Update LLM Perf Benchmarks - CUDA PyTorch #6
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name: Update LLM Perf Benchmarks - CUDA PyTorch | |
on: | |
workflow_dispatch: | |
schedule: | |
- cron: "0 0 * * *" | |
concurrency: | |
group: ${{ github.workflow }}-${{ github.ref }} | |
cancel-in-progress: true | |
jobs: | |
build_image_and_run_benchmarks: | |
strategy: | |
fail-fast: false | |
matrix: | |
subset: [unquantized, bnb, awq, gptq] | |
machine: [{ name: 1xA10, runs-on: [single-gpu, nvidia-gpu, a10, ci] }] | |
runs-on: ${{ matrix.machine.runs-on }} | |
steps: | |
- name: Checkout | |
uses: actions/checkout@v3 | |
- name: Build image | |
run: docker build | |
--build-arg USER_ID=$(id -u) | |
--build-arg GROUP_ID=$(id -g) | |
--build-arg TORCH_CUDA=cu121 | |
--build-arg CUDA_VERSION=12.1.1 | |
--tag llm-perf-cuda:12.1.1 | |
docker/cuda | |
- name: Run benchmarks | |
uses: addnab/docker-run-action@v3 | |
env: | |
SUBSET: ${{ matrix.subset }} | |
MACHINE: ${{ matrix.machine.name }} | |
HF_TOKEN: ${{ secrets.HF_TOKEN }} | |
with: | |
image: llm-perf-cuda:12.1.1 | |
options: | | |
--rm | |
--gpus all | |
--shm-size 64G | |
--env SUBSET | |
--env MACHINE | |
--env HF_TOKEN | |
--env MKL_THREADING_LAYER=GNU | |
--env HF_HUB_ENABLE_HF_TRANSFER=1 | |
--volume ${{ github.workspace }}:/workspace | |
--workdir /workspace | |
run: | | |
pip install packaging && pip install flash-attn einops scipy auto-gptq optimum bitsandbytes autoawq codecarbon | |
pip install -U transformers huggingface_hub[hf_transfer] | |
pip install -e . | |
python llm_perf/update_llm_perf_cuda_pytorch.py |