LLM Harness Evaluation #2
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 Harness 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: "30 12 * * *" # GMT time, 12:30 GMT == 20:30 China | |
| pull_request: | |
| branches: [main] | |
| paths: | |
| - ".github/workflows/llm-harness-evaluation.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 | |
| task: | |
| description: 'Tasks, 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 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 }} | |
| task: ${{ steps.set-matrix.outputs.task }} | |
| runner: ${{ steps.set-matrix.outputs.runner }} | |
| steps: | |
| - name: set-nightly-env | |
| if: ${{github.event_name == 'schedule'}} | |
| env: | |
| NIGHTLY_MATRIX_MODEL_NAME: '["Llama2-7b-guanaco-dolphin-500", "falcon-7b-instruct-with-patch", | |
| "Mistral-7B-v0.1", "mpt-7b-chat", "Baichuan2-7B-Chat-LLaMAfied"]' | |
| NIGHTLY_MATRIX_TASK: '["arc", "truthfulqa", "winogrande"]' | |
| NIGHTLY_MATRIX_PRECISION: '["sym_int4", "fp8"]' | |
| NIGHTLY_LABELS: '["self-hosted", "llm", "accuracy-nightly"]' | |
| run: | | |
| echo "model_name=$NIGHTLY_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$NIGHTLY_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "task=$NIGHTLY_MATRIX_TASK" >> $GITHUB_ENV | |
| echo "runner=$NIGHTLY_LABELS" >> $GITHUB_ENV | |
| - name: set-pr-env | |
| if: ${{github.event_name == 'pull_request'}} | |
| env: | |
| PR_MATRIX_MODEL_NAME: '["stablelm-3b-4e1t"]' | |
| PR_MATRIX_TASK: '["winogrande"]' | |
| PR_MATRIX_PRECISION: '["sym_int4"]' | |
| PR_LABELS: '["self-hosted", "llm", "temp-arc01"]' | |
| run: | | |
| echo "model_name=$PR_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$PR_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "task=$PR_MATRIX_TASK" >> $GITHUB_ENV | |
| echo "runner=$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_TASK: ${{format('[ {0} ]', inputs.task)}} | |
| 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" >> $GITHUB_ENV | |
| echo "task=$MANUAL_MATRIX_TASK" >> $GITHUB_ENV | |
| echo "runner=$MANUAL_LABELS" >> $GITHUB_ENV | |
| - name: set-matrix | |
| id: set-matrix | |
| run: | | |
| echo "model_name=$model_name" >> $GITHUB_OUTPUT | |
| echo "precision=$precision" >> $GITHUB_OUTPUT | |
| echo "task=$task" >> $GITHUB_OUTPUT | |
| echo "runner=$runner" >> $GITHUB_OUTPUT | |
| llm-harness-evaluation: | |
| timeout-minutes: 1000 | |
| needs: [llm-cpp-build, set-matrix] | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| python-version: ["3.9"] | |
| model_name: ${{ fromJson(needs.set-matrix.outputs.model_name) }} | |
| task: ${{ fromJson(needs.set-matrix.outputs.task) }} | |
| 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 | |
| HARNESS_HF_HOME: /mnt/disk1/harness_home | |
| 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: | | |
| set -e | |
| 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: Install harness | |
| working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/harness/ | |
| shell: bash | |
| run: | | |
| git clone https://github.com/EleutherAI/lm-evaluation-harness.git | |
| cd lm-evaluation-harness | |
| git checkout b281b09 | |
| pip install -e . | |
| - name: Download models and datasets | |
| shell: bash | |
| run: | | |
| echo "MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/" >> "$GITHUB_ENV" | |
| MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/ | |
| if [ ! -d $HARNESS_HF_HOME ]; then | |
| mkdir -p $HARNESS_HF_HOME | |
| fi | |
| wget -r -nH -nc -l inf --no-verbose --cut-dirs=2 ${LLM_FTP_URL}/llm/LeaderBoard_Datasets/ -P $HARNESS_HF_HOME/ | |
| wget -r -nH -nc --no-verbose --cut-dirs=1 ${LLM_FTP_URL}/llm/${{ matrix.model_name }} -P ${ORIGIN_DIR} | |
| - name: Upgrade packages | |
