* update check-artifact runner label to Shire * update github.event.inputs to inputs * update PR template
		
			
				
	
	
		
			466 lines
		
	
	
	
		
			22 KiB
		
	
	
	
		
			YAML
		
	
	
	
	
	
			
		
		
	
	
			466 lines
		
	
	
	
		
			22 KiB
		
	
	
	
		
			YAML
		
	
	
	
	
	
name: LLM Unit Tests
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# Cancel previous runs in the PR when you push new commits
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concurrency:
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  group: ${{ github.workflow }}-llm-unittest-${{ github.event.pull_request.number || github.run_id }}
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  cancel-in-progress: true
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permissions:
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  contents: read
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# Controls when the action will run.
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on:
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  # Triggers the workflow on push or pull request events but only for the main branch
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  # push:
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  #   branches: [main]
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  #   paths:
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  #     - "python/llm/**"
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  #     - ".github/workflows/llm_unit_tests.yml"
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  #     - ".github/workflows/llm-binary-build.yml"
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  #     - ".github/actions/llm/setup-llm-env/action.yml"
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  #     - ".github/actions/llm/remove-llm-env/action.yml"
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  #     - ".github/actions/llm/cli-test-linux/action.yml"
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  #     - ".github/actions/llm/cli-test-windows/action.yml"
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  #     - ".github/actions/llm/download-llm-binary/action.yml"
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  # pull_request:
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  #   branches: [main]
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  #   paths:
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  #     - "python/llm/**"
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  #     - ".github/workflows/llm_unit_tests.yml"
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  #     - ".github/workflows/llm-binary-build.yml"
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  #     - ".github/actions/llm/setup-llm-env/action.yml"
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  #     - ".github/actions/llm/remove-llm-env/action.yml"
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  #     - ".github/actions/llm/cli-test-linux/action.yml"
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  #     - ".github/actions/llm/cli-test-windows/action.yml"
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  #     - ".github/actions/llm/download-llm-binary/action.yml"
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  # workflow_dispatch:
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  workflow_call:
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    inputs:
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      checkout-ref:
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        description: 'ref for checking out, including branch, tag or SHA'
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        required: true
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        type: string
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# A workflow run is made up of one or more jobs that can run sequentially or in parallel
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jobs:
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  llm-cpp-build:
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    uses: ./.github/workflows/llm-binary-build.yml
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  setup-python-version:
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    runs-on: ubuntu-latest
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    outputs:
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      python-version: ${{ steps.setup-python-version.outputs.python-version }}
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    steps:
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      - name: setup-python-version
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        id: setup-python-version
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        run: |
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          if [ ${{ github.event_name }} == 'schedule' ]; then
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            python_version='["3.9", "3.10", "3.11"]'
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          else
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            python_version='["3.11"]'
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          fi
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          list=$(echo ${python_version} | jq -c)
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          echo "python-version=${list}" >> "$GITHUB_OUTPUT"          
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  llm-unit-test:
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    needs: [setup-python-version, llm-cpp-build]
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    strategy:
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      fail-fast: false
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      matrix:
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        os: [windows, ubuntu-20.04-lts]
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        python-version: ${{ fromJson(needs.setup-python-version.outputs.python-version) }}
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        include:
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          - os: windows
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            instruction: AVX-VNNI-UT
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          - os: ubuntu-20.04-lts
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            instruction: avx512
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    runs-on: [self-hosted, llm, "${{matrix.instruction}}", "${{matrix.os}}"]
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    env:
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      THREAD_NUM: 24
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      ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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    steps:
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      - name: Set model directories
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        shell: bash
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        run: |
