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 PIP_NO_CACHE_DIR=false ADD ./requirements.txt /bigdl/requirements.txt # 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 /bigdl/data && mkdir /bigdl/model && \ # install pytorch 2.0.1 apt-get update && \ apt-get install -y python3-pip python3.9-dev python3-wheel git software-properties-common && \ pip3 install --upgrade pip && \ export PIP_DEFAULT_TIMEOUT=100 && \ pip install --upgrade torch==2.0.1 --index-url https://download.pytorch.org/whl/cpu && \ # install ipex and oneccl pip install intel_extension_for_pytorch==2.0.100 && \ pip install oneccl_bind_pt -f https://developer.intel.com/ipex-whl-stable && \ # install transformers etc. cd /bigdl && \ git clone https://github.com/huggingface/transformers.git && \ cd transformers && \ git reset --hard 057e1d74733f52817dc05b673a340b4e3ebea08c && \ pip install . && \ pip install -r /bigdl/requirements.txt && \ # install python add-apt-repository ppa:deadsnakes/ppa -y && \ apt-get install -y python3.9 && \ rm /usr/bin/python3 && \ ln -s /usr/bin/python3.9 /usr/bin/python3 && \ ln -s /usr/bin/python3 /usr/bin/python && \ pip install --no-cache requests argparse cryptography==3.3.2 urllib3 && \ pip install --upgrade requests && \ pip install setuptools==58.4.0 && \ # Install OpenSSH for MPI to communicate between containers apt-get install -y --no-install-recommends openssh-client openssh-server && \ mkdir -p /var/run/sshd && \ # Allow OpenSSH to talk to containers without asking for confirmation # by disabling StrictHostKeyChecking. # mpi-operator mounts the .ssh folder from a Secret. For that to work, we need # to disable UserKnownHostsFile to avoid write permissions. # Disabling StrictModes avoids directory and files read permission checks. sed -i 's/[ #]\(.*StrictHostKeyChecking \).*/ \1no/g' /etc/ssh/ssh_config && \ echo " UserKnownHostsFile /dev/null" >> /etc/ssh/ssh_config && \ sed -i 's/#\(StrictModes \).*/\1no/g' /etc/ssh/sshd_config ADD ./bigdl-lora-finetuing-entrypoint.sh /bigdl/bigdl-lora-finetuing-entrypoint.sh ADD ./lora_finetune.py /bigdl/lora_finetune.py RUN chown -R mpiuser /bigdl USER mpiuser ENTRYPOINT ["/bin/bash"]