name: LLM Perplexity Evaluation # 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 permissions: contents: read # Controls when the action will run. on: schedule: - cron: "00 12 * * *" # GMT time, 12:00 GMT == 20:00 China pull_request: branches: [main] paths: - ".github/workflows/llm-ppl-evaluation.yml" # Allows you to run this workflow manually from the Actions tab workflow_dispatch: inputs: seq_len: description: 'sequence length, input one number and must be quoted.' required: true type: string 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 or in parallel jobs: llm-cpp-build: uses: ./.github/workflows/llm-binary-build.yml with: platform: 'Linux' set-matrix: runs-on: ubuntu-latest outputs: seq_len: ${{ steps.set-matrix.outputs.seq_len }} 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: ${{github.event_name == 'schedule'}} env: NIGHTLY_MATRIX_SEQ_LEN: '["512"]' NIGHTLY_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf", "mpt-7b-chat", "falcon-7b-instruct-with-patch", "Mistral-7B-v0.1", "chatglm2-6b", "chatglm3-6b", "Baichuan2-7B-Chat"]' NIGHTLY_MATRIX_PRECISION: '["sym_int4", "fp8"]' NIGHTLY_LABELS: '["self-hosted", "llm", "accuracy-nightly"]' run: | echo "seq_len=$NIGHTLY_MATRIX_SEQ_LEN" >> $GITHUB_ENV echo "model_name=$NIGHTLY_MATRIX_MODEL_NAME" >> $GITHUB_ENV echo "precision=$NIGHTLY_MATRIX_PRECISION" >> $GITHUB_ENV echo "runner=$NIGHTLY_LABELS" >> $GITHUB_ENV - name: set-pr-env if: ${{github.event_name == 'pull_request'}} env: PR_MATRIX_SEQ_LEN: '["512"]' PR_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf", "chatglm3-6b"]' PR_MATRIX_PRECISION: '["sym_int4"]' PR_LABELS: '["self-hosted", "llm", "temp-arc01"]' run: | echo "seq_len=$PR_MATRIX_SEQ_LEN" >> $GITHUB_ENV echo "model_name=$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_SEQ_LEN: ${{format('[ {0} ]', inputs.seq_len)}} MANUAL_MATRIX_MODEL_NAME: ${{format('[ {0} ]', inputs.model_name)}} MANUAL_MATRIX_PRECISION: ${{format('[ {0} ]', inputs.precision)}} MANUAL_LABELS: ${{format('["self-hosted", "llm", {0}]', inputs.runs-on)}} run: | echo "seq_len=$MANUAL_MATRIX_SEQ_LEN" >> $GITHUB_ENV echo "model_name=$MANUAL_MATRIX_MODEL_NAME" >> $GITHUB_ENV echo "precision=$MANUAL_MATRIX_PRECISION" >> $GITHUB_ENV echo "runner=$MANUAL_LABELS" >> $GITHUB_ENV - name: set-matrix id: set-matrix run: | echo "seq_len=$seq_len" >> $GITHUB_OUTPUT echo "model_name=$model_name" >> $GITHUB_OUTPUT echo "precision=$precision" >> $GITHUB_OUTPUT echo "runner=$runner" >> $GITHUB_OUTPUT llm-ppl-evaluation: timeout-minutes: 1000 needs: [llm-cpp-build, set-matrix] strategy: fail-fast: false matrix: python-version: ["3.11"] model_name: ${{ fromJson(needs.set-matrix.outputs.model_name) }} precision: ${{ fromJson(needs.set-matrix.outputs.precision) }} seq_len: ${{ fromJson(needs.set-matrix.outputs.seq_len) }} device: [xpu] runs-on: ${{ fromJson(needs.set-matrix.outputs.runner) }} env: ANALYTICS_ZOO_ROOT: ${{ github.workspace }} ORIGIN_DIR: /mnt/disk1/models DATASET_DIR: /mnt/disk1/datasets/THUDM___long_bench/ steps: - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v4 with: python-version: ${{ matrix.python-version }} - name: Install dependencies shell: bash run: | python -m pip install --upgrade pip python -m pip install --upgrade setuptools==58.0.4 python -m pip install --upgrade wheel - name: Download llm binary uses: ./.github/actions/llm/download-llm-binary with: platform: 'Linux' - name: Run LLM install (all) test uses: ./.github/actions/llm/setup-llm-env with: extra-dependency: "xpu_2.1" - name: Download models shell: bash run: | echo "MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/" >> "$GITHUB_ENV" MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/ wget -r -nH -nc --no-verbose --cut-dirs=1 ${LLM_FTP_URL}/llm/${{ matrix.model_name }} -P ${ORIGIN_DIR} - name: Upgrade packages shell: bash run: | pip install --upgrade datasets==2.14.6 - name: Run perplexity shell: bash working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/perplexity env: USE_XETLA: OFF SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS: 1 run: | source /opt/intel/oneapi/setvars.sh if [[ "${{ matrix.model_name }}" == *"chatglm"* || "${{ matrix.model_name }}" == *"Baichuan"* ]]; then LANGUAGE="zh" else LANGUAGE="en" fi python run.py \ --seq_len ${{ matrix.seq_len }} \ --model_path ${MODEL_PATH} \ --precisions ${{ matrix.precision }} \ --device ${{ matrix.device }} \ --dataset_path ${DATASET_DIR} \ --language ${LANGUAGE} \ --output_path results - uses: actions/upload-artifact@v3 with: name: ppl_results path: ${{ github.workspace }}/python/llm/dev/benchmark/perplexity/results/** - name: echo single result shell: bash working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/perplexity/results/ run: | if [[ "${{ matrix.model_name }}" == *"chatglm"* || "${{ matrix.model_name }}" == *"Baichuan"* ]]; then LANGUAGE="zh" else LANGUAGE="en" fi cat ${{ matrix.model_name }}/${{ matrix.device }}/${{ matrix.precision }}/${LANGUAGE}/result.json llm-ppl-summary: if: ${{ always() }} needs: llm-ppl-evaluation runs-on: ubuntu-latest steps: - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 - name: Set up Python 3.11 uses: actions/setup-python@v4 with: python-version: 3.11 - name: Install dependencies shell: bash run: | pip install --upgrade pip pip install jsonlines pytablewriter regex - name: Download all results uses: actions/download-artifact@v3 with: name: ppl_results path: results - name: Summarize the results shell: bash run: | ls results python ${{ github.workspace }}/python/llm/dev/benchmark/perplexity/make_table.py results llm-ppl-html: if: ${{github.event_name == 'schedule' || github.event_name == 'pull_request'}} needs: [llm-ppl-evaluation] runs-on: ["self-hosted", "llm", "accuracy1", "accuracy-nightly"] steps: - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 - name: Set up Python 3.11 uses: actions/setup-python@v4 with: python-version: 3.11 - name: Install dependencies shell: bash run: | pip install --upgrade pip pip install jsonlines pytablewriter regex pip install pandas==1.5.3 - name: Set output path shell: bash run: | echo "DATE=$(date +%Y-%m-%d)" >> $GITHUB_ENV if ${{github.event_name == 'pull_request'}}; then echo 'ACC_FOLDER=/home/arda/action-runners/ppl/pr-accuracy-data' >> $GITHUB_ENV fi if ${{github.event_name == 'schedule'}}; then echo 'ACC_FOLDER=/home/arda/action-runners/ppl/nightly-accuracy-data' >> $GITHUB_ENV fi - name: Download ppl results uses: actions/download-artifact@v3 with: name: ppl_results path: ${{ env.ACC_FOLDER}}/${{ env.DATE }} # Save fp16.csv in the parent folder of env.nightly_folder - name: Download fp16.results shell: bash run: | wget https://raw.githubusercontent.com/intel-analytics/ipex-llm/main/python/llm/test/benchmark/perplexity/fp16.csv -O $ACC_FOLDER/../fp16.csv ls $ACC_FOLDER/.. - name: Write to CSV working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/perplexity shell: bash run: | ls $ACC_FOLDER/$DATE python make_csv.py $ACC_FOLDER/$DATE $ACC_FOLDER - name: Update HTML working-directory: ${{ github.workspace }}/python/llm/test/benchmark/perplexity shell: bash run: | python ppl_csv_to_html.py -f $ACC_FOLDER if ${{github.event_name == 'schedule'}}; then python ../harness/update_html_in_parent_folder.py -f $ACC_FOLDER fi