llm_unit_tests.yml

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:
    inputs:
      checkout-ref:
        description: 'ref for checking out, including branch, tag or SHA'
        required: true
        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
  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 [ ${{ github.event_name }} == 'schedule' ]; then
            python_version='["3.9", "3.10", "3.11"]'
          else
            python_version='["3.11"]'
          fi
          list=$(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_CODESHELL_7B_PATH=${ORIGIN_DIR}/CodeShell-7B-Chat" >> "$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 "VICUNA_7B_1_3_ORIGIN_PATH=${ORIGIN_DIR}/vicuna-7b-v1.3" >> "$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
        with:
          repository: 'intel-analytics/ipex-llm'
          ref: ${{ inputs.checkout-ref }}
      - 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 wheel

          # May remove later
          pip uninstall sentence-transformers -y || true

      - 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=2 $LLM_FTP_URL/llm/updated_for_4.36/chatglm2-6b -P $ORIGIN_DIR"
            wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/updated_for_4.36/chatglm2-6b -P $ORIGIN_DIR
          fi
          if [ ! -d $ORIGINAL_CODESHELL_7B_PATH ]; then
            echo "Directory $ORIGINAL_CODESHELL_7B_PATH not found. Downloading from FTP server..."
            echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/CodeShell-7B-Chat -P $ORIGIN_DIR"
            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/CodeShell-7B-Chat -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
          if [ ! -d $VICUNA_7B_1_3_ORIGIN_PATH ]; then
            echo "Directory $VICUNA_7B_1_3_ORIGIN_PATH not found. Downloading from FTP server..."
            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/vicuna-7b-v1.3 -P $ORIGIN_DIR
          fi

      - name: Run LLM cli test (Linux)
        if: runner.os == 'Linux'
        uses: ./.github/actions/llm/cli-test-linux

      - name: Setup Python Path
        if: runner.os == 'Windows'
        shell: bash
        run: |
          # Get Python interpreter path
          python_path=$(python -c 'import sys; print(sys.executable)')
          python_dir=$(dirname "$python_path")
          scripts_dir="$python_dir/Scripts"

          # Set environment variables
          echo "PYTHON_DIR=$python_dir" >> $GITHUB_ENV
          echo "SCRIPTS_DIR=$scripts_dir" >> $GITHUB_ENV

      - name: Run LLM cli test (Windows)
        if: runner.os == 'Windows'
        shell: powershell
        run: |
          # Retrieve environment variables
          $pythonDir = $env:PYTHON_DIR
          $scriptsDir = $env:SCRIPTS_DIR

          # Update PATH
          $env:PATH = "$pythonDir;$scriptsDir;$env:PATH"

          # Run tests
          llm-cli.ps1 -t $env:THREAD_NUM -n 256 -x llama -m $env:LLAMA_INT4_CKPT_PATH -p 'Once upon a time,'
          llm-cli.ps1 -t $env:THREAD_NUM -n 256 -x gptneox -m $env:GPTNEOX_INT4_CKPT_PATH -p 'Once upon a time,'
          llm-cli.ps1 -t $env:THREAD_NUM -n 256 -x bloom -m $env:BLOOM_INT4_CKPT_PATH -p 'Once upon a time,'
          # llm-cli.ps1 -t $env:THREAD_NUM -x starcoder -m $env:STARCODER_INT4_CKPT_PATH -p 'def check_odd('

      - 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<0.2.0"
          pip install "llama-index-vector-stores-postgres<0.2.0"
          pip install "llama-index-embeddings-huggingface<0.3.0"
          pip install transformers==4.36.2
          pip install "pydantic>=2.0.0"
          bash python/llm/test/run-llm-llamaindex-tests.sh
      - name: Run sentence-transformers uninstallation
        if: ${{ always() }}
        shell: bash
        run: |
          pip uninstall sentence-transformers -y || true

  llm-unit-test-on-arc:
    needs: [setup-python-version, llm-cpp-build]
    strategy:
      fail-fast: false
      matrix:
        runner: ['arc-ut', 'arc-ut-win']
        pytorch-version: ['2.1']
        python-version: ${{ fromJson(needs.setup-python-version.outputs.python-version) }}
    runs-on: [self-hosted, llm, "${{ matrix.runner }}"]
    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"
          echo "VICUNA_7B_1_3_ORIGIN_PATH=${ORIGIN_DIR}/vicuna-7b-v1.3" >> "$GITHUB_ENV"
      - name: Checkout repo
        uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3
        with:
          repository: 'intel-analytics/ipex-llm'
          ref: ${{ inputs.checkout-ref }}
      - 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 wheel
          python -m pip install --upgrade notebook

