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:

# 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 "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
      - 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
          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: 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"
          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

      - 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
          python -m pip install --upgrade notebook

      - 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
          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 [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then
            source /opt/intel/oneapi/setvars.sh
          elif [[ '${{ 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
          
          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 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