Add Baseline for SGLang Benchmark Test #19
Workflow file for this run
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
# Copyright 2024 Advanced Micro Devices, Inc. | |
# | |
# Licensed under the Apache License v2.0 with LLVM Exceptions. | |
# See https://llvm.org/LICENSE.txt for license information. | |
# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | |
name: SGLang Llama Benchmarking Tests | |
on: | |
# TODO: Remove PR trigger after verification | |
pull_request: | |
workflow_dispatch: | |
schedule: | |
# Weekdays at 6:00 AM UTC = 11:00 PM PST. | |
# This is a pretty GPU intensive test, so want to avoid conflicting | |
# with other potentially scheduled tests. | |
- cron: "0 4 * * 1-5" | |
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: | |
# TODO: Uncomment after verification | |
# benchmark_shortfin: | |
# if: ${{ github.repository_owner == 'nod-ai' || github.event_name != 'schedule' }} | |
# name: "SGLang Serving Benchmark With Shortfin" | |
# strategy: | |
# matrix: | |
# version: [3.11] | |
# fail-fast: false | |
# runs-on: mi300x-4 | |
# defaults: | |
# run: | |
# shell: bash | |
# env: | |
# PIP_CACHE_DIR: "${{ github.workspace }}/.pip-cache" | |
# steps: | |
# - name: Get Current Date | |
# id: date | |
# run: echo "::set-output name=date::$(date +'%Y-%m-%d')" | |
# - name: "Setting up Python" | |
# id: setup_python | |
# uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0 | |
# with: | |
# python-version: ${{matrix.version}} | |
# - name: "Checkout Code" | |
# uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 | |
# - name: Cache Pip Packages | |
# uses: actions/cache@6849a6489940f00c2f30c0fb92c6274307ccb58a # v4.1.2 | |
# id: cache-pip | |
# with: | |
# path: ${{ env.PIP_CACHE_DIR }} | |
# key: pip-${{ steps.setup_python.outputs.python-version }}-${{ hashFiles('*requirements.txt') }} | |
# - name: Install pip deps | |
# run: | | |
# python -m pip install --no-compile --upgrade pip | |
# # Note: We install in three steps in order to satisfy requirements | |
# # from non default locations first. Installing the PyTorch CPU | |
# # wheels saves multiple minutes and a lot of bandwidth on runner setup. | |
# pip install --no-compile -r pytorch-cpu-requirements.txt | |
# pip install --no-compile -f https://iree.dev/pip-release-links.html --src deps \ | |
# -e "git+https://github.com/iree-org/iree-turbine.git#egg=iree-turbine" | |
# pip install --no-compile -r requirements.txt -e sharktank/ shortfin/ | |
# # Try with the latest nightly releases, not what iree-turbine pins. | |
# # We could also pin to a known working or stable version. | |
# # This should eventually stabilize. Do the best we can for now. | |
# pip install -f https://iree.dev/pip-release-links.html --upgrade \ | |
# iree-base-compiler==3.0.0rc20241118 \ | |
# iree-base-runtime==3.0.0rc20241118 \ | |
# "numpy<2.0" | |
# - name: Install SGLang | |
# run: pip install "git+https://github.com/nod-ai/sglang.git#subdirectory=python" | |
# - name: Run Shortfin Benchmark Tests | |
# run: pytest -v app_tests/benchmark_tests/llm/sglang_benchmarks/shortfin_benchmark_test.py --log-cli-level=INFO --html=out/llm/shortfin/index.html | |
# TODO: Uncomment after verification | |
# - name: Deploy to GitHub Pages | |
# uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4.0.0 | |
# with: | |
# github_token: ${{ secrets.SHARK_PLATFORM_GH_TOKEN }} | |
# publish_dir: ./out/llm/sgl_benchmark/shortfin | |
# destination_dir: ./llm/sgl_benchmark/shortfin | |
# keep_files: true | |
benchmark_sglang: | |
if: ${{ github.repository_owner == 'nod-ai' || github.event_name != 'schedule' }} | |
name: "SGLang Serving Benchmark With SGLang" | |
# TODO: Uncomment after verifying | |
# needs: benchmark_shortfin | |
strategy: | |
matrix: | |
version: [3.11] | |
fail-fast: false | |
runs-on: mi300x-4 | |
defaults: | |
run: | |
