ipex-llm/docker/llm/inference/xpu/docker/Dockerfile
Wang, Jian4 1eed0635f2
Add lightweight serving and support tgi parameter (#11600)
* init tgi request

* update openai api

* update for pp

* update and add readme

* add to docker

* add start bash

* update

* update

* update
2024-07-19 13:15:56 +08:00

84 lines
4.5 KiB
Docker

FROM intel/oneapi-basekit:2024.0.1-devel-ubuntu22.04
ARG http_proxy
ARG https_proxy
ENV TZ=Asia/Shanghai
ENV PYTHONUNBUFFERED=1
# When cache is enabled SYCL runtime will try to cache and reuse JIT-compiled binaries.
ENV SYCL_CACHE_PERSISTENT=1
COPY chat.py /llm/chat.py
COPY benchmark.sh /llm/benchmark.sh
# Disable pip's cache behavior
ARG PIP_NO_CACHE_DIR=false
RUN wget -O- https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB | gpg --dearmor | tee /usr/share/keyrings/intel-oneapi-archive-keyring.gpg > /dev/null && \
echo "deb [signed-by=/usr/share/keyrings/intel-oneapi-archive-keyring.gpg] https://apt.repos.intel.com/oneapi all main " | tee /etc/apt/sources.list.d/oneAPI.list && \
chmod 644 /usr/share/keyrings/intel-oneapi-archive-keyring.gpg && \
rm /etc/apt/sources.list.d/intel-graphics.list && \
wget -O- https://repositories.intel.com/graphics/intel-graphics.key | gpg --dearmor | tee /usr/share/keyrings/intel-graphics.gpg > /dev/null && \
echo "deb [arch=amd64,i386 signed-by=/usr/share/keyrings/intel-graphics.gpg] https://repositories.intel.com/graphics/ubuntu jammy arc" | tee /etc/apt/sources.list.d/intel.gpu.jammy.list && \
chmod 644 /usr/share/keyrings/intel-graphics.gpg && \
apt-get update && \
apt-get install -y --no-install-recommends curl wget git libunwind8-dev vim less && \
# Install PYTHON 3.11 and IPEX-LLM[xpu]
ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone && \
env DEBIAN_FRONTEND=noninteractive apt-get update && \
# add-apt-repository requires gnupg, gpg-agent, software-properties-common
apt-get install -y --no-install-recommends gnupg gpg-agent software-properties-common && \
# Add Python 3.11 PPA repository
add-apt-repository ppa:deadsnakes/ppa -y && \
apt-get install -y --no-install-recommends python3.11 git curl wget && \
rm /usr/bin/python3 && \
ln -s /usr/bin/python3.11 /usr/bin/python3 && \
ln -s /usr/bin/python3 /usr/bin/python && \
apt-get install -y --no-install-recommends python3-pip python3.11-dev python3-wheel python3.11-distutils && \
wget https://bootstrap.pypa.io/get-pip.py -O get-pip.py && \
# Install FastChat from source requires PEP 660 support
python3 get-pip.py && \
rm get-pip.py && \
pip install --upgrade requests argparse urllib3 && \
pip install --pre --upgrade ipex-llm[xpu] --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/ && \
# Fix Trivy CVE Issues
pip install transformers==4.36.2 && \
pip install transformers_stream_generator einops tiktoken && \
# Install opencl-related repos
apt-get update && \
apt-get install -y --no-install-recommends intel-opencl-icd=23.35.27191.42-775~22.04 intel-level-zero-gpu=1.3.27191.42-775~22.04 level-zero=1.14.0-744~22.04 && \
# Install related libary of chat.py
pip install --upgrade colorama && \
# Download all-in-one benchmark and examples
git clone https://github.com/intel-analytics/ipex-llm && \
cp -r ./ipex-llm/python/llm/dev/benchmark/ ./benchmark && \
cp -r ./ipex-llm/python/llm/example/GPU/HuggingFace/LLM ./examples && \
# Install vllm dependencies
pip install --upgrade fastapi && \
pip install --upgrade "uvicorn[standard]" && \
# Download vLLM-Serving
cp -r ./ipex-llm/python/llm/example/GPU/vLLM-Serving/ ./vLLM-Serving && \
# Download pp_serving
mkdir -p /llm/pp_serving && \
cp ./ipex-llm/python/llm/example/GPU/Pipeline-Parallel-Serving/*.py /llm/pp_serving/ && \
# Download lightweight_serving
mkdir -p /llm/lightweight_serving && \
cp ./ipex-llm/python/llm/example/GPU/Lightweight-Serving/*.py /llm/lightweight_serving/ && \
# Install related library of benchmarking
pip install pandas omegaconf && \
chmod +x /llm/benchmark.sh && \
# Download Deepspeed-AutoTP
cp -r ./ipex-llm/python/llm/example/GPU/Deepspeed-AutoTP/ ./Deepspeed-AutoTP && \
# Install related library of Deepspeed-AutoTP
pip install oneccl_bind_pt==2.1.100 --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/ && \
pip install git+https://github.com/microsoft/DeepSpeed.git@ed8aed5 && \
pip install git+https://github.com/intel/intel-extension-for-deepspeed.git@0eb734b && \
pip install mpi4py && \
apt-get update && \
apt-get install -y --no-install-recommends google-perftools && \
ln -s /usr/local/lib/python3.11/dist-packages/ipex_llm/libs/libtcmalloc.so /lib/libtcmalloc.so && \
rm -rf ./ipex-llm
WORKDIR /llm/