Performance #123
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: 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/ |