LLM Performance Test #56
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| name: LLM Performance Test | |
| # Cancel previous runs in the PR when you push new commits | |
| concurrency: | |
| group: ${{ github.workflow }}-llm-performance-tests-${{ github.event.pull_request.number || github.run_id }} | |
| cancel-in-progress: true | |
| # Controls when the action will run. | |
| on: | |
| schedule: | |
| - cron: "00 13 * * *" # GMT time, 13:00 GMT == 21:00 China | |
| pull_request: | |
| branches: [main] | |
| paths: | |
| - ".github/workflows/llm_performance_tests.yml" | |
| - ".github/workflows/llm-binary-build.yml" | |
| - ".github/actions/llm/setup-llm-env/action.yml" | |
| - ".github/actions/llm/remove-llm-env/action.yml" | |
| - ".github/actions/llm/download-llm-binary/action.yml" | |
| - "python/llm/test/benchmark/**" | |
| workflow_dispatch: | |
| workflow_call: | |
| # 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 | |
| llm-performance-test: | |
| needs: llm-cpp-build | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| python-version: ["3.9"] | |
| instruction: ["AVX512"] | |
| runs-on: [self-hosted, llm, perf] | |
| env: | |
| THREAD_NUM: 24 | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - name: Set up Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@v2 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Install dependencies | |
| 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 | |
| env: | |
| ANALYTICS_ZOO_ROOT: ${{ github.workspace }} | |
| - name: Run LLM Performance test | |
| env: | |
| ANALYTICS_ZOO_ROOT: ${{ github.workspace }} | |
| run: bash python/llm/dev/benchmark/run-benchmark-tests.sh | |
| # - name: Clean up test environment | |
| # uses: ./.github/actions/llm/remove-llm-env | |
| # env: | |
| # ANALYTICS_ZOO_ROOT: ${{ github.workspace }} | |
| llm-performance-test-on-arc: | |
| needs: llm-cpp-build | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| python-version: ["3.9"] | |
| runs-on: [self-hosted, llm, perf] | |
| env: | |
| OMP_NUM_THREADS: 16 | |
| THREAD_NUM: 16 | |
| ANALYTICS_ZOO_ROOT: ${{ github.workspace }} | |
| steps: | |
| - name: Set model directories | |
| shell: bash | |
| run: | | |
| echo "ORIGIN_DIR=/mnt/disk1/models" >> "$GITHUB_ENV" | |
| - name: Set environment variables | |
| shell: bash | |
| run: | | |
| echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV" | |
| echo "LLAMA2_13B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-13b-chat-hf" >> "$GITHUB_ENV" | |
| echo "CHATGLM2_6B_ORIGIN_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV" | |
| echo "WHISPER_MEDIUM_ORIGIN_PATH=${ORIGIN_DIR}/whisper-medium" >> "$GITHUB_ENV" | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Install dependencies | |
| shell: bash | |
| run: | | |
| python -m pip install --upgrade pip | |
| python -m pip install --upgrade setuptools | |
| python -m pip install --upgrade wheel | |
| - name: Download llm binary | |
| uses: ./.github/actions/llm/download-llm-binary | |
| - name: Run LLM install (all) test | |
| uses: ./.github/actions/llm/setup-llm-env | |
| with: | |
| extra-dependency: "xpu" | |
| - name: Test installed xpu version | |
| shell: bash | |
| run: | | |
| source /opt/intel/oneapi/setvars.sh | |
| bash python/llm/test/run-llm-install-tests.sh | |
| - name: Test on xpu | |
| shell: bash | |
| run: | | |
| source /opt/intel/oneapi/setvars.sh | |
| export USE_XETLA=OFF | |
| export SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS=1 | |
| cd python/llm/test/benchmark/gpu | |
| export http_proxy=${HTTP_PROXY} | |
| export https_proxy=${HTTPS_PROXY} | |
| rm -rf test-result || true | |
| mkdir test-result | |
| taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_7B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/llama2_7b-32-32.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_7B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/llama2_7b-1024-1024.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_13B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/llama2_13b-32-32.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_13B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/llama2_13b-1024-1024.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python chatglm2.py --model-dir="${CHATGLM2_6B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/chatglm2_6b-32-32.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python chatglm2.py --model-dir="${CHATGLM2_6B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/chatglm2_6b-1024-1024.log | |
| taskset -c 0-$((THREAD_NUM - 1)) python whisper.py --model-dir="${WHISPER_MEDIUM_ORIGIN_PATH}" > test-result/whisper_medium-default-default.log | |
| python ../analyze_log_dir.py --log-dir=./test-result --output-path=./xpu_latency.csv | |
| timestamp=`date '+%Y%m%d'` | |
| curl -T ./xpu_latency.csv ${LLM_FTP_URL}/llm/ggml-actions/perf/xpu_lantency_$timestamp.csv |