ARG FROM_IMAGE=ubuntu:18.04 FROM ${FROM_IMAGE} LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" ARG OPENSSL_VERSION=1.1.1l ARG PYTHON_VERSION=3.7.10 ARG PYTHON=python3 ARG MXNET_VER=1.7.* ARG TORCH_VER=1.8.0+cpu ARG TORCH_VISION_VER=0.9.0+cpu ARG AUTOGLUON_VERSION=0.3.1 ENV PYTHONDONTWRITEBYTECODE=1 \ PYTHONUNBUFFERED=1 \ PYTHONIOENCODING=UTF-8 \ LANG=C.UTF-8 \ LC_ALL=C.UTF-8 \ SAGEMAKER_TRAINING_MODULE=sagemaker_mxnet_container.training:main \ DEBIAN_FRONTEND="noninteractive" \ TZ="UTC" # Install dependencies RUN apt-get update \ && apt-get -y upgrade \ && apt-get install -y --no-install-recommends \ gcc \ build-essential \ wget \ curl \ emacs \ git \ vim \ unzip \ zlib1g-dev \ libssl-dev \ libncurses5-dev \ libgdbm-dev \ libnss3-dev \ libgl1-mesa-glx \ libffi-dev \ liblzma-dev \ libbz2-dev \ libsqlite3-dev \ tk-dev \ uuid-dev \ ca-certificates \ libopencv-dev \ openssh-client \ openssh-server \ libreadline-gplv2-dev \ libc6-dev \ cmake \ && apt-get autoremove -y \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* # install OpenSSL RUN wget -q -c https://www.openssl.org/source/openssl-${OPENSSL_VERSION}.tar.gz \ && tar -xzf openssl-${OPENSSL_VERSION}.tar.gz \ && cd openssl-${OPENSSL_VERSION} \ && ./config && make -j $(nproc) && make install \ && ldconfig \ && cd .. && rm -rf openssl-* \ && rmdir /usr/local/ssl/certs \ && ln -s /etc/ssl/certs /usr/local/ssl/certs # Install Open MPI RUN mkdir /tmp/openmpi \ && cd /tmp/openmpi \ && wget -q https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ && tar zxf openmpi-4.0.1.tar.gz \ && cd openmpi-4.0.1 \ && ./configure --enable-orterun-prefix-by-default \ && make -j $(nproc) all \ && make install \ && ldconfig \ && cd /tmp && rm -rf /tmp/openmpi # Create a wrapper for OpenMPI to allow running as root by default RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ && echo '#!/bin/bash' > /usr/local/bin/mpirun \ && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ && chmod a+x /usr/local/bin/mpirun \ && echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf ENV LD_LIBRARY_PATH=/usr/local/lib:$LD_LIBRARY_PATH ENV PATH=/usr/local/bin:$PATH # install Python RUN wget -q https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz \ && tar -xzf Python-$PYTHON_VERSION.tgz \ && cd Python-$PYTHON_VERSION \ && ./configure --enable-shared --prefix=/usr/local \ && make -j $(nproc) && make install \ && cd .. && rm -rf ../Python-$PYTHON_VERSION* \ && ln -s /usr/local/bin/pip3 /usr/bin/pip \ && ln -s /usr/local/bin/$PYTHON /usr/local/bin/python \ && pip --no-cache-dir install --upgrade --trusted-host pypi.org --trusted-host files.pythonhosted.org pip \ && pip --no-cache-dir install --upgrade wheel setuptools WORKDIR / RUN pip install --no-cache-dir -U \ torch==${TORCH_VER} torchvision==${TORCH_VISION_VER} -f https://download.pytorch.org/whl/torch_stable.html \ mxnet==${MXNET_VER} \ autogluon==${AUTOGLUON_VERSION} \ sagemaker-mxnet-training \ && pip uninstall -y \ datashader \ ipykernel \ ipython \ ipython-genutils \ ipywidgets \ jupyter-client \ jupyter-core \ jupyter-packaging \ jupyter-server \ jupyter-server-proxy \ jupyterlab \ jupyterlab-nvdashboard \ jupyterlab-pygments \ jupyterlab-server \ jupyterlab-widgets \ matplotlib-inline \ nbclient \ nbconvert \ nbformat \ notebook \ panel \ pydeck \ pyppeteer \ traitlets \ websockets \ widgetsnbextension # Catboost 0.26 updates version of scala 2.11 for security reasons # https://github.com/catboost/catboost/issues/1632 # Dask security patching RUN pip install --no-cache-dir -U catboost==0.26.1 \ && pip install --no-cache-dir -U "dask>2021.09.1" "distributed>2021.09.1" # Allow OpenSSH to talk to containers without asking for confirmation RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new \ && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config # OpenSHH config for MPI communication RUN mkdir -p /var/run/sshd && \ sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd RUN rm -rf /root/.ssh/ \ && mkdir -p /root/.ssh/ \ && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config # This is here to make our installed version of OpenCV work. # https://stackoverflow.com/questions/29274638/opencv-libdc1394-error-failed-to-initialize-libdc1394 # TODO: Should we be installing OpenCV in our image like this? Is there another way we can fix this? RUN ln -s /dev/null /dev/raw1394 RUN HOME_DIR=/root \ && curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip \ && unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ \ && cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance \ && chmod +x /usr/local/bin/testOSSCompliance \ && chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh \ && ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} ${PYTHON} \ && rm -rf ${HOME_DIR}/oss_compliance* RUN curl -o /license.txt https://autogluon.s3.us-west-2.amazonaws.com/licenses/THIRD-PARTY-LICENSES.txt CMD ["/bin/bash"]