######################################################## # _____ ____ ____ ___ # | ____/ ___|___ \ |_ _|_ __ ___ __ _ __ _ ___ # | _|| | __) | | || '_ ` _ \ / _` |/ _` |/ _ \ # | |__| |___ / __/ | || | | | | | (_| | (_| | __/ # |_____\____|_____| |___|_| |_| |_|\__,_|\__, |\___| # |___/ # ____ _ # | _ \ ___ ___(_)_ __ ___ # | |_) / _ \/ __| | '_ \ / _ \ # | _ < __/ (__| | |_) | __/ # |_| \_\___|\___|_| .__/ \___| # |_| ######################################################## FROM ubuntu:20.04 AS base_image ENV DEBIAN_FRONTEND=noninteractive \ LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib" RUN apt-get update \ && apt-get upgrade -y \ && apt-get autoremove -y \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* FROM base_image AS ec2 LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" ARG PYTHON_VERSION=3.8.10 ARG MX_URL=https://framework-binaries.s3.us-west-2.amazonaws.com/mxnet/v1.9.0/aws_mx-1.9.0-py3-none-manylinux2014_x86_64.whl ENV PYTHONDONTWRITEBYTECODE=1 \ PYTHONUNBUFFERED=1 \ LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib" \ PYTHONIOENCODING=UTF-8 \ LANG=C.UTF-8 \ LC_ALL=C.UTF-8 \ DGLBACKEND=mxnet \ DEBIAN_FRONTEND=noninteractive RUN apt-get update \ && apt-get -y upgrade --only-upgrade systemd \ && apt-get install -y --no-install-recommends \ build-essential \ ca-certificates \ curl \ emacs \ git \ vim \ wget \ unzip \ libopencv-dev \ openssh-client \ openssh-server \ zlib1g-dev \ libreadline-gplv2-dev \ libncursesw5-dev \ libssl-dev \ libsqlite3-dev \ libgdbm-dev \ libc6-dev \ libbz2-dev \ tk-dev \ libffi-dev \ cmake \ libgtk2.0-dev \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* # install Python RUN apt-get update \ && apt-get install -y python3 python3-pip \ && rm -rf /usr/bin/python /usr/bin/pip \ && ln -s /usr/bin/python3 /usr/bin/python \ && ln -s /usr/bin/pip3 /usr/bin/pip ########################################################################### # Horovod dependencies ########################################################################### # 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 $(nproc) all \ && make install \ && ldconfig \ && rm -rf /tmp/openmpi # Create a wrapper for OpenMPI to allow running as root by default RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ && echo '#!/bin/bash' > /usr/local/bin/mpirun \ && echo 'mpirun.real --allow-run-as-root "$@"' >> /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 WORKDIR / RUN pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \ && pip install --no-cache --upgrade \ # Protobuf >=3.21 results in protobuf errors version mismatch errors with framework and other packages. "protobuf>=3.20.2,<3.21" \ h5py==2.10.0 \ onnx==1.8.1 \ "numpy<1.20" \ pandas==1.3.0 \ "Pillow>=9.0,<10.0" \ "requests<3" \ scikit-learn \ # disabling DGL until a release is built for MXNet 1.9 # dgl==0.6.* \ scipy==1.7.0 \ gluonnlp==0.10.0 \ gluoncv==0.8.0 \ # Putting a cap in versions number to avoid potential issues with a new major version "urllib3<2" \ # python-dateutil==2.8.0 to satisfy botocore associated with latest awscli python-dateutil==2.8.0 \ tqdm==4.39.0 \ # install PyYAML>=5.4,<5.5 to avoid conflict with latest awscli "PyYAML>=5.4,<5.5" \ mpi4py==3.0.3 \ ${MX_URL} \ awscli \ opencv-python \ wheel # Install Horovod RUN pip install --no-cache-dir horovod # 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 COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py 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 ${HOME_DIR}/oss_compliance* RUN curl -o /license.txt https://aws-dlc-licenses.s3.amazonaws.com/aws-mx-1.9.0/license.txt CMD ["/bin/bash"] ################################################################# # ____ __ __ _ # / ___| __ _ __ _ ___| \/ | __ _| | _____ _ __ # \___ \ / _` |/ _` |/ _ \ |\/| |/ _` | |/ / _ \ '__| # ___) | (_| | (_| | __/ | | | (_| | < __/ | # |____/ \__,_|\__, |\___|_| |_|\__,_|_|\_\___|_| # |___/ # ___ ____ _ # |_ _|_ __ ___ __ _ __ _ ___ | _ \ ___ ___(_)_ __ ___ # | || '_ ` _ \ / _` |/ _` |/ _ \ | |_) / _ \/ __| | '_ \ / _ \ # | || | | | | | (_| | (_| | __/ | _ < __/ (__| | |_) | __/ # |___|_| |_| |_|\__,_|\__, |\___| |_| \_\___|\___|_| .__/ \___| # |___/ |_| ################################################################# FROM ec2 AS sagemaker LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" ARG PYTHON_VERSION=3.8.10 # The smdebug pipeline relies for following format to perform string replace and trigger DLC pipeline for validating # the nightly builds. Therefore, while updating the smdebug version, please ensure that the format is not disturbed. ARG SMDEBUG_VERSION=1.0.12 ENV SAGEMAKER_TRAINING_MODULE=sagemaker_mxnet_container.training:main WORKDIR / RUN pip install --no-cache --upgrade \ sagemaker-experiments==0.* \ sagemaker-mxnet-training \ smdebug==${SMDEBUG_VERSION} \ sagemaker \ smclarify # Install extra packages RUN pip install --no-cache-dir -U \ bokeh \ imageio \ plotly \ seaborn \ shap 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* CMD ["/bin/bash"]