29bf28bd6f
* install python 3.11 for cpu-inference docker image * update xpu-inference dockerfile * update cpu-serving image * update qlora image * update lora image * update document
64 lines
2.8 KiB
Docker
64 lines
2.8 KiB
Docker
FROM ubuntu:20.04 as key-getter
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ARG http_proxy
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ARG https_proxy
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RUN apt-get update && \
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apt-get install -y curl gpg && \
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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
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FROM mpioperator/intel as builder
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ARG http_proxy
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ARG https_proxy
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ENV PIP_NO_CACHE_DIR=false
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COPY ./requirements.txt /ipex_llm/requirements.txt
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# add public key
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COPY --from=key-getter /root/intel-oneapi-archive-keyring.gpg /usr/share/keyrings/intel-oneapi-archive-keyring.gpg
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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
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RUN mkdir /ipex_llm/data && mkdir /ipex_llm/model && \
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# install pytorch 2.0.1
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apt-get update && \
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apt-get install -y python3-pip python3.11-dev python3-wheel git software-properties-common && \
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pip3 install --upgrade pip && \
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export PIP_DEFAULT_TIMEOUT=100 && \
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pip install --upgrade torch==2.1.0 --index-url https://download.pytorch.org/whl/cpu && \
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# install ipex and oneccl
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pip install intel_extension_for_pytorch==2.0.100 && \
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pip install oneccl_bind_pt -f https://developer.intel.com/ipex-whl-stable && \
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# install transformers etc.
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cd /ipex_llm && \
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git clone https://github.com/huggingface/transformers.git && \
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cd transformers && \
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git reset --hard 057e1d74733f52817dc05b673a340b4e3ebea08c && \
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pip install . && \
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pip install -r /ipex_llm/requirements.txt && \
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# install python
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add-apt-repository ppa:deadsnakes/ppa -y && \
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apt-get install -y python3.11 && \
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rm /usr/bin/python3 && \
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ln -s /usr/bin/python3.11 /usr/bin/python3 && \
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ln -s /usr/bin/python3 /usr/bin/python && \
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pip install --no-cache requests argparse cryptography==3.3.2 urllib3 && \
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pip install --upgrade requests && \
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pip install setuptools==58.4.0 && \
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# Install OpenSSH for MPI to communicate between containers
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apt-get install -y --no-install-recommends openssh-client openssh-server && \
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mkdir -p /var/run/sshd && \
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# Allow OpenSSH to talk to containers without asking for confirmation
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# by disabling StrictHostKeyChecking.
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# mpi-operator mounts the .ssh folder from a Secret. For that to work, we need
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# to disable UserKnownHostsFile to avoid write permissions.
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# Disabling StrictModes avoids directory and files read permission checks.
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sed -i 's/[ #]\(.*StrictHostKeyChecking \).*/ \1no/g' /etc/ssh/ssh_config && \
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echo " UserKnownHostsFile /dev/null" >> /etc/ssh/ssh_config && \
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sed -i 's/#\(StrictModes \).*/\1no/g' /etc/ssh/sshd_config
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COPY ./ipex-llm-lora-finetuing-entrypoint.sh /ipex_llm/ipex-llm-lora-finetuing-entrypoint.sh
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COPY ./lora_finetune.py /ipex_llm/lora_finetune.py
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RUN chown -R mpiuser /ipex_llm
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USER mpiuser
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ENTRYPOINT ["/bin/bash"]
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