enable tests for new-llm #1
Workflow file for this run
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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] | |
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: Install IPEX-LLM from Pypi | |
shell: bash | |
run: | | |
pip install --pre --upgrade ipex-llm[all] | |
- 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] | |
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" >> "$GITHUB_ENV" | |
echo "ABIRATE_ENGLISH_QUOTES_PATH=${ORIGIN_DIR}/../datasets/abirate_english_quotes" >> "$GITHUB_ENV" | |
echo "SPEECH_DATASET_PATH=${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: Install IPEX-LLM from Pypi | |
shell: bash | |
run: | | |
export xpu_version=xpu_${{ matrix.pytorch-version }} | |
pip install --pre --upgrade ipex-llm[$xpu_version] -f https://developer.intel.com/ipex-whl-stable-xpu | |
- 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 $ABIRATE_ENGLISH_QUOTES_PATH ]; then | |
echo "Directory $ABIRATE_ENGLISH_QUOTES_PATH not found. Downloading from FTP server..." | |
wget -r -nH --no-verbose --cut-dirs=2 $LLM_FTP_URL/llm/datasets/abirate_english_quotes -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 |