FROM ubuntu:16.04 LABEL maintainer="Cong Xu " # These parameters can be overridden by parameterized_docker_build.sh ARG TF_BUILD_VERSION=r1.9 ARG PYTHON="python" ARG PYTHON3_DEV="" ARG WHL_DIR="/tmp/pip" ARG PIP="pip" RUN apt-get update && apt-get install -y --no-install-recommends \ build-essential \ curl \ git \ libcurl3-dev \ libfreetype6-dev \ libhdf5-serial-dev \ libpng12-dev \ libzmq3-dev \ pkg-config \ python-dev \ ${PYTHON3_DEV} \ rsync \ software-properties-common \ unzip \ zip \ zlib1g-dev \ openjdk-8-jdk \ openjdk-8-jre-headless \ wget \ numactl \ openssh-client \ openssh-server \ && \ apt-get clean && \ rm -rf /var/lib/apt/lists/* RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \ ${PYTHON} get-pip.py && \ rm get-pip.py RUN ${PIP} --no-cache-dir install \ Pillow \ h5py \ ipykernel \ jupyter \ keras_applications \ keras_preprocessing \ matplotlib \ mock \ numpy \ scipy \ sklearn \ pandas \ && \ ${PYTHON} -m ipykernel.kernelspec RUN if [ "${PYTHON}" = "python3" ]; then \ ln -s -f /usr/bin/python3 /usr/bin/python; \ fi # Set up our notebook config. COPY jupyter_notebook_config.py /root/.jupyter/ # Jupyter has issues with being run directly: # https://github.com/ipython/ipython/issues/7062 # We just add a little wrapper script. COPY run_jupyter.sh / # Set up Bazel. # Running bazel inside a `docker build` command causes trouble, cf: # https://github.com/bazelbuild/bazel/issues/134 # The easiest solution is to set up a bazelrc file forcing --batch. RUN echo "startup --batch" >>/etc/bazel.bazelrc # Similarly, we need to workaround sandboxing issues: # https://github.com/bazelbuild/bazel/issues/418 RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \ >>/etc/bazel.bazelrc # Install the most recent bazel release. ENV BAZEL_VERSION 0.15.0 WORKDIR / RUN mkdir /bazel && \ cd /bazel && \ curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \ curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \ chmod +x bazel-*.sh && \ ./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \ cd / && \ rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh # Download and build TensorFlow. WORKDIR /tensorflow # Download and build TensorFlow. # Enable checking out both tags and branches RUN export TAG_PREFIX="v" && \ echo ${TF_BUILD_VERSION} | grep -q ^${TAG_PREFIX}; \ if [ $? -eq 0 ]; then \ git clone --depth=1 https://github.com/tensorflow/tensorflow.git . && \ git fetch --tags && \ git checkout ${TF_BUILD_VERSION}; \ else \ git clone --depth=1 --branch=${TF_BUILD_VERSION} https://github.com/tensorflow/tensorflow.git . ; \ fi RUN yes "" | ${PYTHON} configure.py ENV CI_BUILD_PYTHON ${PYTHON} # Set bazel build parameters in .bazelrc in parameterized_docker_build.sh # Use --copt=-march values to get optimized builds appropriate for the hardware # platform of your choice. # For ivy-bridge or sandy-bridge # --copt=-march="avx" \ # For haswell, broadwell, or skylake # --copt=-march="avx2" \ COPY .bazelrc /root/.bazelrc RUN tensorflow/tools/ci_build/builds/configured CPU \ bazel --bazelrc=/root/.bazelrc build -c opt \ tensorflow/tools/pip_package:build_pip_package && \ bazel-bin/tensorflow/tools/pip_package/build_pip_package "${WHL_DIR}" && \ ${PIP} --no-cache-dir install --upgrade "${WHL_DIR}"/tensorflow-*.whl && \ rm -rf /root/.cache # Clean up Bazel cache when done. WORKDIR /root # Install Open MPI RUN mkdir /tmp/openmpi && \ cd /tmp/openmpi && \ wget https://www.open-mpi.org/software/ompi/v3.0/downloads/openmpi-3.0.0.tar.gz && \ tar zxf openmpi-3.0.0.tar.gz && \ cd openmpi-3.0.0 && \ ./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 # Configure OpenMPI to run good defaults: RUN echo "btl_tcp_if_exclude = lo,docker0" >> /usr/local/etc/openmpi-mca-params.conf # Install Horovod RUN ${PIP} install --no-cache-dir horovod # Install OpenSSH for MPI to communicate between containers RUN mkdir -p /var/run/sshd # 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 # TensorBoard EXPOSE 6006 # IPython EXPOSE 8888 WORKDIR /root