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diff --git a/tensorflow/tools/docker/Dockerfile.mkl-horovod b/tensorflow/tools/docker/Dockerfile.mkl-horovod
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+FROM ubuntu:16.04
+
+LABEL maintainer="Cong Xu <cong.xu@intel.com>"
+
+# This parameter MUST be set by parameterized_docker_build.sh
+ARG TF_WHL_URL
+
+# Optional parameters
+ARG TF_BUILD_VERSION=r1.9
+ARG PYTHON="python"
+ARG PYTHON_DEV="python-dev"
+ARG PIP="pip"
+
+# Pick up some TF dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        build-essential \
+        curl \
+        libfreetype6-dev \
+        libhdf5-serial-dev \
+        libpng12-dev \
+        libzmq3-dev \
+        pkg-config \
+        python \
+        ${PYTHON_DEV} \
+        rsync \
+        software-properties-common \
+        unzip \
+        && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+RUN curl -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==1.0.4 \
+        keras_preprocessing==1.0.2 \
+        matplotlib \
+        numpy \
+        pandas \
+        scipy \
+        sklearn \
+        && \
+    python -m ipykernel.kernelspec
+
+COPY ${TF_WHL_URL} /
+RUN ${PIP} install --no-cache-dir --force-reinstall /${TF_WHL_URL} && \
+    rm -rf /${TF_WHL_URL}
+
+RUN if [ "${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/
+
+# Copy sample notebooks.
+COPY notebooks /notebooks
+
+# 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 /
+
+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 "/notebooks"
+
+CMD ["/run_jupyter.sh", "--allow-root"]