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# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
#
# THIS IS A GENERATED DOCKERFILE.
#
# This file was assembled from multiple pieces, whose use is documented
# throughout. Please refer to the TensorFlow dockerfiles documentation
# for more information.
ARG UBUNTU_VERSION=18.04
FROM ubuntu:${UBUNTU_VERSION} AS base
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential \
curl \
git \
libcurl3-dev \
libfreetype6-dev \
libhdf5-serial-dev \
libzmq3-dev \
pkg-config \
rsync \
software-properties-common \
sudo \
unzip \
zip \
zlib1g-dev \
openjdk-8-jdk \
openjdk-8-jre-headless \
&& \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
ENV CI_BUILD_PYTHON python
# CACHE_STOP is used to rerun future commands, otherwise cloning tensorflow will be cached and will not pull the most recent version
ARG CACHE_STOP=1
# Check out TensorFlow source code if --build-arg CHECKOUT_TF_SRC=1
ARG CHECKOUT_TF_SRC=0
# In case of Python 2.7+ we need to add passwd entries for user and group id
RUN chmod a+w /etc/passwd /etc/group
RUN test "${CHECKOUT_TF_SRC}" -eq 1 && git clone https://github.com/tensorflow/tensorflow.git /tensorflow_src || true
ARG USE_PYTHON_3_NOT_2
ARG _PY_SUFFIX=${USE_PYTHON_3_NOT_2:+3}
ARG PYTHON=python${_PY_SUFFIX}
ARG PIP=pip${_PY_SUFFIX}
# See http://bugs.python.org/issue19846
ENV LANG C.UTF-8
RUN apt-get update && apt-get install -y \
${PYTHON} \
${PYTHON}-pip
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 apt-get update && apt-get install -y \
build-essential \
curl \
git \
wget \
openjdk-8-jdk \
${PYTHON}-dev \
virtualenv \
swig
RUN ${PIP} --no-cache-dir install \
Pillow \
h5py \
keras_preprocessing \
matplotlib \
mock \
numpy \
scipy \
sklearn \
pandas \
future \
portpicker \
&& test "${USE_PYTHON_3_NOT_2}" -eq 1 && true || ${PIP} --no-cache-dir install \
enum34
# Install bazel
ARG BAZEL_VERSION=1.2.1
RUN mkdir /bazel && \
wget -O /bazel/installer.sh "https://github.com/bazelbuild/bazel/releases/download/${BAZEL_VERSION}/bazel-${BAZEL_VERSION}-installer-linux-x86_64.sh" && \
wget -O /bazel/LICENSE.txt "https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE" && \
chmod +x /bazel/installer.sh && \
/bazel/installer.sh && \
rm -f /bazel/installer.sh
# install libnuma, openssh, wget
RUN ( apt-get update && apt-get install -y --no-install-recommends --fix-missing \
libnuma-dev \
openssh-server \
openssh-client \
wget && \
apt-get clean && \
rm -rf /var/lib/apt/lists/* ) || \
( yum -y update && yum -y install \
numactl-devel \
openssh-server \
openssh-clients \
wget && \
yum clean all ) || \
( echo "Unsupported Linux distribution. Aborting!" && exit 1 )
# Install Open MPI
# download realese version from official website as openmpi github master is not always stable
ARG OPENMPI_VERSION=openmpi-4.0.0
ARG OPENMPI_DOWNLOAD_URL=https://www.open-mpi.org/software/ompi/v4.0/downloads/openmpi-4.0.0.tar.gz
RUN mkdir /tmp/openmpi && \
cd /tmp/openmpi && \
wget ${OPENMPI_DOWNLOAD_URL} && \
tar zxf ${OPENMPI_VERSION}.tar.gz && \
cd ${OPENMPI_VERSION} && \
./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 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
# Check out horovod source code if --build-arg CHECKOUT_HOROVOD_SRC=1
ARG CHECKOUT_HOROVOD_SRC=0
RUN test "${CHECKOUT_HOROVOD_SRC}" -eq 1 && git clone --recursive https://github.com/uber/horovod.git /horovod_src || true
COPY bashrc /etc/bash.bashrc
RUN chmod a+rwx /etc/bash.bashrc
RUN ${PIP} install jupyter matplotlib
# https://github.com/ipython/ipykernel/issues/422
RUN test "${USE_PYTHON_3_NOT_2}" == "1" && ${PIP} install ipykernel==5.1.1 nbformat==4.4.0 || true
RUN ${PIP} install jupyter_http_over_ws
RUN jupyter serverextension enable --py jupyter_http_over_ws
RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
RUN mkdir /.local && chmod a+rwx /.local
RUN apt-get install -y --no-install-recommends wget
WORKDIR /tf/tensorflow-tutorials
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/classification.ipynb
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/overfit_and_underfit.ipynb
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/regression.ipynb
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/save_and_load.ipynb
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/text_classification.ipynb
RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/text_classification_with_hub.ipynb
COPY readme-for-jupyter.md README.md
RUN apt-get autoremove -y && apt-get remove -y wget
WORKDIR /tf
EXPOSE 8888
RUN ${PYTHON} -m ipykernel.kernelspec
CMD ["bash", "-c", "source /etc/bash.bashrc && jupyter notebook --notebook-dir=/tf --ip 0.0.0.0 --no-browser --allow-root"]