FROM ubuntu:16.04 LABEL maintainer="Amazon AI" 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 \ gcc-4.9 \ g++-4.9 \ gcc-4.9-base \ 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 # 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 KMP_BLOCKTIME=1 KMP_SETTINGS=0 WORKDIR / ARG PYTHON=python ARG PYTHON_PIP=python-pip ARG PIP=pip RUN apt-get update && apt-get install -y \ ${PYTHON} \ ${PYTHON_PIP} ENV PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 PYTHONIOENCODING=UTF-8 LANG=C.UTF-8 LC_ALL=C.UTF-8 ARG framework_support_installable=sagemaker_tensorflow_container-2.0.0.tar.gz ARG sagemaker_tensorflow_extensions=sagemaker_tensorflow-1.14.0.1.0.0-cp27-cp27mu-manylinux1_x86_64.whl COPY $framework_support_installable . COPY $sagemaker_tensorflow_extensions . ARG TF_URL="https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.14/AmazonLinux/cpu/final/tensorflow-1.14.0-cp27-cp27mu-linux_x86_64.whl" # Pin GCC to 4.9 (priority 200) to compile correctly against TensorFlow, PyTorch, and MXNet with horovod # Backup existing GCC installation as priority 100, so that it can be recovered later. RUN update-alternatives --install /usr/bin/gcc gcc $(readlink -f $(which gcc)) 100 && \ update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc $(readlink -f $(which gcc)) 100 && \ update-alternatives --install /usr/bin/g++ g++ $(readlink -f $(which g++)) 100 && \ update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ $(readlink -f $(which g++)) 100 RUN update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.9 200 && \ update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 200 && \ update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-4.9 200 && \ update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ /usr/bin/g++-4.9 200 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 RUN ${PIP} install --no-cache-dir -U \ numpy==1.16.4 \ scipy==1.2.2 \ scikit-learn==0.20.3 \ pandas==0.24.2 \ Pillow==6.1.0 \ h5py==2.9.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.2.4 \ awscli==1.16.196 \ mpi4py==3.0.2 \ $sagemaker_tensorflow_extensions \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten && ${PIP} install --force-reinstall --no-cache-dir -U ${TF_URL} \ && ${PIP} install --no-cache-dir -U $framework_support_installable && \ rm -f $framework_support_installable \ && ${PIP} install --no-cache-dir -U horovod==0.16.4 \ && ${PIP} uninstall -y --no-cache-dir \ markdown # Remove GCC pinning RUN update-alternatives --remove gcc /usr/bin/gcc-4.9 && \ update-alternatives --remove x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 && \ update-alternatives --remove g++ /usr/bin/g++-4.9 && \ update-alternatives --remove x86_64-linux-gnu-g++ /usr/bin/g++-4.9 ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main CMD ["bin/bash"]