shell: bash | |
env: | |
PIP_CACHE_DIR: "${{ github.workspace }}/.pip-cache" | |
steps: | |
- name: Get Current Date | |
id: date | |
run: echo "::set-output name=date::$(date +'%Y-%m-%d')" | |
- name: "Setting up Python" | |
id: setup_python | |
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0 | |
with: | |
python-version: ${{matrix.version}} | |
- name: "Checkout Code" | |
uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 | |
- name: Cache Pip Packages | |
uses: actions/cache@6849a6489940f00c2f30c0fb92c6274307ccb58a # v4.1.2 | |
id: cache-pip | |
with: | |
path: ${{ env.PIP_CACHE_DIR }} | |
key: pip-${{ steps.setup_python.outputs.python-version }}-${{ hashFiles('*requirements.txt') }} | |
- name: Install pip deps | |
run: | | |
python -m pip install --no-compile --upgrade pip | |
# Note: We install in three steps in order to satisfy requirements | |
# from non default locations first. Installing the PyTorch CPU | |
# wheels saves multiple minutes and a lot of bandwidth on runner setup. | |
pip install --no-compile -r pytorch-cpu-requirements.txt | |
pip install --no-compile -f https://iree.dev/pip-release-links.html --src deps \ | |
-e "git+https://github.com/iree-org/iree-turbine.git#egg=iree-turbine" | |
pip install --no-compile -r requirements.txt -e sharktank/ shortfin/ | |
# Try with the latest nightly releases, not what iree-turbine pins. | |
# We could also pin to a known working or stable version. | |
# This should eventually stabilize. Do the best we can for now. | |
pip install -f https://iree.dev/pip-release-links.html --upgrade \ | |
iree-base-compiler==3.0.0rc20241118 \ | |
iree-base-runtime==3.0.0rc20241118 \ | |
"numpy<2.0" | |
- name: Install SGLang | |
run: pip install "git+https://github.com/nod-ai/sglang.git#subdirectory=python" | |
- name: Set up Docker Buildx | |
uses: docker/setup-buildx-action@v3 | |
# Instruction for SGLang image sourced from here: | |
# https://sgl-project.github.io/start/install.html#method-3-using-docker | |
# We have to run in a docker container due to their vLLM dependency. | |
# From their pyproject.toml: | |
# HIP (Heterogeneous-computing Interface for Portability) for AMD | |
# => base docker rocm/vllm-dev:20241022, not from public vllm whl | |
# srt_hip = ["sglang[runtime_common]", "torch", "vllm==0.6.3.dev13"] | |
- name: Pull SGLang Image (Had issues with sglang:v0.3.5.post1-rocm620) | |
run: | | |
docker pull lmsysorg/sglang:v0.3.5.post1-rocm620 | |
- name: Run SGLang Server | |
run: | | |
docker run -d \ | |
--name=sglang-server \ | |
--device=/dev/kfd \ | |
--device=/dev/dri \ | |
--ipc=host \ | |
--shm-size 16G \ | |
--group-add video \ | |
--cap-add=SYS_PTRACE \ | |
--security-opt seccomp=unconfined \ | |
-v $HOME/dockerx:/dockerx \ | |
-v /data:/data \ | |
-p 30000:30000 \ | |
-v ~/.cache/huggingface:/root/.cache/huggingface \ | |
--env HF_TOKEN={{ secrets.HF_TOKEN }} \ | |
lmsysorg/sglang:v0.3.5.post1-rocm620 \ | |
python3 -m sglang.launch_server \ | |
--model-path meta-llama/Llama-3.1-8B-Instruct \ | |
--host 0.0.0.0 \ | |
--port 30000 \ | |
--tp 1 \ | |
--dtype float16 \ | |
--disable-cuda-graph | |
- name: Run SGLang Benchmark Tests | |
run: | | |
pytest -v app_tests/benchmark_tests/llm/sglang_benchmarks/sglang_benchmark_test.py --port 30000 --log-cli-level=INFO --html=out/llm/sglang/index.html | |
- name: Stop sglang-server | |
run: docker stop sglang-server || true # Stop container if it's running | |
- name: Cleanup SGLang Image | |
run: docker image rm lmsysorg/sglang:v0.3.5.post1-rocm620 | |
# TODO: Uncomment after verifying | |
# - name: Deploy to GitHub Pages | |
# uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4.0.0 | |
# with: | |
# github_token: ${{ secrets.SHARK_PLATFORM_GH_TOKEN }} | |
# publish_dir: ./out/llm/sgl_benchmark/sglang | |
# destination_dir: ./llm/sgl_benchmark/sglang | |
# keep_files: true |