38 lines
2.3 KiB
Docker
38 lines
2.3 KiB
Docker
FROM intel/oneapi-basekit:2023.2.1-devel-ubuntu22.04
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ARG http_proxy
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ARG https_proxy
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ENV TZ=Asia/Shanghai
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ARG PIP_NO_CACHE_DIR=false
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ENV TRANSFORMERS_COMMIT_ID=95fe0f5
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# retrive oneapi repo public key
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RUN curl -fsSL https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2023.PUB | gpg --dearmor | tee /usr/share/keyrings/intel-oneapi-archive-keyring.gpg && \
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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 && \
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# retrive intel gpu driver repo public key
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wget -qO - https://repositories.intel.com/graphics/intel-graphics.key | gpg --dearmor --output /usr/share/keyrings/intel-graphics.gpg && \
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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 && \
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rm /etc/apt/sources.list.d/intel-graphics.list && \
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# update dependencies
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apt-get update && \
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# install basic dependencies
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apt-get install -y curl wget git gnupg gpg-agent software-properties-common libunwind8-dev vim less && \
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# install Intel GPU driver
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apt-get install -y intel-opencl-icd intel-level-zero-gpu level-zero level-zero-dev && \
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# install python 3.9
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ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone && \
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env DEBIAN_FRONTEND=noninteractive apt-get update && \
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add-apt-repository ppa:deadsnakes/ppa -y && \
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apt-get install -y python3.9 && \
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rm /usr/bin/python3 && \
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ln -s /usr/bin/python3.9 /usr/bin/python3 && \
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ln -s /usr/bin/python3 /usr/bin/python && \
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apt-get install -y python3-pip python3.9-dev python3-wheel python3.9-distutils && \
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curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py && \
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# install XPU bigdl-llm
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pip install --pre --upgrade bigdl-llm[xpu] -f https://developer.intel.com/ipex-whl-stable-xpu && \
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# install huggingface dependencies
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pip install git+https://github.com/huggingface/transformers.git@${TRANSFORMERS_COMMIT_ID} && \
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pip install peft==0.5.0 datasets && \
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wget https://raw.githubusercontent.com/intel-analytics/BigDL/main/python/llm/example/GPU/LLM-Finetuning/QLoRA/simple-example/qlora_finetuning.py
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COPY ./start-qlora-finetuning-on-xpu.sh /start-qlora-finetuning-on-xpu.sh
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