FROM ubuntu:20.04 as key-getter ARG http_proxy ARG https_proxy RUN apt-get update && \ apt-get install -y curl gpg && \ curl -fsSL https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2023.PUB | gpg --dearmor | tee /root/intel-oneapi-archive-keyring.gpg FROM mpioperator/intel as builder ARG http_proxy ARG https_proxy ENV TZ=Asia/Shanghai ARG PIP_NO_CACHE_DIR=false ENV TRANSFORMERS_COMMIT_ID=95fe0f5 # add public key COPY --from=key-getter /root/intel-oneapi-archive-keyring.gpg /usr/share/keyrings/intel-oneapi-archive-keyring.gpg RUN echo "deb [signed-by=/usr/share/keyrings/intel-oneapi-archive-keyring.gpg] https://apt.repos.intel.com/oneapi all main " > /etc/apt/sources.list.d/oneAPI.list RUN mkdir -p /ipex_llm/data && mkdir -p /ipex_llm/model && \ # install pytorch 2.1.0 apt-get update && \ apt-get install -y --no-install-recommends python3-pip python3.9-dev python3-wheel python3.9-distutils git software-properties-common && \ apt-get clean && \ rm -rf /var/lib/apt/lists/* && \ pip3 install --upgrade pip && \ export PIP_DEFAULT_TIMEOUT=100 && \ pip install --upgrade torch==2.1.0 && \ # install CPU ipex-llm pip3 install --pre --upgrade ipex-llm[all] && \ # install ipex and oneccl pip install https://intel-extension-for-pytorch.s3.amazonaws.com/ipex_stable/cpu/intel_extension_for_pytorch-2.1.0%2Bcpu-cp39-cp39-linux_x86_64.whl && \ pip install oneccl_bind_pt -f https://developer.intel.com/ipex-whl-stable && \ # install huggingface dependencies pip install datasets transformers==4.35.0 && \ pip install fire peft==0.5.0 && \ pip install accelerate==0.23.0 && \ pip install bitsandbytes && \ # install basic dependencies apt-get update && apt-get install -y curl wget gpg gpg-agent software-properties-common libunwind8-dev && \ # get qlora example code ln -s /usr/bin/python3 /usr/bin/python && \ cd /ipex_llm && \ git clone https://github.com/intel-analytics/IPEX-LLM.git && \ mv IPEX-LLM/python/llm/example/CPU/QLoRA-FineTuning/* . && \ mkdir -p /GPU/LLM-Finetuning && \ mv IPEX-LLM/python/llm/example/GPU/LLM-Finetuning/common /GPU/LLM-Finetuning/common && \ rm -r IPEX-LLM # for standalone COPY ./start-qlora-finetuning-on-cpu.sh /ipex_llm/start-qlora-finetuning-on-cpu.sh RUN chown -R mpiuser /ipex_llm USER mpiuser ENTRYPOINT ["/bin/bash"]