Benchmarks / accuracy #257
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| # | |
| # Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| # This file is a part of the vllm-ascend project. | |
| # | |
| # This test will be triggered: | |
| # 1. PR labeled with: '*accuracy-test' (ONLY 1 label valid) & 'ready-for-test' | |
| # 2. workflow_dispatch with models input | |
| # See detail rule in strategy.matrix note | |
| name: Benchmarks / accuracy | |
| on: | |
| schedule: | |
| # Runs every 6 hours | |
| - cron: '0 */6 * * *' | |
| pull_request: | |
| types: [ labeled ] | |
| workflow_dispatch: | |
| inputs: | |
| vllm-version: | |
| description: 'vllm version:' | |
| required: true | |
| type: choice | |
| # Please also update this when bump matched version | |
| # Current supported vLLM versions | |
| options: | |
| - main | |
| - v0.10.0 | |
| - v0.9.1 | |
| - v0.7.3 | |
| vllm-ascend-version: | |
| description: 'vllm-ascend version:' | |
| required: true | |
| type: choice | |
| options: | |
| - main | |
| - v0.9.1-dev | |
| - v0.7.3-dev | |
| models: | |
| description: 'model:' | |
| required: true | |
| type: choice | |
| options: | |
| - all | |
| - Qwen/Qwen2.5-VL-7B-Instruct | |
| - Qwen/Qwen3-8B-Base | |
| - Qwen/Qwen3-30B-A3B | |
| default: 'all' | |
| # Bash shells do not use ~/.profile or ~/.bashrc so these shells need to be explicitly | |
| # declared as "shell: bash -el {0}" on steps that need to be properly activated. | |
| # It's used to activate ascend-toolkit environment variables. | |
| defaults: | |
| run: | |
| shell: bash -el {0} | |
| # only cancel in-progress runs of the same workflow | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.ref }} | |
| cancel-in-progress: true | |
| jobs: | |
| accuracy_tests: | |
| # test will be triggered when tag '*-accuracy-test' & 'ready-for-test' or workflow_dispatch job | |
| if: >- | |
| ${{ | |
| (contains(github.event.pull_request.labels.*.name, 'accuracy-test') || | |
| contains(github.event.pull_request.labels.*.name, 'vl-accuracy-test') || | |
| contains(github.event.pull_request.labels.*.name, 'moe-accuracy-test') || | |
| contains(github.event.pull_request.labels.*.name, 'dense-accuracy-test')) && | |
| contains(github.event.pull_request.labels.*.name, 'ready-for-test') || | |
| github.event_name == 'workflow_dispatch' || github.event_name == 'schedule' | |
| }} | |
| runs-on: >- | |
| ${{ | |
| (matrix.model_name == 'Qwen/Qwen3-30B-A3B' && 'linux-aarch64-a2-2') || | |
| 'linux-aarch64-a2-1' | |
| }} | |
| strategy: | |
| matrix: | |
| # the accuracy test will run: | |
| # 1. workflow_dispatch with models input | |
| # - all: Qwen/Qwen3-30B-A3B, Qwen/Qwen2.5-VL-7B-Instruct, Qwen/Qwen3-8B-Base | |
| # - specified but not all: Qwen/Qwen3-30B-A3B, Qwen/Qwen2.5-VL-7B-Instruct, Qwen/Qwen3-8B-Base | |
| # 2. PR labeled with "*-accuracy-test" | |
| # - accuracy-test: Qwen/Qwen3-8B-Base, Qwen/Qwen2.5-VL-7B-Instruct, Qwen/Qwen3-30B-A3B | |
| # - dense-accuracy-test: Qwen/Qwen3-8B-Base | |
| # - vl-accuracy-test: Qwen/Qwen2.5-VL-7B-Instruct | |
| # - moe-accuracy-test: Qwen/Qwen3-30B-A3B | |
| model_name: ${{ fromJSON( | |
| (github.event_name == 'schedule' && | |
| '["Qwen/Qwen3-30B-A3B","Qwen/Qwen2.5-VL-7B-Instruct","Qwen/Qwen3-8B-Base"]') || | |
| (github.event.inputs.models == 'all' && | |
| '["Qwen/Qwen3-30B-A3B","Qwen/Qwen2.5-VL-7B-Instruct","Qwen/Qwen3-8B-Base"]') || | |
| (github.event.inputs.models == 'Qwen/Qwen3-30B-A3B' && | |
| '["Qwen/Qwen3-30B-A3B"]') || | |
| (github.event.inputs.models == 'Qwen/Qwen2.5-VL-7B-Instruct' && | |
| '["Qwen/Qwen2.5-VL-7B-Instruct"]') || | |
| (github.event.inputs.models == 'Qwen/Qwen3-8B-Base' && | |
