Add performance statistics for speculative decoding #2992
Workflow file for this run
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| # This workflow will install Python dependencies, run tests and lint with a single version of Python | |
| # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python | |
| name: llm_bench Python Test | |
| on: | |
| workflow_dispatch: | |
| pull_request: | |
| merge_group: | |
| push: | |
| branches: | |
| - master | |
| - 'releases/**' | |
| permissions: read-all # Required by https://github.com/ossf/scorecard/blob/e23b8ad91fd6a64a0a971ca4fc0a4d1650725615/docs/checks.md#token-permissions | |
| concurrency: | |
| # github.ref is not unique in post-commit | |
| group: ${{ github.event_name == 'push' && github.run_id || github.ref }}-llm-bench-python | |
| cancel-in-progress: true | |
| jobs: | |
| openvino_download: | |
| name: Download OpenVINO | |
| outputs: | |
| status: ${{ steps.openvino_download.outcome }} | |
| ov_artifact_name: ${{ steps.openvino_download.outputs.ov_artifact_name }} | |
| ov_wheel_source: ${{ steps.openvino_download.outputs.ov_wheel_source }} | |
| ov_version: ${{ steps.openvino_download.outputs.ov_version }} | |
| timeout-minutes: 10 | |
| defaults: | |
| run: | |
| shell: bash | |
| runs-on: aks-linux-2-cores-8gb | |
| container: | |
| image: 'openvinogithubactions.azurecr.io/openvino_provider:0.1.0' | |
| volumes: | |
| - /mount:/mount | |
| - ${{ github.workspace }}:${{ github.workspace }} | |
| steps: | |
| - uses: openvinotoolkit/openvino/.github/actions/openvino_provider@master | |
| id: openvino_download | |
| with: | |
| platform: ubuntu22 | |
| commit_packages_to_provide: wheels | |
| revision: latest_available_commit | |
| build: | |
| defaults: | |
| run: | |
| shell: bash | |
| runs-on: ubuntu-22.04 | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| python-version: ["3.11"] | |
| needs: [ openvino_download ] | |
| env: | |
| OV_INSTALL_DIR: ${{ github.workspace }}/ov | |
| SRC_DIR: ${{ github.workspace }} | |
| LLM_BENCH_PYPATH: ${{ github.workspace }}/tools/llm_bench | |
| WWB_PATH: ${{ github.workspace }}/tools/who_what_benchmark | |
| steps: | |
| - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 | |
| with: | |
| submodules: recursive | |
| - name: Set up Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Download OpenVINO package | |
| uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8 | |
| with: | |
| name: ${{ needs.openvino_download.outputs.ov_artifact_name }} | |
| path: ${{ env.OV_INSTALL_DIR }} | |
| merge-multiple: true | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| python -m pip install flake8 pytest black | |
| python -m pip install ${{ env.SRC_DIR }}/thirdparty/openvino_tokenizers -v ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| python -m pip install ${{ env.SRC_DIR }} -v ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| GIT_CLONE_PROTECTION_ACTIVE=false pip install -r ${{ env.LLM_BENCH_PYPATH }}/requirements.txt ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| working-directory: ${{ env.OV_INSTALL_DIR }} | |
| - name: Lint with flake8 | |
| run: | | |
| # stop the build if there are Python syntax errors or undefined names | |
| python -m flake8 ${{ env.LLM_BENCH_PYPATH }} --config=${{ env.LLM_BENCH_PYPATH }}/setup.cfg | |
| python -m flake8 ${{ env.WWB_PATH }} --config=${{ env.WWB_PATH }}/setup.cfg | |
| - name: Create code style diff for samples | |
| if: failure() | |
| run: | | |
| python -m black -l 160 -S ${{ env.LLM_BENCH_PYPATH }}/ | |
| git diff > llm.bench_diff.diff | |
