LLM C-Eval #9
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: LLM C-Eval | |
| # Cancel previous runs in the PR when you push new commits | |
| concurrency: | |
| group: ${{ github.workflow }}-llm-nightly-test-${{ github.event.pull_request.number || github.run_id }} | |
| cancel-in-progress: true | |
| # Controls when the action will run. | |
| on: | |
| schedule: | |
| - cron: "00 15 * * *" # GMT time, 15:00 GMT == 23:00 Beijing Time | |
| pull_request: | |
| branches: [main] | |
| paths: | |
| - ".github/workflows/llm-ceval.yml" | |
| # Allows you to run this workflow manually from the Actions tab | |
| workflow_dispatch: | |
| inputs: | |
| model_name: | |
| description: 'Model names, separated by comma and must be quoted.' | |
| required: true | |
| type: string | |
| precision: | |
| description: 'Precisions, separated by comma and must be quoted.' | |
| required: true | |
| type: string | |
| runs-on: | |
| description: 'Labels to filter the runners, separated by comma and must be quoted.' | |
| default: "accuracy" | |
| required: false | |
| type: string | |
| # A workflow run is made up of one or more jobs that can run sequentially | |
| jobs: | |
| llm-cpp-build: | |
| uses: ./.github/workflows/llm-binary-build.yml | |
| # Set the testing matrix based on the event (schedule, PR, or manual dispatch) | |
| set-matrix: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| model_name: ${{ steps.set-matrix.outputs.model_name }} | |
| precision: ${{ steps.set-matrix.outputs.precision }} | |
| runner: ${{ steps.set-matrix.outputs.runner }} | |
| steps: | |
| - name: set-nightly-env | |
| if: ${{github.event_name == 'schedule'}} | |
| env: | |
| NIGHTLY_MATRIX_MODEL_NAME: '["chatglm2-6b","chinese-llama2-7b", "Qwen-7B-Chat"]' | |
| NIGHTLY_MATRIX_PRECISION: '["sym_int4", "fp8_e5m2"]' | |
| NIGHTLY_LABELS: '["self-hosted", "llm", "accuracy-nightly"]' | |
| run: | | |
| echo "model_name=$NIGHTLY_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$NIGHTLY_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "runner=$NIGHTLY_LABELS" >> $GITHUB_ENV | |
| - name: set-pr-env | |
| if: ${{github.event_name == 'pull_request'}} | |
| env: | |
| PR_MATRIX_MODEL_NAME: '["Qwen-7B-Chat"]' | |
| PR_MATRIX_PRECISION: '["sym_int4", "fp8_e5m2"]' | |
| PR_LABELS: '["self-hosted", "llm", "temp-arc01"]' | |
| run: | | |
| echo "model_name=$PR_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$PR_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "runner=$PR_LABELS" >> $GITHUB_ENV | |
| - name: set-manual-env | |
| if: ${{github.event_name == 'workflow_dispatch'}} | |
| env: | |
| MANUAL_MATRIX_MODEL_NAME: ${{format('[ {0} ]', inputs.model_name)}} | |
| MANUAL_MATRIX_PRECISION: ${{format('[ {0} ]', inputs.precision)}} | |
| MANUAL_LABELS: ${{format('["self-hosted", "llm", {0}]', inputs.runs-on)}} | |
| run: | | |
| echo "model_name=$MANUAL_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$MANUAL_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "runner=$MANUAL_LABELS" >> $GITHUB_ENV | |
| - name: set-matrix | |
| id: set-matrix | |
| run: | | |
| echo "model_name=$model_name" >> $GITHUB_OUTPUT | |
| echo "precision=$precision" >> $GITHUB_OUTPUT | |
| echo "runner=$runner" >> $GITHUB_OUTPUT | |
| llm-ceval-evaluation: | |
| timeout-minutes: 1200 | |