| '["Qwen/Qwen3-8B-Base"]') || | |
| contains(github.event.pull_request.labels.*.name, 'accuracy-test') && | |
| '["Qwen/Qwen3-8B-Base","Qwen/Qwen2.5-VL-7B-Instruct", "Qwen/Qwen3-30B-A3B"]' || | |
| contains(github.event.pull_request.labels.*.name, 'dense-accuracy-test') && | |
| '["Qwen/Qwen3-8B-Base"]' || | |
| contains(github.event.pull_request.labels.*.name, 'vl-accuracy-test') && | |
| '["Qwen/Qwen2.5-VL-7B-Instruct"]' || | |
| contains(github.event.pull_request.labels.*.name, 'moe-accuracy-test') && | |
| '["Qwen/Qwen3-30B-A3B"]' | |
| ) }} | |
| fail-fast: false | |
| name: ${{ matrix.model_name }} accuracy | |
| container: | |
| image: swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/cann:8.2.rc1-910b-ubuntu22.04-py3.11 | |
| env: | |
| DATASET_SOURCE: ModelScope | |
| VLLM_USE_MODELSCOPE: True | |
| USE_MODELSCOPE_HUB: 1 | |
| # 1. If version specified (work_dispatch), do specified branch accuracy test | |
| # 2. If no version (labeled PR), do accuracy test by default ref: | |
| # The branch, tag or SHA to checkout. When checking out the repository that | |
| # triggered a workflow, this defaults to the reference or SHA for that event. | |
| # Otherwise, uses the default branch. | |
| GHA_VLLM_ASCEND_VERSION: ${{ github.event.inputs.vllm-ascend-version }} | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v4 | |
| - name: Check npu and CANN info | |
| run: | | |
| npu-smi info | |
| cat /usr/local/Ascend/ascend-toolkit/latest/"$(uname -i)"-linux/ascend_toolkit_install.info | |
| - name: Config mirrors | |
| run: | | |
| sed -Ei 's@(ports|archive)[email protected]:8081@g' /etc/apt/sources.list | |
| pip config set global.index-url http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple | |
| pip config set global.trusted-host cache-service.nginx-pypi-cache.svc.cluster.local | |
| apt-get update -y | |
| apt install git -y | |
| - name: Install system dependencies | |
| run: | | |
| apt-get -y install `cat packages.txt` | |
| apt-get -y install gcc g++ cmake libnuma-dev | |
| - name: Checkout vllm-project/vllm repo | |
| uses: actions/checkout@v4 | |
| with: | |
| repository: vllm-project/vllm | |
| path: ./vllm-empty | |
| # Please also update this when bump matched version | |
| ref: ${{ github.event.inputs.vllm-version || 'v0.10.0' }} | |
| - name: Install vllm-project/vllm from source | |
| working-directory: ./vllm-empty | |
| run: VLLM_TARGET_DEVICE=empty pip install -e . | |
| - name: Resolve vllm-ascend version | |
| run: | | |
| VERSION_INPUT="${{ github.event.inputs.vllm-ascend-version }}" | |
| if [[ "$VERSION_INPUT" == "main" ]]; then | |
| TAGS=$(git ls-remote --tags --sort=-v:refname https://github.com/vllm-project/vllm-ascend "v*" | cut -f2 | sed 's|refs/tags/||') | |
| LATEST_TAG=$(echo "$TAGS" | head -n1) | |
| if [[ -z "$LATEST_TAG" ]]; then | |
| RESOLVED_VERSION="main" | |
| else | |
| RESOLVED_VERSION="$LATEST_TAG" | |
| fi | |
| else | |
| RESOLVED_VERSION="$VERSION_INPUT" | |
| fi | |
| echo "GHA_VLLM_ASCEND_VERSION=$RESOLVED_VERSION" >> $GITHUB_ENV | |
| - name: Checkout vllm-project/vllm-ascend repo | |
| uses: actions/checkout@v4 | |
| with: | |
| repository: vllm-project/vllm-ascend | |
| path: ./vllm-ascend | |
| ref: ${{ env.GHA_VLLM_ASCEND_VERSION }} | |
| - name: Install vllm-project/vllm-ascend | |
| working-directory: ./vllm-ascend | |
| env: | |
| PIP_EXTRA_INDEX_URL: https://mirrors.huaweicloud.com/ascend/repos/pypi | |
| run: | | |
| pip install -r requirements-dev.txt | |
| pip install -v -e . | |
| - name: Get vLLM commit hash and URL | |
| working-directory: ./vllm-empty | |
| run: | | |