| - uses: actions/upload-artifact@50769540e7f4bd5e21e526ee35c689e35e0d6874 # v4.4.0 | |
| if: failure() | |
| with: | |
| name: llm.bench_diff | |
| path: llm.bench_diff.diff | |
| - name: Test native pytorch model on Linux | |
| run: | | |
| git clone --depth 1 https://huggingface.co/katuni4ka/tiny-random-qwen | |
| python ./tools/llm_bench/benchmark.py -m tiny-random-qwen -d cpu -n 1 -f pt -ic 20 | |
| rm -rf tiny-random-qwen | |
| env: | |
| GIT_LFS_SKIP_SMUDGE: 0 | |
| - name: Test tiny-random-baichuan2 on Linux Optimum Intel | |
| run: | | |
| optimum-cli export openvino --model katuni4ka/tiny-random-baichuan2 --trust-remote-code --weight-format fp16 ./ov_models/tiny-random-baichuan2/pytorch/dldt/FP16 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/tiny-random-baichuan2/pytorch/dldt/FP16/ -d cpu -n 1 --optimum -ic 10 | |
| rm -rf ./ov_models/tiny-random-baichuan2 | |
| - name: Test OpenVINO/LCM_Dreamshaper_v7-int8-ov on Linux Optimum Intel | |
| run: | | |
| huggingface-cli download OpenVINO/LCM_Dreamshaper_v7-int8-ov --local-dir ov_models/lcm_dreamshaper_v7 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/lcm_dreamshaper_v7/ -pf ./tools/llm_bench/prompts/stable-diffusion.jsonl -d cpu -n 1 --optimum --num_steps 4 | |
| - name: Test OpenVINO/LCM_Dreamshaper_v7-int8-ov on Linux with GenAI | |
| run: | | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/lcm_dreamshaper_v7/ -pf ./tools/llm_bench/prompts/stable-diffusion.jsonl -d cpu -n 1 --num_steps 4 | |
| - name: Test OpenVINO/LCM_Dreamshaper_v7-int8-ov on Linux with GenAI and LoRA | |
| run: | | |
| wget -O ./ov_models/soulcard.safetensors https://civitai.com/api/download/models/72591 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/lcm_dreamshaper_v7/ -pf ./tools/llm_bench/prompts/stable-diffusion.jsonl -d cpu -n 1 --lora ./ov_models/soulcard.safetensors --lora_alphas 0.7 --num_steps 4 | |
| rm -rf ./ov_models/lcm_dreamshaper_v7/ | |
| - name: Test TinyLlama-1.1B-Chat-v1.0 in Speculative Deconding mode on Linux | |
| run: | | |
| optimum-cli export openvino --model TinyLlama/TinyLlama-1.1B-Chat-v1.0 --trust-remote-code --weight-format fp16 ov_models/TinyLlama-1.1B-Chat-v1.0/FP16 | |
| optimum-cli export openvino --model TinyLlama/TinyLlama-1.1B-Chat-v1.0 --trust-remote-code --weight-format int8 ov_models/TinyLlama-1.1B-Chat-v1.0/INT8 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/TinyLlama-1.1B-Chat-v1.0/FP16/ --draft_model ./ov_models/TinyLlama-1.1B-Chat-v1.0/INT8/ -p "Why is the Sun yellow?" -d cpu --draft_device cpu -n 1 --assistant_confidence_threshold 0.4 -ic 20 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/TinyLlama-1.1B-Chat-v1.0/FP16/ --draft_model ./ov_models/TinyLlama-1.1B-Chat-v1.0/INT8/ -p "Why is the Sun yellow?" -d cpu --draft_device cpu -n 1 --num_assistant_tokens 5 -ic 20 | |
| rm -rf ov_models/TinyLlama-1.1B-Chat-v1.0 | |
| - name: Test whisper-tiny on Linux | |
| run: | | |
| GIT_LFS_SKIP_SMUDGE=1 git clone --depth 1 --branch main --single-branch https://huggingface.co/datasets/facebook/multilingual_librispeech | |
| cd multilingual_librispeech | |
| git lfs pull -I /data/mls_polish/train/audio/3283_1447_000.tar.gz | |
| mkdir data/mls_polish/train/audio/3283_1447_000 | |
| tar zxvf data/mls_polish/train/audio/3283_1447_000.tar.gz -C data/mls_polish/train/audio/3283_1447_000/ | |
| cd .. | |