| shell: bash | |
| run: | | |
| pip install --upgrade datasets==2.14.6 | |
| if [ "${{ matrix.model_name }}" = "Mistral-7B-v0.1" ]; then | |
| pip install --upgrade transformers==4.36 | |
| else | |
| pip install --upgrade transformers==4.31 | |
| fi | |
| - name: Run harness | |
| shell: bash | |
| working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/harness | |
| env: | |
| USE_XETLA: OFF | |
| # SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS: 1 | |
| run: | | |
| export HF_HOME=${HARNESS_HF_HOME} | |
| export HF_DATASETS=$HARNESS_HF_HOME/datasets | |
| export HF_DATASETS_CACHE=$HARNESS_HF_HOME/datasets | |
| source /opt/intel/oneapi/setvars.sh | |
| # set --limit if it's pr-triggered to accelerate pr action | |
| if ${{github.event_name == 'pull_request'}}; then | |
| export LIMIT="--limit 4" | |
| fi | |
| python run_llb.py \ | |
| --model bigdl-llm \ | |
| --pretrained ${MODEL_PATH} \ | |
| --precision ${{ matrix.precision }} \ | |
| --device ${{ matrix.device }} \ | |
| --tasks ${{ matrix.task }} \ | |
| --batch_size 1 --no_cache --output_path results \ | |
| $LIMIT | |
| - uses: actions/upload-artifact@v3 | |
| with: | |
| name: harness_results | |
| path: | |
| ${{ github.workspace }}/python/llm/dev/benchmark/harness/results/** | |
| - name: echo single result | |
| shell: bash | |
| working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/harness/results/ | |
| run: | | |
| cat ${{ matrix.model_name }}/${{ matrix.device }}/${{ matrix.precision }}/${{ matrix.task }}/result.json | |
| llm-harness-summary: | |
| if: ${{ always() }} | |
| needs: llm-harness-evaluation | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 | |
| - name: Set up Python 3.9 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: 3.9 | |
| - 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: harness_results | |
| path: results | |
| - name: Summarize the results | |
| shell: bash | |
| run: | | |
| ls results | |
| python ${{ github.workspace }}/python/llm/dev/benchmark/harness/make_table.py results | |
| # TODO: change machine to store the results later | |
| llm-harness-html: | |
| if: ${{github.event_name == 'schedule' || github.event_name == 'pull_request'}} | |
| needs: [llm-harness-evaluation] | |
| runs-on: ["self-hosted", "llm", "accuracy1", "accuracy-nightly"] | |
| steps: | |
| - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 | |
| - name: Set up Python 3.9 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: 3.9 | |
| - name: Install dependencies | |
| shell: bash | |
| run: | | |
| pip install --upgrade pip | |
| pip install jsonlines pytablewriter regex | |
| pip install pandas==1.5.3 | |
| - name: Set output path | |
| shell: bash | |
| run: | | |
| echo "DATE=$(date +%Y-%m-%d)" >> $GITHUB_ENV | |
| if ${{github.event_name == 'pull_request'}}; then | |
| echo 'ACC_FOLDER=/home/arda/action-runners/harness/pr-accuracy-data' >> $GITHUB_ENV | |
| fi | |
| if ${{github.event_name == 'schedule'}}; then | |
| echo 'ACC_FOLDER=/home/arda/action-runners/harness/nightly-accuracy-data' >> $GITHUB_ENV | |
| fi | |
| - name: Download harness results | |
| uses: actions/download-artifact@v3 | |
| with: | |
| name: harness_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/BigDL/main/python/llm/test/benchmark/harness/fp16.csv -O $ACC_FOLDER/../fp16.csv | |
| ls $ACC_FOLDER/.. | |
| - name: Write to CSV | |
| working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/harness | |
| 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/harness | |
| shell: bash | |
| run: | | |
| python harness_csv_to_html.py -f $ACC_FOLDER | |
| if ${{github.event_name == 'schedule'}}; then | |
| python update_html_in_parent_folder.py -f $ACC_FOLDER | |
| fi |