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          echo "DATASET_DIR=${{ github.workspace }}/../llm/datasets" >> "$GITHUB_ENV"
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          echo "ORIGIN_DIR=${{ github.workspace }}/../llm/origin-models" >> "$GITHUB_ENV"
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          echo "INT4_CKPT_DIR=${{ github.workspace }}/../llm/converted-models" >> "$GITHUB_ENV"          
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      - name: Create model directories
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        shell: bash
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        run: |
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          if [ ! -d $DATASET_DIR ]; then
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            mkdir -p $DATASET_DIR
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          fi
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          if [ ! -d $ORIGIN_DIR ]; then
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            mkdir -p $ORIGIN_DIR
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          fi
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          if [ ! -d $INT4_CKPT_DIR ]; then
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            mkdir -p $INT4_CKPT_DIR
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          fi          
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      - name: Set environment variables
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        shell: bash
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        run: |
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          echo "SPEECH_DATASET_PATH=${DATASET_DIR}/librispeech_asr_dummy" >> "$GITHUB_ENV"
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          echo "COMMON_VOICE_PATH=${DATASET_DIR}/common_voice" >> "$GITHUB_ENV"
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          echo "LLAMA_ORIGIN_PATH=${ORIGIN_DIR}/llama-7b-hf" >> "$GITHUB_ENV"
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          echo "BLOOM_ORIGIN_PATH=${ORIGIN_DIR}/bloom-7b1" >> "$GITHUB_ENV"
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          echo "ORIGINAL_CHATGLM2_6B_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV"
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          echo "ORIGINAL_CODESHELL_7B_PATH=${ORIGIN_DIR}/CodeShell-7B-Chat" >> "$GITHUB_ENV"
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          echo "ORIGINAL_WHISPER_TINY_PATH=${ORIGIN_DIR}/whisper-tiny" >> "$GITHUB_ENV"
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          echo "MISTRAL_ORIGIN_PATH=${ORIGIN_DIR}/Mistral-7B-v0.1" >> "$GITHUB_ENV"
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          echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV"
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          echo "VICUNA_7B_1_3_ORIGIN_PATH=${ORIGIN_DIR}/vicuna-7b-v1.3" >> "$GITHUB_ENV"
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          echo "LLAMA_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_llama_7b_q4_0.bin" >> "$GITHUB_ENV"
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          echo "GPTNEOX_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_redpajama_7b_q4_0.bin" >> "$GITHUB_ENV"
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          echo "BLOOM_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_bloom_7b_q4_0.bin" >> "$GITHUB_ENV"
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          echo "STARCODER_INT4_CKPT_PATH=${INT4_CKPT_DIR}/bigdl_llm_santacoder_1b_q4_0.bin" >> "$GITHUB_ENV"
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          echo "CHATGLM_INT4_CKPT_PATH=${INT4_CKPT_DIR}/chatglm2-6b-q4_0.bin" >> "$GITHUB_ENV"          
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      - uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3
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        with:
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          repository: 'intel-analytics/ipex-llm'
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          ref: ${{ inputs.checkout-ref }}
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      - name: Set up Python ${{ matrix.python-version }}
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        uses: actions/setup-python@v4
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        with:
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          python-version: ${{ matrix.python-version }}
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      - name: Install dependencies
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        shell: bash
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        run: |
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          python -m pip install --upgrade pip
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          python -m pip install --upgrade setuptools==58.0.4
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          python -m pip install --upgrade wheel
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          # May remove later
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          pip uninstall sentence-transformers -y || true          
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      - name: Download llm binary
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        uses: ./.github/actions/llm/download-llm-binary
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      - name: Run LLM install (all) test
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        uses: ./.github/actions/llm/setup-llm-env
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      - name: Download ckpt & original models
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        shell: bash
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        run: |
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          if [ ! -e $LLAMA_INT4_CKPT_PATH ]; then
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            echo "Directory $LLAMA_INT4_CKPT_PATH not found. Downloading from FTP server..."
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            echo "wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_llama_7b_q4_0.bin -P $INT4_CKPT_DIR"
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            wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_llama_7b_q4_0.bin -P $INT4_CKPT_DIR
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          fi
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          if [ ! -e $GPTNEOX_INT4_CKPT_PATH ]; then
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            echo "Directory $GPTNEOX_INT4_CKPT_PATH not found. Downloading from FTP server..."
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            wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_redpajama_7b_q4_0.bin -P $INT4_CKPT_DIR
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          fi
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          if [ ! -e $BLOOM_INT4_CKPT_PATH ]; then
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            echo "Directory $BLOOM_INT4_CKPT_PATH not found. Downloading from FTP server..."
