LLM Perplexity Evaluation #24
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| name: LLM Perplexity Evalution | |
| # 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 14 * * *" # GMT time, 14:00 GMT == 22:00 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' | |
| required: true | |
| type: number | |
| model_name: | |
| description: 'Model names, seperated by comma and must be quoted.' | |
| required: true | |
| type: string | |
| precision: | |
| description: 'Precisions, seperated by comma and must be quoted.' | |
| required: true | |
| type: string | |
| language: | |
| description: 'language, can be en, zh, or all' | |
| required: true | |
| type: choice | |
| options: | |
| - "en" | |
| - "zh" | |
| - "all" | |
| runs-on: | |
| description: 'Labels to filter the runners, seperated 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 | |
| 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 }} | |
| language: ${{ steps.set-matrix.outputs.language }} | |
| runner: ${{ steps.set-matrix.outputs.runner }} | |
| steps: | |
| - name: set-nightly-env | |
| if: ${{github.event_name == 'schedule'}} | |
| env: | |
| NIGHTLY_MATRIX_SEQ_LEN: '["512"]' | |
| NIGHTLY_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf", "mpt-7b-chat", | |
| "falcon-7b-instruct-with-patch", "Mistral-7B-v0.1"]' | |
| NIGHTLY_MATRIX_LANGUAGE: '["en"]' | |
| NIGHTLY_MATRIX_PRECISION: '["sym_int4 fp8"]' | |
| NIGHTLY_LABELS: '["self-hosted", "llm", "accuracy-nightly"]' | |
| run: | | |
| echo "seq_len=$NIGHTLY_MATRIX_SEQ_LEN" >> $GITHUB_ENV | |
| echo "model_name=$NIGHTLY_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$NIGHTLY_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "language=$NIGHTLY_MATRIX_LANGUAGE" >> $GITHUB_ENV | |
| echo "runner=$NIGHTLY_LABELS" >> $GITHUB_ENV | |
| - name: set-pr-env | |
| if: ${{github.event_name == 'pull_request'}} | |
| env: | |
| PR_MATRIX_SEQ_LEN: '["512"]' | |
| PR_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf"]' | |
| PR_MATRIX_LANGUAGE: '["en"]' | |
| PR_MATRIX_PRECISION: '["sym_int4"]' | |
| PR_LABELS: '["self-hosted", "llm", "temp-arc01"]' | |
| run: | | |
| echo "seq_len=$PR_MATRIX_SEQ_LEN" >> $GITHUB_ENV | |
| echo "model_name=$PR_MATRIX_MODEL_NAME" >> $GITHUB_ENV | |
| echo "precision=$PR_MATRIX_PRECISION" >> $GITHUB_ENV | |
| echo "language=$PR_MATRIX_LANGUAGE" >> $GITHUB_ENV | |
| echo "runner=$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_LANGUAGE: ${{format('[ {0} ]', inputs.language)}} | |
| 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" >> $GITHUB_ENV | |
| echo "language=$MANUAL_MATRIX_LANGUAGE" >> $GITHUB_ENV | |
| echo "runner=$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" >> $GITHUB_OUTPUT | |
| echo "language=$language" >> $GITHUB_OUTPUT | |
| echo "runner=$runner" >> $GITHUB_OUTPUT | |
| llm-ppl-evalution: | |
| timeout-minutes: 1000 | |
| needs: [llm-cpp-build, set-matrix] | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| # include: | |
| # python-version: "3.9" | |
| # model_name: "stablelm-3b-4e1t" | |
| # task: "arc" | |
| # precision: "sym_int4" #options: sym_int4, fp4, mixed_fp4, sym_int8, fp8, mixed_fp8 | |
| python-version: ["3.9"] | |
| model_name: ${{ fromJson(needs.set-matrix.outputs.model_name) }} | |
| language: ${{ fromJson(needs.set-matrix.outputs.language) }} | |
| precision: ${{ fromJson(needs.set-matrix.outputs.precision) }} | |
| seq_len: ${{ fromJson(needs.set-matrix.outputs.seq_len) }} | |
| device: [xpu] | |
| include: | |
| - python-version: "3.9" | |
| model_name: "chatglm2-6b" | |
| language: "zh" | |
| precision: "sym_int4 fp8" | |
| seq_len: "512" | |
| device: "xpu" | |
| - python-version: "3.9" | |
| model_name: "chatglm3-6b" | |
| language: "zh" | |
| precision: "sym_int4 fp8" | |
| seq_len: "512" | |
| device: "xpu" | |
| - python-version: "3.9" | |
| model_name: "Baichuan2-7B-Chat" | |
| language: "zh" | |
| precision: "sym_int4 fp8" | |
| seq_len: "512" | |
| 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@v3 | |
| - name: Set up Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Install dependencies | |
| shell: bash | |
| run: | | |
| python -m pip install --upgrade pip | |
| python -m pip install --upgrade setuptools==58.0.4 | |
| python -m pip install --upgrade wheel | |
| - name: Download llm binary | |
| uses: ./.github/actions/llm/download-llm-binary | |
| - name: Run LLM install (all) test | |
| uses: ./.github/actions/llm/setup-llm-env | |
| with: | |
| extra-dependency: "xpu_2.1" | |
| - name: Download models | |
| shell: bash | |
| run: | | |
| echo "MODEL_PATH=${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 ${ORIGIN_DIR} | |
| - name: Upgrade packages | |
| shell: bash | |
| run: | | |
| pip install --upgrade datasets==2.14.6 | |
| if [ "${{ matrix.model_name }}" = "Mistral-7B-v0.1" ]; then | |
| pip install --upgrade transformers==4.36 | |
| else | |
| pip install --upgrade transformers==4.31 | |
| fi | |
| - name: Run 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 | |
| python run.py \ | |
| --seq_len ${{ matrix.seq_len }} \ | |
| --model_path ${MODEL_PATH} \ | |
| --precisions ${{ matrix.precision }} \ | |
| --device ${{ matrix.device }} \ | |
| --dataset_path ${DATASET_DIR} \ | |
| --language ${{ matrix.language }} |