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 FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training.tar.gz ARG TENSORFLOW_WHL=tensorflow-2.0.0-cp27-cp27mu-manylinux2010_x86_64.whl ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/2.0/AmazonLinux/cpu/final/$TENSORFLOW_WHL ARG PYTHON=python ARG PYTHON_PIP=python-pip ARG PIP=pip RUN apt-get update && apt-get install -y --no-install-recommends \ software-properties-common \ build-essential \ openssh-client \ openssh-server \ ca-certificates \ curl \ git \ wget \ vim \ zlib1g-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 apt-get update && apt-get install -y \ ${PYTHON} \ ${PYTHON_PIP} COPY $FRAMEWORK_SUPPORT_INSTALLABLE . 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 # Setup TF Wheel RUN wget $TF_URL -O /tmp/$TENSORFLOW_WHL # 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==1.16.5 \ scipy==1.2.2 \ scikit-learn==0.20.4 \ pandas==0.24.2 \ Pillow==6.2.1 \ h5py==2.10.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ python-dateutil==2.8.0 \ PyYAML==5.1.2 \ awscli==1.16.303 \ mpi4py==3.0.3 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=2.0,<2.1" \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten # ${PIP} install --no-cache-dir -U ${TF_URL} \ && ${PIP} install --no-cache-dir -U \ /tmp/$TENSORFLOW_WHL \ && rm -f /tmp/$TENSORFLOW_WHL \ && ${PIP} install --no-cache-dir -U \ $FRAMEWORK_SUPPORT_INSTALLABLE \ && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE \ && ${PIP} install --no-cache-dir -U \ horovod==0.18.2 COPY dockerd-entrypoint.py /usr/local/bin/dockerd-entrypoint.py COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/dockerd-entrypoint.py \ && chmod +x /usr/local/bin/deep_learning_container.py RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow-2.0/license.txt -o /license.txt ENTRYPOINT ["python", "/usr/local/bin/dockerd-entrypoint.py"] CMD ["bin/bash"]