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            wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_bloom_7b_q4_0.bin -P $INT4_CKPT_DIR
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          fi
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          if [ ! -e $STARCODER_INT4_CKPT_PATH ]; then
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            echo "Directory $STARCODER_INT4_CKPT_PATH not found. Downloading from FTP server..."
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            wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/bigdl_llm_santacoder_1b_q4_0.bin -P $INT4_CKPT_DIR
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          fi
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          # if [ ! -e $CHATGLM_INT4_CKPT_PATH ]; then
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          #   echo "Directory $CHATGLM_INT4_CKPT_PATH not found. Downloading from FTP server..."
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          #   wget --no-verbose $LLM_FTP_URL/llm/ggml-actions/stable/chatglm2-6b-q4_0.bin -P $INT4_CKPT_DIR
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          # fi
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          if [ ! -d $ORIGINAL_CHATGLM2_6B_PATH ]; then
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            echo "Directory $ORIGINAL_CHATGLM2_6B_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/updated_for_4.36/chatglm2-6b -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/updated_for_4.36/chatglm2-6b -P $ORIGIN_DIR
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          fi
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          if [ ! -d $ORIGINAL_CODESHELL_7B_PATH ]; then
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            echo "Directory $ORIGINAL_CODESHELL_7B_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/CodeShell-7B-Chat -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/CodeShell-7B-Chat -P $ORIGIN_DIR
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          fi
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          if [ ! -d $ORIGINAL_WHISPER_TINY_PATH ]; then
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            echo "Directory $ORIGINAL_WHISPER_TINY_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-tiny -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-tiny -P $ORIGIN_DIR
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          fi
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          if [ ! -d $MISTRAL_ORIGIN_PATH ]; then
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            echo "Directory $MISTRAL_ORIGIN_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Mistral-7B-v0.1 -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Mistral-7B-v0.1 -P $ORIGIN_DIR
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          fi
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          if [ ! -d $LLAMA_ORIGIN_PATH ]; then
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            echo "Directory $LLAMA_ORIGIN_PATH not found. Downloading from FTP server..."
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            echo "wget --no-verbose $LLM_FTP_URL/llm/llama-7b-hf -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/llama-7b-hf -P $ORIGIN_DIR
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          fi
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          if [ ! -d $BLOOM_ORIGIN_PATH ]; then
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            echo "Directory $BLOOM_ORIGIN_PATH not found. Downloading from FTP server..."
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            echo "wget --no-verbose $LLM_FTP_URL/llm/bloom-7b1 -P $ORIGIN_DIR"
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/bloom-7b1 -P $ORIGIN_DIR
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          fi
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          if [ ! -d $SPEECH_DATASET_PATH ]; then
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            echo "Directory $SPEECH_DATASET_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/librispeech_asr_dummy -P $DATASET_DIR"
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            wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/librispeech_asr_dummy -P $DATASET_DIR
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          fi
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          if [ ! -d $COMMON_VOICE_PATH ]; then
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            echo "Directory $COMMON_VOICE_PATH not found. Downloading from FTP server..."
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            echo "wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/common_voice -P $DATASET_DIR"
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            wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/common_voice -P $DATASET_DIR
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          fi
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          if [ ! -d $LLAMA2_7B_ORIGIN_PATH ]; then
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            echo "Directory $LLAMA2_7B_ORIGIN_PATH not found. Downloading from FTP server..."
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-7b-chat-hf -P $ORIGIN_DIR
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          fi
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          if [ ! -d $VICUNA_7B_1_3_ORIGIN_PATH ]; then
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            echo "Directory $VICUNA_7B_1_3_ORIGIN_PATH not found. Downloading from FTP server..."
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            wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/vicuna-7b-v1.3 -P $ORIGIN_DIR
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          fi          
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      - name: Run LLM cli test (Linux)
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        if: runner.os == 'Linux' 
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        uses: ./.github/actions/llm/cli-test-linux
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      - name: Run LLM cli test (Windows)
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        if: runner.os == 'Windows' 
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        uses: ./.github/actions/llm/cli-test-windows
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      - name: Run LLM inference test
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        shell: bash
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        run: |
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          python -m pip install einops datasets librosa openai-whisper
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          bash python/llm/test/run-llm-inference-tests.sh          
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      - name: Run LLM langchain test
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        shell: bash
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        run: |