| VLLM_COMMIT=$(git rev-parse --short=7 HEAD) | |
| echo "VLLM_COMMIT=$VLLM_COMMIT" >> $GITHUB_ENV | |
| - name: Get vLLM-Ascend commit hash and URL | |
| working-directory: ./vllm-ascend | |
| run: | | |
| VLLM_ASCEND_COMMIT=$(git rev-parse --short=7 HEAD) | |
| echo "VLLM_ASCEND_COMMIT=$VLLM_ASCEND_COMMIT" >> $GITHUB_ENV | |
| - name: Print resolved hashes | |
| run: | | |
| echo "vLLM : ${{ env.VLLM_COMMIT }}" | |
| echo "vLLM-Ascend: ${{ env.VLLM_ASCEND_COMMIT }}" | |
| - name: Install lm-eval, ray, and datasets | |
| run: | | |
| pip install lm-eval==0.4.8 | |
| - name: Collect version info | |
| run: | | |
| for dir in /usr/local/Ascend/ascend-toolkit/*; do | |
| dname=$(basename "$dir") | |
| if [ "$dname" != "latest" ]; then | |
| TOOLKIT_DIR="$dname" | |
| break | |
| fi | |
| done | |
| INFO_FILE="/usr/local/Ascend/ascend-toolkit/${TOOLKIT_DIR}/$(uname -i)-linux/ascend_toolkit_install.info" | |
| GHA_CANN_VERSION=$(grep "version=" "$INFO_FILE" \ | |
| | head -n1 \ | |
| | cut -d'=' -f2 \ | |
| | tr -d '"') | |
| { | |
| echo "GHA_CANN_VERSION=$GHA_CANN_VERSION" | |
| pip show torch | grep "Version:" | awk '{print "GHA_TORCH_VERSION="$2}' | |
| pip show torch_npu | grep "Version:" | awk '{print "GHA_TORCH_NPU_VERSION="$2}' | |
| pip show vllm | grep "Version:" | awk '{print "GHA_VLLM_VERSION="$2}' | sed 's/+.*//' | |
| } >> "$GITHUB_ENV" | |
| - name: Print versions | |
| run: | | |
| echo "CANN: ${{ env.GHA_CANN_VERSION }}" | |
| echo "Torch NPU: ${{ env.GHA_TORCH_NPU_VERSION }}" | |
| echo "Torch: ${{ env.GHA_TORCH_VERSION }}" | |
| echo "vLLM: ${{ env.GHA_VLLM_VERSION }}" | |
| echo "vLLM Ascend: ${{ env.GHA_VLLM_ASCEND_VERSION }}" | |
| - name: Run Accuracy Test | |
| id: report | |
| working-directory: ./benchmarks | |
| env: | |
| PYTORCH_NPU_ALLOC_CONF: max_split_size_mb:256 | |
| run: | | |
| model_base_name=$(basename ${{ matrix.model_name }}) | |
| markdown_name="${model_base_name}" | |
| echo "markdown_name=$markdown_name" | |
| echo "markdown_name=$markdown_name" >> $GITHUB_OUTPUT | |
| mkdir -p ./accuracy | |
| python ./scripts/run_accuracy.py \ | |
| --model "${{ matrix.model_name }}" \ | |
| --output "./accuracy/${markdown_name}.md" \ | |
| --vllm_ascend_version "${{ env.GHA_VLLM_ASCEND_VERSION || github.ref }}" \ | |
| --cann_version "${{ env.GHA_CANN_VERSION }}" \ | |
| --torch_npu_version "${{ env.GHA_TORCH_NPU_VERSION }}" \ | |
| --torch_version "${{ env.GHA_TORCH_VERSION }}" \ | |
| --vllm_version "${{ env.GHA_VLLM_VERSION }}" \ | |
| --vllm_commit "${{ env.VLLM_COMMIT }}" \ | |
| --vllm_ascend_commit "${{ env.VLLM_ASCEND_COMMIT }}" \ | |
| - name: Generate step summary | |
| if: ${{ always() }} | |
| run: | | |
| cat ./benchmarks/accuracy/${{ steps.report.outputs.markdown_name }}.md >> $GITHUB_STEP_SUMMARY | |
| - name: Sanitize version string for artifact naming | |
| run: | | |
| SAFE_VLLM_ASCEND_VERSION="${GHA_VLLM_ASCEND_VERSION//\//-}" | |
| echo "SAFE_VLLM_ASCEND_VERSION=$SAFE_VLLM_ASCEND_VERSION" >> "$GITHUB_ENV" | |
| - name: Check report first line for failure | |
| id: check_report | |
| run: | | |
| REPORT_PATH="./benchmarks/accuracy/${{ steps.report.outputs.markdown_name }}.md" | |
| echo "Scanning $REPORT_PATH for ❌ …" | |
| if grep -q '❌' "$REPORT_PATH"; then | |
| echo "contains_fail=true" >> $GITHUB_OUTPUT | |
| else | |
| echo "contains_fail=false" >> $GITHUB_OUTPUT | |
| fi | |
| - name: Upload Report | |
| if: ${{ github.event_name == 'workflow_dispatch' && steps.check_report.outputs.contains_fail == 'false' }} | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: "report-${{ env.SAFE_VLLM_ASCEND_VERSION }}-${{ steps.report.outputs.markdown_name }}" | |
