree_gemm.csv,results/iree_gemm_tk.csv,results/iree_attention.csv,results/iree_conv.csv --plot results/combined.png | |
| - name: Upload benchmark results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark-results | |
| path: ./results/ |