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          pip install -U langchain==0.0.184
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          pip install -U chromadb==0.3.25
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          pip install -U pandas==2.0.3
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          bash python/llm/test/run-llm-langchain-tests.sh          
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      - name: Run LLM llamaindex test
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        shell: bash
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        run: |
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          pip install llama-index-readers-file llama-index-vector-stores-postgres llama-index-embeddings-huggingface
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          pip install transformers==4.36.2
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          pip install "pydantic>=2.0.0"
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          bash python/llm/test/run-llm-llamaindex-tests.sh          
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      - name: Run sentence-transformers uninstallation
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        if: ${{ always() }}
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        shell: bash
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        run: |
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          pip uninstall sentence-transformers -y || true          
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 | 
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  llm-unit-test-on-arc:
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    needs: [setup-python-version, llm-cpp-build]
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    strategy:
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      fail-fast: false
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      matrix:
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        runner: ['arc-ut', 'arc-ut-win']
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        pytorch-version: ['2.1']
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        python-version: ${{ fromJson(needs.setup-python-version.outputs.python-version) }}
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    runs-on: [self-hosted, llm, "${{ matrix.runner }}"]
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    env:
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      # OMP_NUM_THREADS: 16
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      # THREAD_NUM: 16
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      ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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    steps:
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      - name: Set environment variables
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        shell: bash
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        run: |
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          echo "DATASET_DIR=${ORIGIN_DIR}/../datasets" >> "$GITHUB_ENV"
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          echo "YAHMA_ALPACA_CLEANED_PATH=${ORIGIN_DIR}/../datasets/yahma_alpaca_cleaned" >> "$GITHUB_ENV"
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          echo "SPEECH_DATASET_PATH=${ORIGIN_DIR}/../datasets/librispeech_asr_dummy" >> "$GITHUB_ENV"
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          echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV"
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          echo "CHATGLM2_6B_ORIGIN_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV"
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          echo "FALCON_7B_ORIGIN_PATH=${ORIGIN_DIR}/falcon-7b-instruct-with-patch" >> "$GITHUB_ENV"
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          echo "MPT_7B_ORIGIN_PATH=${ORIGIN_DIR}/mpt-7b-chat" >> "$GITHUB_ENV"
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          echo "WHISPER_TINY_ORIGIN_PATH=${ORIGIN_DIR}/whisper-tiny" >> "$GITHUB_ENV"
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          echo "MISTRAL_7B_INSTRUCT_V0_1_ORIGIN_PATH=${ORIGIN_DIR}/Mistral-7B-Instruct-v0.1" >> "$GITHUB_ENV"
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          echo "BAICHUAN2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Baichuan2-7B-Chat" >> "$GITHUB_ENV"
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          echo "QWEN_7B_ORIGIN_PATH=${ORIGIN_DIR}/Qwen-7B-Chat" >> "$GITHUB_ENV"
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          echo "VICUNA_7B_1_3_ORIGIN_PATH=${ORIGIN_DIR}/vicuna-7b-v1.3" >> "$GITHUB_ENV"          
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      - name: Checkout repo
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						|
        uses: actions/checkout@f43a0e5ff2bd294095638e18286ca9a3d1956744 # actions/checkout@v3
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						|
        with:
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          repository: 'intel-analytics/ipex-llm'
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						|
          ref: ${{ inputs.checkout-ref }}
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						|
      - name: Set up Python ${{ matrix.python-version }}
 | 
						|
        uses: actions/setup-python@v4
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						|
        with:
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          python-version: ${{ matrix.python-version }}
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						|
 | 
						|
      - name: Install dependencies
 | 
						|
        shell: bash
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						|
        run: |
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          python -m pip install --upgrade pip
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						|
          python -m pip install --upgrade "setuptools<70.0.0"
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						|
          python -m pip install --upgrade wheel
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						|
          python -m pip install --upgrade notebook
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 | 
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          # May remove later
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          pip uninstall sentence-transformers -y || true
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						|
          # On Windows, we need to add "Python3_ROOT_DIR/bin" to path to make libuv work
 | 
						|
          if [[ "$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
 | 
						|
          pip install --pre --upgrade bigdl-llm[all]
 | 
						|
          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 [[ '${{ matrix.pytorch-version }}' == '2.1' ]]; then
 | 
						|
            pip install --pre --upgrade ipex-llm[xpu] --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/cn/
 | 
						|
            if [[ "$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          
 |