evaluate #23
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| name: evaluate | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| repo_org: | |
| required: false | |
| description: 'Tested repository organization name. Default is InternLM' | |
| type: string | |
| default: InternLM | |
| repo_ref: | |
| required: false | |
| description: 'Set branch or tag or commit id. Default is "main"' | |
| type: string | |
| default: 'main' | |
| models: | |
| required: true | |
| description: 'Tested TurboMind models list. eg. [internlm_chat_7b,internlm_chat_7b_w8a16]' | |
| type: string | |
| default: '[tb_internlm2_chat_7b,tb_internlm2_chat_20b,tb_internlm2_chat_20b_w4a16,tb_llama2_chat_7b,tb_qwen1_5_chat_7b,tb_llama_3_8b_instruct,pt_internlm2_chat_7b,pt_internlm2_chat_20b,pt_llama2_chat_7b,pt_qwen1_5_chat_7b,pt_qwen1_5_moe_2_7b_chat,pt_llama_3_8b_instruct,tb_internlm2_chat_7b_kvint4,tb_internlm2_chat_20b_kvint4,tb_qwen1_5_chat_7b_kvint4,tb_llama_3_8b_instruct_kvint4]' | |
| datasets: | |
| required: true | |
| description: 'Tested datasets list. eg. [*mmlu_datasets, *ceval_datasets, *WiC_datasets, *WSC_datasets, *triviaqa_datasets, *gsm8k_datasets, *race_datasets, *crowspairs_datasets]' | |
| type: string | |
| default: '[*mmlu_datasets, *gsm8k_datasets]' | |
| devices: | |
| required: true | |
| description: 'CUDA_VISIBLE_DEVICES.' | |
| type: string | |
| default: '0,1,2,3,4,5,6,7' | |
| jobs: | |
| evaluate: | |
| runs-on: [self-hosted, linux-a100] | |
| timeout-minutes: 4320 # 72hours | |
| container: | |
| image: nvcr.io/nvidia/tritonserver:22.12-py3 | |
| options: "--gpus=all --ipc=host --user root -e PIP_CACHE_DIR=/root/.cache/pip --pull never" | |
| volumes: | |
| - /nvme/github-actions/pip-cache:/root/.cache/pip | |
| - /nvme/github-actions/packages:/root/packages | |
| - /nvme/github-actions/resources:/root/resources | |
| - /nvme/github-actions/opencompass-data:/root/opencompass-data | |
| - /nvme/qa_test_models/evaluation-reports:/root/evaluation-reports | |
| - /nvme/qa_test_models:/root/models | |
| - /usr/share/zoneinfo/Asia/Shanghai:/etc/localtime:ro | |
| steps: | |
| - name: Setup systems | |
| run: | | |
| rm /etc/apt/sources.list.d/cuda*.list | |
| apt-get update && apt-get install -y --no-install-recommends rapidjson-dev \ | |
| libgoogle-glog-dev | |
| rm -rf /var/lib/apt/lists | |
| export TIME_STAMP="$(date +'%Y%m%d-%H%M%S')" | |
| echo "TIME_STAMP=$TIME_STAMP" >> $GITHUB_ENV | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| with: | |
| repository: '${{ github.event.inputs.repo_org}}/lmdeploy' | |
| ref: ${{github.event.inputs.repo_ref}} | |
| - name: Install pytorch | |
| run: | | |
| python3 -m pip cache dir | |
| python3 -m pip install torch==2.1.0 torchvision==0.16.0 --index-url https://download.pytorch.org/whl/cu118 | |
| - name: Build lmdeploy | |
| run: | | |
| python3 -m pip install cmake | |
| python3 -m pip install -r requirements/build.txt | |
| mkdir build | |
| cd build | |
| cmake .. \ | |
| -DCMAKE_BUILD_TYPE=RelWithDebInfo \ | |
| -DCMAKE_EXPORT_COMPILE_COMMANDS=1 \ | |
| -DCMAKE_INSTALL_PREFIX=./install \ | |
| -DBUILD_PY_FFI=ON \ | |
| -DBUILD_MULTI_GPU=ON \ | |
| -DCMAKE_CUDA_FLAGS="-lineinfo" \ | |
| -DUSE_NVTX=ON \ | |
| -DSM=80 \ | |
| -DCMAKE_CUDA_ARCHITECTURES=80 \ | |
| -DBUILD_TEST=OFF | |
| make -j$(nproc) && make install | |
| - name: Install lmdeploy from source | |
| run: | | |
| python3 -m pip install pynvml packaging protobuf transformers_stream_generator | |
| # manually install flash attn | |
| python3 -m pip install /root/packages/flash_attn-2.3.6+cu118torch2.1cxx11abiFALSE-cp38-cp38-linux_x86_64.whl | |
| python3 -m pip install -r requirements.txt | |
| python3 -m pip install . | |
| - name: Install opencompass | |
| run: | | |
| git clone --depth=1 https://github.com/open-compass/opencompass.git | |
| cd opencompass | |
| python3 -m pip install --user -e . | |
| echo "OPENCOMPASS_DIR=$(pwd)" >> $GITHUB_ENV | |
| - name: Setup paths for evaluation | |
| run: | | |
| ln -s /root/opencompass-data ./data | |
| python3 .github/scripts/action_tools.py create_model_links /root/models . | |
| - name: Evaluate models | |
| run: | | |
| echo ${{github.event.inputs.models}} | |
| echo ${{github.event.inputs.devices}} | |
| export LMDEPLOY_DIR=$(pwd) | |
| export CUDA_VISIBLE_DEVICES="${{github.event.inputs.devices}}" | |
| python3 .github/scripts/action_tools.py evaluate \ | |
| --models "${{github.event.inputs.models}}" \ | |
| --datasets "${{github.event.inputs.datasets}}" \ | |
| --workspace /root/evaluation-reports/$TIME_STAMP | |
| - name: Clear workspace | |
| if: always() | |
| run: | | |
| export workdir=$(pwd) | |
| cd .. | |
| rm -rf $workdir | |
| mkdir $workdir | |
| chmod -R 777 $workdir |