name: LLM Unit Tests # Cancel previous runs in the PR when you push new commits concurrency: group: ${{ github.workflow }}-llm-unittest-${{ github.event.pull_request.number || github.run_id }} cancel-in-progress: true permissions: contents: read # Controls when the action will run. on: # Triggers the workflow on push or pull request events but only for the main branch push: branches: [main] paths: - "python/llm/**" - ".github/workflows/llm_unit_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/cli-test-linux/action.yml" - ".github/actions/llm/cli-test-windows/action.yml" - ".github/actions/llm/download-llm-binary/action.yml" pull_request: branches: [main] paths: - "python/llm/**" - ".github/workflows/llm_unit_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/cli-test-linux/action.yml" - ".github/actions/llm/cli-test-windows/action.yml" - ".github/actions/llm/download-llm-binary/action.yml" 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 setup-python-version: runs-on: ubuntu-latest outputs: python-version: ${{ steps.setup-python-version.outputs.python-version }} steps: - name: setup-python-version id: setup-python-version run: | if [ ${{ github.event_name }} == 'schedule' ]; then python_version='["3.9", "3.10", "3.11"]' else python_version='["3.9"]' fi list=$(echo ${python_version} | jq -c) echo "python-version=${list}" >> "$GITHUB_OUTPUT" llm-unit-test: needs: [setup-python-version, llm-cpp-build] strategy: fail-fast: false matrix: os: [windows, ubuntu-20.04-lts] python-version: ${{ fromJson(needs.setup-python-version.outputs.python-version) }} include: - os: windows instruction: AVX-VNNI-UT - os: ubuntu-20.04-lts instruction: avx512 runs-on: [self-hosted, llm, "${{matrix.instruction}}", "${{matrix.os}}"] env: THREAD_NUM: 24 ANALYTICS_ZOO_ROOT: ${{ github.workspace }} steps: - name: Set model directories shell: bash run: | echo "DATASET_DIR=${{ github.workspace }}/../llm/datasets" >> "$GITHUB_ENV" echo "ORIGIN_DIR=${{ github.workspace }}/../llm/origin-models" >> "$GITHUB_ENV" echo "INT4_CKPT_DIR=${{ github.workspace }}/../llm/converted-models" >> "$GITHUB_ENV" - name: Create model directories shell: bash run: | if [ ! -d $DATASET_DIR ]; then mkdir -p $DATASET_DIR fi if [ ! -d $ORIGIN_DIR ]; then mkdir -p $ORIGIN_DIR fi if [ ! -d $INT4_CKPT_DIR ]; then mkdir -p $INT4_CKPT_DIR fi - name: Set environment variables shell: bash run: | echo "SPEECH_DATASET_PATH=${DATASET_DIR}/librispeech_asr_dummy" >> "$GITHUB_ENV" echo "COMMON_VOICE_PATH=${DATASET_DIR}/common_voice" >> "$GITHUB_ENV" echo "LLAMA_ORIGIN_PATH=${ORIGIN_DIR}/llama-7b-hf" >> "$GITHUB_ENV" echo "BLOOM_ORIGIN_PATH=${ORIGIN_DIR}/bloom-7b1" >> "$GITHUB_ENV" echo "ORIGINAL_CHATGLM2_6B_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV" echo "ORIGINAL_REPLIT_CODE_PATH=${ORIGIN_DIR}/replit-code-v1-3b" >> "$GITHUB_ENV" echo "ORIGINAL_WHISPER_TINY_PATH=${ORIGIN_DIR}/whisper-tiny" >> "$GITHUB_ENV" echo "MISTRAL_ORIGIN_PATH=${ORIGIN_DIR}/Mistral-7B-v0.1" >> "$GITHUB_ENV" echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV" echo "LLAMA_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_llama_7b_q4_0.bin" >> "$GITHUB_ENV" echo "GPTNEOX_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_redpajama_7b_q4_0.bin" >> "$GITHUB_ENV" echo "BLOOM_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_bloom_7b_q4_0.bin" >> "$GITHUB_ENV" echo "STARCODER_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_santacoder_1b_q4_0.bin" >> "$GITHUB_ENV" echo "CHATGLM_INT4_CKPT_PATH=${INT4_CKPT_DIR}/chatglm2-6b-q4_0.bin" >> "$GITHUB_ENV" - 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: | 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 - name: Download ckpt & original models shell: bash run: | if [ ! -e $LLAMA_INT4_CKPT_PATH ]; then echo "Directory $LLAMA_INT4_CKPT_PATH not found. Downloading from FTP server..." echo "wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_llama_7b_q4_0.bin -P $INT4_CKPT_DIR" wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_llama_7b_q4_0.bin -P $INT4_CKPT_DIR fi if [ ! -e $GPTNEOX_INT4_CKPT_PATH ]; then echo "Directory $GPTNEOX_INT4_CKPT_PATH not found. Downloading from FTP server..." wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_redpajama_7b_q4_0.bin -P $INT4_CKPT_DIR fi if [ ! -e $BLOOM_INT4_CKPT_PATH ]; then echo "Directory $BLOOM_INT4_CKPT_PATH not found. Downloading from FTP server..." wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_bloom_7b_q4_0.bin -P $INT4_CKPT_DIR fi if [ ! -e $STARCODER_INT4_CKPT_PATH ]; then echo "Directory $STARCODER_INT4_CKPT_PATH not found. Downloading from FTP server..." wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_santacoder_1b_q4_0.bin -P $INT4_CKPT_DIR fi # if [ ! -e $CHATGLM_INT4_CKPT_PATH ]; then # echo "Directory $CHATGLM_INT4_CKPT_PATH not found. Downloading from FTP server..." # wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/chatglm2-6b-q4_0.bin -P $INT4_CKPT_DIR # fi if [ ! -d $ORIGINAL_CHATGLM2_6B_PATH ]; then echo "Directory $ORIGINAL_CHATGLM2_6B_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/chatglm2-6b -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/chatglm2-6b -P $ORIGIN_DIR fi if [ ! -d $ORIGINAL_REPLIT_CODE_PATH ]; then echo "Directory $ORIGINAL_REPLIT_CODE_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/replit-code-v1-3b -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/replit-code-v1-3b -P $ORIGIN_DIR fi if [ ! -d $ORIGINAL_WHISPER_TINY_PATH ]; then echo "Directory $ORIGINAL_WHISPER_TINY_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-tiny -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-tiny -P $ORIGIN_DIR fi if [ ! -d $MISTRAL_ORIGIN_PATH ]; then echo "Directory $MISTRAL_ORIGIN_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Mistral-7B-v0.1 -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Mistral-7B-v0.1 -P $ORIGIN_DIR fi if [ ! -d $LLAMA_ORIGIN_PATH ]; then echo "Directory $LLAMA_ORIGIN_PATH not found. Downloading from FTP server..." echo "wget --no-verbose $LLM_FTP_URL/llm/llama-7b-hf -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/llama-7b-hf -P $ORIGIN_DIR fi if [ ! -d $BLOOM_ORIGIN_PATH ]; then echo "Directory $BLOOM_ORIGIN_PATH not found. Downloading from FTP server..." echo "wget --no-verbose $LLM_FTP_URL/llm/bloom-7b1 -P $ORIGIN_DIR" wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/bloom-7b1 -P $ORIGIN_DIR fi if [ ! -d $SPEECH_DATASET_PATH ]; then echo "Directory $SPEECH_DATASET_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/librispeech_asr_dummy -P $DATASET_DIR" wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/librispeech_asr_dummy -P $DATASET_DIR fi if [ ! -d $COMMON_VOICE_PATH ]; then echo "Directory $COMMON_VOICE_PATH not found. Downloading from FTP server..." echo "wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/common_voice -P $DATASET_DIR" wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/common_voice -P $DATASET_DIR fi if [ ! -d $LLAMA2_7B_ORIGIN_PATH ]; then echo "Directory $LLAMA2_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-7b-chat-hf -P $ORIGIN_DIR fi - name: Run LLM cli test (Linux) if: runner.os == 'Linux' uses: ./.github/actions/llm/cli-test-linux - name: Run LLM cli test (Windows) if: runner.os == 'Windows' uses: ./.github/actions/llm/cli-test-windows - name: Run LLM inference test shell: bash run: | python -m pip install einops datasets librosa openai-whisper bash python/llm/test/run-llm-inference-tests.sh - name: Run LLM langchain test shell: bash run: | pip install -U langchain==0.0.184 pip install -U chromadb==0.3.25 pip install -U pandas==2.0.3 bash python/llm/test/run-llm-langchain-tests.sh - name: Run LLM llamaindex test shell: bash run: | pip install llama-index-readers-file llama-index-vector-stores-postgres llama-index-embeddings-huggingface pip install transformers==4.31.0 bash python/llm/test/run-llm-llamaindex-tests.sh llm-unit-test-on-arc: needs: [setup-python-version, llm-cpp-build] strategy: fail-fast: false matrix: pytorch-version: ['2.1', '2.0'] python-version: ${{ fromJson(needs.setup-python-version.outputs.python-version) }} runs-on: [self-hosted, llm, arc-ut] env: # OMP_NUM_THREADS: 16 # THREAD_NUM: 16 ANALYTICS_ZOO_ROOT: ${{ github.workspace }} steps: - name: Set environment variables shell: bash run: | echo "DATASET_DIR=${ORIGIN_DIR}/../datasets" >> "$GITHUB_ENV" echo "YAHMA_ALPACA_CLEANED_PATH=${ORIGIN_DIR}/../datasets/yahma_alpaca_cleaned" >> "$GITHUB_ENV" echo "SPEECH_DATASET_PATH=${ORIGIN_DIR}/../datasets/librispeech_asr_dummy" >> "$GITHUB_ENV" echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV" echo "CHATGLM2_6B_ORIGIN_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV" echo "FALCON_7B_ORIGIN_PATH=${ORIGIN_DIR}/falcon-7b-instruct-with-patch" >> "$GITHUB_ENV" echo "MPT_7B_ORIGIN_PATH=${ORIGIN_DIR}/mpt-7b-chat" >> "$GITHUB_ENV" echo "WHISPER_TINY_ORIGIN_PATH=${ORIGIN_DIR}/whisper-tiny" >> "$GITHUB_ENV" echo "MISTRAL_7B_INSTRUCT_V0_1_ORIGIN_PATH=${ORIGIN_DIR}/Mistral-7B-Instruct-v0.1" >> "$GITHUB_ENV" echo "BAICHUAN2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Baichuan2-7B-Chat" >> "$GITHUB_ENV" echo "QWEN_7B_ORIGIN_PATH=${ORIGIN_DIR}/Qwen-7B-Chat" >> "$GITHUB_ENV" - name: Checkout repo uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v4 with: python-version: ${{ matrix.python-version }} - name: Install dependencies shell: bash run: | python -m pip install --upgrade pip python -m pip install --upgrade setuptools python -m pip install --upgrade wheel - name: Download llm binary uses: ./.github/actions/llm/download-llm-binary - name: Install BigDL-LLM for xpu uses: ./.github/actions/llm/setup-llm-env with: extra-dependency: "xpu_${{ matrix.pytorch-version }}" - name: Test installed xpu version shell: bash run: | # Specific oneapi position on arc ut test machines if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then source /opt/intel/oneapi/setvars.sh elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then source /home/arda/intel/oneapi/setvars.sh fi bash python/llm/test/run-llm-install-tests.sh - name: Download LLMs and datasets shell: bash run: | if [ ! -d $LLAMA2_7B_ORIGIN_PATH ]; then echo "Directory $LLAMA2_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-7b-chat-hf -P $ORIGIN_DIR fi if [ ! -d $CHATGLM2_6B_ORIGIN_PATH ]; then echo "Directory $CHATGLM2_6B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/chatglm2-6b -P $ORIGIN_DIR fi if [ ! -d $FALCON_7B_ORIGIN_PATH ]; then echo "Directory $FALCON_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/falcon-7b-instruct-with-patch -P $ORIGIN_DIR fi if [ ! -d $MPT_7B_ORIGIN_PATH ]; then echo "Directory $MPT_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/mpt-7b-chat -P $ORIGIN_DIR fi if [ ! -d $WHISPER_TINY_ORIGIN_PATH ]; then echo "Directory $WHISPER_TINY_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-tiny -P $ORIGIN_DIR fi if [ ! -d $DATASET_DIR ]; then mkdir -p $DATASET_DIR fi if [ ! -d $YAHMA_ALPACA_CLEANED_PATH ]; then echo "Directory $YAHMA_ALPACA_CLEANED_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/yahma_alpaca_cleaned -P $DATASET_DIR fi if [ ! -d $SPEECH_DATASET_PATH ]; then echo "Directory $SPEECH_DATASET_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/librispeech_asr_dummy -P $DATASET_DIR fi if [ ! -d $MISTRAL_7B_INSTRUCT_V0_1_ORIGIN_PATH ]; then echo "Directory $MISTRAL_7B_INSTRUCT_V0_1_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Mistral-7B-Instruct-v0.1 -P $ORIGIN_DIR fi if [ ! -d $QWEN_7B_ORIGIN_PATH ]; then echo "Directory $QWEN_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Qwen-7B-Chat -P $ORIGIN_DIR fi if [ ! -d $BAICHUAN2_7B_ORIGIN_PATH ]; then echo "Directory $BAICHUAN2_7B_ORIGIN_PATH not found. Downloading from FTP server..." wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Baichuan2-7B-Chat -P $ORIGIN_DIR fi - name: Run LLM inference test shell: bash run: | # Specific oneapi position on arc ut test machines if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then source /opt/intel/oneapi/setvars.sh elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then source /home/arda/intel/oneapi/setvars.sh fi python -m pip install datasets librosa soundfile einops tiktoken transformers_stream_generator bash python/llm/test/run-llm-inference-tests-gpu.sh python -m pip install transformers==4.34.0 bash python/llm/test/run-llm-inference-tests-gpu-434.sh - name: Run LLM example tests shell: bash run: | python -m pip uninstall datasets -y python -m pip install transformers==4.34.0 datasets peft==0.5.0 accelerate==0.23.0 python -m pip install bitsandbytes scipy # Specific oneapi position on arc ut test machines if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then source /opt/intel/oneapi/setvars.sh elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then source /home/arda/intel/oneapi/setvars.sh fi bash python/llm/test/run-llm-example-tests-gpu.sh - name: Run LLM langchain GPU test shell: bash run: | pip install -U langchain==0.0.184 pip install -U chromadb==0.3.25 pip install -U pandas==2.0.3 # Specific oneapi position on arc ut test machines if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then source /opt/intel/oneapi/setvars.sh elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then source /home/arda/intel/oneapi/setvars.sh fi bash python/llm/test/run-llm-langchain-tests-gpu.sh - name: Run LLM llamaindex GPU test shell: bash run: | pip install llama-index-readers-file llama-index-vector-stores-postgres llama-index-embeddings-huggingface # Specific oneapi position on arc ut test machines if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then pip install --pre --upgrade bigdl-llm[xpu] -f https://developer.intel.com/ipex-whl-stable-xpu source /opt/intel/oneapi/setvars.sh elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then pip install --pre --upgrade bigdl-llm[xpu_2.0] -f https://developer.intel.com/ipex-whl-stable-xpu source /home/arda/intel/oneapi/setvars.sh fi bash python/llm/test/run-llm-llamaindex-tests-gpu.sh