FROM ubuntu:18.04 LABEL maintainer="Amazon AI" # prevent stopping by user interaction ENV DEBIAN_FRONTEND noninteractive ENV DEBCONF_NONINTERACTIVE_SEEN true ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main # Set environment variables for MKL # For more about MKL with TensorFlow see: # https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn ENV KMP_AFFINITY=granularity=fine,compact,1,0 ENV KMP_BLOCKTIME=1 ENV KMP_SETTINGS=0 ENV PYTHONDONTWRITEBYTECODE=1 ENV PYTHONUNBUFFERED=1 ENV PYTHONIOENCODING=UTF-8 ENV LANG=C.UTF-8 ENV LC_ALL=C.UTF-8 ARG PYTHON=python3 ARG PYTHON_PIP=python3-pip ARG PIP=pip3 ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/2.1/AmazonLinux/cpu/final/tensorflow-2.1.0-cp36-cp36m-manylinux2010_x86_64.whl RUN apt-get update && apt-get install -y --no-install-recommends \ python3-dev \ python3-pip \ python3-setuptools \ software-properties-common \ build-essential \ openssh-client \ openssh-server \ ca-certificates \ curl \ git \ wget \ vim \ zlib1g-dev \ # Install dependent library for OpenCV libgtk2.0-dev \ && rm -rf /var/lib/apt/lists/* # Install Open MPI RUN mkdir /tmp/openmpi && \ cd /tmp/openmpi && \ curl -fSsL -O 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 RUN 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/openmpi/lib:$LD_LIBRARY_PATH ENV PATH /usr/local/openmpi/bin/:$PATH # SSH login fix. Otherwise user is kicked off after login RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd # Create SSH key. RUN mkdir -p /root/.ssh/ \ && mkdir -p /var/run/sshd \ && 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 WORKDIR / RUN ${PIP} --no-cache-dir install --upgrade \ pip \ setuptools # Some TF tools expect a "python" binary RUN ln -s $(which ${PYTHON}) /usr/local/bin/python \ && ln -s $(which ${PIP}) /usr/bin/pip # install PyYAML==5.1.2 to avoid conflict with latest awscli # # python-dateutil==2.8.0 to satisfy botocore associated with latest awscli RUN ${PIP} install --no-cache-dir -U \ numpy==1.18.1 \ scipy==1.2.2 \ scikit-learn==0.22 \ pandas==1.0.1 \ Pillow==7.0.0 \ h5py==2.10.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ smdebug==0.7.2 \ python-dateutil==2.8.1 \ pyYAML==5.3.1 \ requests==2.22.0 \ awscli \ mpi4py==3.0.3 \ opencv-python==4.2.0.32 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.7 \ "sagemaker-tensorflow>=2.1,<2.2" \ "sagemaker-tensorflow-training>2,<4" \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten && ${PIP} install --no-cache-dir -U \ ${TF_URL} \ horovod==0.18.2 ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow-2.1/license.txt -o /license.txt CMD ["bin/bash"]