          # May remove later
          pip uninstall sentence-transformers -y || true

          # On Windows, we need to add "Python3_ROOT_DIR/bin" to path to make libuv work
          if [[ "$RUNNER_OS" == "Windows" ]]; then
            echo $Python3_ROOT_DIR'\bin\'
            echo $Python3_ROOT_DIR'\bin\' >> $GITHUB_PATH
          fi

      - name: Download llm binary
        uses: ./.github/actions/llm/download-llm-binary

      - name: Install IPEX-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 [[ "$RUNNER_OS" == "Linux" ]]; then
            if [[ '${{ 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
          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=2 $LLM_FTP_URL/llm/updated_for_4.36/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=2 $LLM_FTP_URL/llm/updated_for_4.36/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=2 $LLM_FTP_URL/llm/updated_for_4.36/Baichuan2-7B-Chat -P $ORIGIN_DIR
          fi
          if [ ! -d $VICUNA_7B_1_3_ORIGIN_PATH ]; then
            echo "Directory $VICUNA_7B_1_3_ORIGIN_PATH not found. Downloading from FTP server..."
            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/vicuna-7b-v1.3 -P $ORIGIN_DIR
          fi

      - name: Run LLM inference test
        shell: bash
        run: |
          # Specific oneapi position on arc ut test machines
          if [[ "$RUNNER_OS" == "Linux" ]]; then
            if [[ '${{ 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
          fi
          python -m pip install datasets librosa soundfile einops tiktoken transformers_stream_generator

          bash python/llm/test/run-llm-inference-tests-gpu.sh

      - name: Run LLM example tests
        shell: bash
        run: |
          python -m pip uninstall datasets -y
          python -m pip install transformers==4.36.0 datasets peft==0.10.0
          python -m pip install bitsandbytes scipy
          # Specific oneapi position on arc ut test machines
          if [[ "$RUNNER_OS" == "Linux" ]]; then
            if [[ '${{ 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
          fi
          bash python/llm/test/run-llm-example-tests-gpu.sh

      - name: Get Langchain version
        shell: bash
        id: get_langchain_version
        run: |
          pip install langchain
          LANGCHAIN_VERSION=$(pip show langchain | grep Version | cut -d " " -f 2)
          LANGCHAIN_REF="langchain==$LANGCHAIN_VERSION"
          echo "langchain_ver=$LANGCHAIN_REF" >> $GITHUB_OUTPUT

      - name: Checkout Langchain repo
        uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744
        with:
          repository: "langchain-ai/langchain"
          ref: ${{ join(steps.get_langchain_version.outputs.*, '\n') }}
          path: langchain_upstream

      - 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 [[ "$RUNNER_OS" == "Linux" ]]; then
            if [[ '${{ 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
          fi
          bash python/llm/test/run-llm-langchain-tests-gpu.sh

          pip install -U langchain
          pip install -U langchain-community
          bash python/llm/test/run-langchain-upstream-tests.sh

      - name: Run LLM llamaindex GPU test
        shell: bash
        run: |
          pip install "llama-index-readers-file<0.2.0"
          pip install "llama-index-vector-stores-postgres<0.2.0"
          pip install "llama-index-embeddings-huggingface<0.3.0"
          # Specific oneapi position on arc ut test machines
          if [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then
            pip install --pre --upgrade ipex-llm[xpu] --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/cn/
            if [[ "$RUNNER_OS" == "Linux" ]]; then
              source /opt/intel/oneapi/setvars.sh
            fi
          elif [[ '${{ matrix.pytorch-version }}' == '2.0' ]]; then
            pip install --pre --upgrade ipex-llm[xpu_2.0] --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/cn/
            if [[ "$RUNNER_OS" == "Linux" ]]; then
              source /home/arda/intel/oneapi/setvars.sh
            fi
          fi
          pip install transformers==4.36.2
          pip install "pydantic>=2.0.0"
          bash python/llm/test/run-llm-llamaindex-tests-gpu.sh
      - name: Run sentence-transformers uninstallation
        if: ${{ always() }}
        shell: bash
        run: |
          pip uninstall sentence-transformers -y || true