| path: ./benchmarks/accuracy/${{ steps.report.outputs.markdown_name }}.md | |
| if-no-files-found: warn | |
| retention-days: 90 | |
| overwrite: true | |
| create_pr: | |
| runs-on: ubuntu-latest | |
| needs: accuracy_tests | |
| if: ${{ github.event_name == 'workflow_dispatch' }} | |
| env: | |
| UPSTREAM_REPO: vllm-project/vllm-ascend | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v4 | |
| with: | |
| repository: vllm-ascend-ci/vllm-ascend | |
| token: ${{ secrets.PAT_TOKEN }} | |
| ref: main | |
| - name: Add upstream remote | |
| run: | | |
| git remote add upstream https://github.com/${{ env.UPSTREAM_REPO }}.git | |
| git fetch upstream | |
| git remote -v | |
| - name: Set Git user info dynamically | |
| run: | | |
| git config user.name "${{ github.actor }}" | |
| git config user.email "${{ github.actor }}@users.noreply.github.com" | |
| - name: Create or switch to branch | |
| run: | | |
| TIMESTAMP=$(date +%Y%m%d%H%M%S) | |
| BRANCH_NAME="auto-pr/accuracy-report-${TIMESTAMP}" | |
| echo "BRANCH_NAME=${BRANCH_NAME}" >> $GITHUB_ENV | |
| git checkout -B "${BRANCH_NAME}" upstream/${{ github.event.inputs.vllm-ascend-version }} | |
| - name: Download only current run reports | |
| uses: actions/download-artifact@v4 | |
| with: | |
| path: ./docs/source/developer_guide/evaluation/accuracy_report | |
| pattern: report-* | |
| github-token: ${{ secrets.GITHUB_TOKEN }} | |
| run-id: ${{ github.run_id }} | |
| - name: Delete old report | |
| run: | | |
| find ./docs/source/developer_guide/evaluation/accuracy_report -maxdepth 1 -type f -name '*.md' ! -name 'index.md' -delete | |
| find ./docs/source/developer_guide/evaluation/accuracy_report -mindepth 2 -type f -name '*.md' -exec mv -f {} ./docs/source/developer_guide/evaluation/accuracy_report \; | |
| find ./docs/source/developer_guide/evaluation/accuracy_report -mindepth 1 -type d -empty -delete | |
| - name: Update accuracy_report/index.md | |
| run: | | |
| REPORT_DIR="./docs/source/developer_guide/evaluation/accuracy_report" | |
| INDEX_MD="$REPORT_DIR/index.md" | |
| { | |
| echo "# Accuracy Report" | |
| echo "" | |
| echo ":::{toctree}" | |
| echo ":caption: Accuracy Report" | |
| echo ":maxdepth: 1" | |
| for report in "$REPORT_DIR"/*.md; do | |
| filename="$(basename "$report" .md)" | |
| if [ "$filename" != "index" ]; then | |
| echo "$filename" | |
| fi | |
| done | |
| echo ":::" | |
| } > "$INDEX_MD" | |
| - name: push accuracy report | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.PAT_TOKEN }} | |
| run: | | |
| git add ./docs/source/developer_guide/evaluation/accuracy_report/*.md | |
| git commit -s -m "[Doc] Update accuracy reports for ${{ github.event.inputs.vllm-ascend-version }}" | |
| git push -f origin "${{ env.BRANCH_NAME }}" | |
| - name: Create PR in upstream via API | |
| uses: actions/github-script@v7 | |
| with: | |
| github-token: ${{ secrets.PAT_TOKEN }} | |
| script: | | |
| const pr = await github.rest.pulls.create({ | |
| owner: 'vllm-project', | |
| repo: 'vllm-ascend', | |
| head: `vllm-ascend-ci:${{ env.BRANCH_NAME }}`, | |
| base: '${{ github.event.inputs.vllm-ascend-version }}', | |
| title: `[Doc] Update accuracy reports for ${{ github.event.inputs.vllm-ascend-version }}`, | |
| body: `The accuracy results running on NPU Altlas A2 have changed, updating reports for: | |
| ${{ | |
| github.event.inputs.models == 'all' | |
| && 'All models (Qwen/Qwen3-30B-A3B, Qwen2.5-VL-7B-Instruct, Qwen3-8B-Base)' | |
| || github.event.inputs.models | |
| }} | |
| - [Workflow run][1] | |
| [1]: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}` | |
| }); | |
| core.info(`Created PR #${pr.data.number}`); | |