| needs: [llm-cpp-build, set-matrix] | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| python-version: ["3.9"] | |
| model_name: ${{ fromJson(needs.set-matrix.outputs.model_name) }} | |
| precision: ${{ fromJson(needs.set-matrix.outputs.precision) }} | |
| device: [xpu] | |
| runs-on: ${{ fromJson(needs.set-matrix.outputs.runner) }} | |
| env: | |
| ANALYTICS_ZOO_ROOT: ${{ github.workspace }} | |
| ORIGIN_DIR: /mnt/disk1/models | |
| CEVAL_HF_HOME: /mnt/disk1/ceval_home | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Install dependencies | |
| shell: bash | |
| run: | | |
| python -m pip install --upgrade pip | |
| python -m pip install --upgrade setuptools==58.0.4 | |
| python -m pip install --upgrade wheel | |
| - name: Download llm binary | |
| uses: ./.github/actions/llm/download-llm-binary | |
| - name: Run LLM install (all) test | |
| uses: ./.github/actions/llm/setup-llm-env | |
| with: | |
| extra-dependency: "xpu_2.1" | |
| - name: Download models and datasets | |
| shell: bash | |
| run: | | |
| echo "MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/" >> "$GITHUB_ENV" | |
| MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/ | |
| if [ ! -d $CEVAL_HF_HOME ]; then | |
| mkdir -p $CEVAL_HF_HOME | |
| fi | |
| if [ ! -d "$CEVAL_HF_HOME/data" ]; then | |
| mkdir -p "$CEVAL_HF_HOME/data" | |
| fi | |
| if [ -d "$CEVAL_HF_HOME/data/dev" ]; then | |
| rm -rf "$CEVAL_HF_HOME/data/dev" | |
| fi | |
| if [ -d "$CEVAL_HF_HOME/data/test" ]; then | |
| rm -rf "$CEVAL_HF_HOME/data/test" | |
| fi | |
| if [ -d "$CEVAL_HF_HOME/data/val" ]; then | |
| rm -rf "$CEVAL_HF_HOME/data/val" | |
| fi | |
| wget -r -nH -nc --no-verbose --cut-dirs=1 ${LLM_FTP_URL}/llm/ceval-exam.zip -P "$CEVAL_HF_HOME/data" | |
| echo "DATA_PATH=$CEVAL_HF_HOME/data" >> "$GITHUB_ENV" | |
| DATA_PATH=$CEVAL_HF_HOME/data | |
| unzip -o "$CEVAL_HF_HOME/data/ceval-exam.zip" -d "$CEVAL_HF_HOME/data" | |
| wget -r -nH -nc --no-verbose --cut-dirs=1 ${LLM_FTP_URL}/llm/${{ matrix.model_name }} -P ${ORIGIN_DIR} | |
| - name: Install Dependencies | |
| shell: bash | |
| run: | | |
| pip install transformers==4.31.0 | |
| pip install thefuzz | |
| pip install tiktoken | |
| pip install transformers_stream_generator | |
| - name: Run C-Eval | |
| shell: bash | |
| working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/ceval | |
| env: | |
| USE_XETLA: OFF | |
| SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS: 1 | |
| run: | | |
| source /opt/intel/oneapi/setvars.sh | |
| python eval.py \ | |
| --model_path ${MODEL_PATH} \ | |
| --eval_type validation \ | |
| --device xpu \ | |
| --eval_data_path ${DATA_PATH} \ | |
| --qtype ${{ matrix.precision }} | |
| - uses: actions/upload-artifact@v3 | |
| with: | |
| name: ceval_results | |
| path: | |
| ${{ github.workspace }}/python/llm/dev/benchmark/ceval/results/** | |
| llm-ceval-summary: | |
| if: ${{ always() }} | |
| needs: llm-ceval-evaluation | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python 3.9 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: 3.9 | |
| - name: Download all results | |
| uses: actions/download-artifact@v3 | |
| with: | |
| name: ceval_results | |
| path: results | |
| - name: Summarize the results | |
| shell: bash | |
| run: | | |
| ls results | |
| python ${{ github.workspace }}/python/llm/dev/benchmark/ceval/organize_results.py results/ |