Calculate more isa- and mlir-level stats #41
Workflow file for this run
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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 | |
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 --find-links https://iree.dev/pip-release-links.html iree-compiler iree-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/shark_conv.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/shark_conv.py --roofline results/iree_conv.csv --plot results/iree_conv_i8.png --dtype i8 | |
python convbench/shark_conv.py --roofline results/iree_conv.csv --plot results/iree_conv_f32.png --dtype f32 | |
python convbench/shark_conv.py --roofline results/iree_attention.csv --plot results/iree_attention_fp16.png --dtype f16 | |
python convbench/shark_conv.py --roofline results/iree_attention.csv --plot results/iree_attention_fp8.png --dtype f8E4M3FNUZ | |
python convbench/shark_conv.py --roofline results/iree_gemm.csv --plot results/iree_gemm.png | |
python convbench/shark_conv.py --roofline results/iree_gemm_tk.csv --plot results/iree_gemm_tk.png | |
python convbench/shark_conv.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/ |