| optimum-cli export openvino --trust-remote-code --model openai/whisper-tiny ./ov_models/whisper-tiny | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/whisper-tiny --media multilingual_librispeech/data/mls_polish/train/audio/3283_1447_000/3283_1447_000000.flac -d cpu -n 1 --optimum | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/whisper-tiny --media multilingual_librispeech/data/mls_polish/train/audio/3283_1447_000/3283_1447_000000.flac -d cpu -n 1 | |
| rm -rf ./ov_models/whisper-tiny | |
| rm -rf multilingual_librispeech | |
| - name: Text InternVL2-1B on Linux | |
| run: | | |
| optimum-cli export openvino --model OpenGVLab/InternVL2-1B ./ov_models/internvl2-1B --task image-text-to-text --trust-remote-code | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/internvl2-1B --media https://github.com/openvinotoolkit/openvino_notebooks/assets/29454499/d5fbbd1a-d484-415c-88cb-9986625b7b11 --prompt "What is unusual on this image?" -ic 20 | |
| python ./tools/llm_bench/benchmark.py -m ./ov_models/internvl2-1B --media https://github.com/openvinotoolkit/openvino_notebooks/assets/29454499/d5fbbd1a-d484-415c-88cb-9986625b7b11 --prompt "What is unusual on this image?" -ic 20 --optimum | |
| rm -rf ./ov_models/internvl2-1B | |
| - name: WWB Tests | |
| run: | | |
| pip install git+https://github.com/huggingface/optimum-intel.git | |
| GIT_CLONE_PROTECTION_ACTIVE=false PIP_PRE=1 PIP_EXTRA_INDEX_URL=https://storage.openvinotoolkit.org/simple/wheels/nightly pip install ${{ env.WWB_PATH }} | |
| python -m pytest -v ${{ env.WWB_PATH }}/tests | |
| stateful: | |
| defaults: | |
| run: | |
| shell: bash | |
| runs-on: ubuntu-22.04 | |
| needs: [ openvino_download ] | |
| env: | |
| OV_INSTALL_DIR: ${{ github.workspace }}/ov | |
| SRC_DIR: ${{ github.workspace }} | |
| LLM_BENCH_PYPATH: ${{ github.workspace }}/tools/llm_bench | |
| WWB_PATH: ${{ github.workspace }}/tools/who_what_benchmark | |
| steps: | |
| - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 | |
| with: | |
| submodules: recursive | |
| - uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0 | |
| with: | |
| python-version: "3.11" | |
| - name: Download OpenVINO package | |
| uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8 | |
| with: | |
| name: ${{ needs.openvino_download.outputs.ov_artifact_name }} | |
| path: ${{ env.OV_INSTALL_DIR }} | |
| merge-multiple: true | |
| - name: Test stateful | |
| run: | | |
| python -m pip install ${{ env.SRC_DIR }}/thirdparty/openvino_tokenizers -v ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| python -m pip install ${{ env.SRC_DIR }} -v ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| GIT_CLONE_PROTECTION_ACTIVE=false python -m pip install -r ${{ env.LLM_BENCH_PYPATH }}/requirements.txt ${{ needs.openvino_download.outputs.ov_wheel_source }} | |
| python ${{ env.LLM_BENCH_PYPATH }}/convert.py --model_id TinyLlama/TinyLlama-1.1B-Chat-v1.0 --output_dir ${{ env.SRC_DIR }} --stateful | |
| grep beam_idx ${{ env.SRC_DIR }}/pytorch/dldt/FP32/openvino_model.xml | |
| working-directory: ${{ env.OV_INSTALL_DIR }} | |
| - name: WWB Tests | |
| run: | | |
| pip install pytest | |
| pip install git+https://github.com/huggingface/optimum-intel.git | |
| GIT_CLONE_PROTECTION_ACTIVE=false PIP_PRE=1 PIP_EXTRA_INDEX_URL=https://storage.openvinotoolkit.org/simple/wheels/nightly pip install ${{ env.WWB_PATH }} | |
| python -m pytest -v ${{ env.WWB_PATH }}/tests | |
| Overall_Status: | |
| name: ci/gha_overall_status_llm_bench | |
| needs: [openvino_download, build, stateful] | |
| if: ${{ always() }} | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Check status of all jobs | |
| if: >- | |
| ${{ | |
| contains(needs.*.result, 'failure') || | |
| contains(needs.*.result, 'cancelled') | |
| }} | |
| run: exit 1 |