FROM intel/oneapi-basekit:2024.0.1-devel-ubuntu22.04 ARG http_proxy ARG https_proxy ARG PIP_NO_CACHE_DIR=false ENV TZ=Asia/Shanghai SYCL_CACHE_PERSISTENT=1 RUN set -eux && \ # Set timezone ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone && \ # # Retrieve Intel OneAPI and GPU repository keys 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 && \ # # Update package lists and install dependencies apt-get update && \ apt-get install -y --no-install-recommends \ curl wget git vim less libunwind8-dev \ intel-opencl-icd intel-level-zero-gpu level-zero level-zero-dev \ gnupg gpg-agent software-properties-common && \ # # Add Python 3.11 PPA and install Python 3.11 add-apt-repository ppa:deadsnakes/ppa -y && \ apt-get install -y --no-install-recommends \ python3.11 python3-pip python3.11-dev python3-wheel python3.11-distutils && \ # # Remove unnecessary packages and clean up apt-get remove -y python3-blinker && \ apt-get autoremove -y && \ rm -rf /var/lib/apt/lists/* && \ # # Set Python 3.11 as default ln -sf /usr/bin/python3.11 /usr/bin/python3 && \ ln -sf /usr/bin/python3 /usr/bin/python && \ # # Upgrade pip wget -qO /tmp/get-pip.py https://bootstrap.pypa.io/get-pip.py && \ python3 /tmp/get-pip.py && \ rm /tmp/get-pip.py && \ # # Install Intel XPU ipex-llm and dependencies pip install --pre --upgrade ipex-llm[xpu] --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/ && \ pip install transformers==4.36.0 peft==0.10.0 datasets bitsandbytes scipy fire && \ # # Clone finetuning scripts and setup configuration git clone https://github.com/intel-analytics/IPEX-LLM.git && \ mv IPEX-LLM/python/llm/example/GPU/LLM-Finetuning /LLM-Finetuning && \ rm -rf IPEX-LLM && \ mkdir -p /root/.cache/huggingface/accelerate && \ mv /LLM-Finetuning/axolotl/default_config.yaml /root/.cache/huggingface/accelerate/ # Copy startup script COPY ./start-qlora-finetuning-on-xpu.sh /start-qlora-finetuning-on-xpu.sh