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# ----------------------------------------------------------------------------
# Add cuDNN to nvidia/cuda:9.2-devel
# ----------------------------------------------------------------------------
FROM nvidia/cuda:9.2-cudnn7-devel-ubuntu16.04
# ----------------------------------------------------------------------------
# Install Required Packages
# ----------------------------------------------------------------------------
RUN apt-get update
RUN apt-get install -y software-properties-common \
vim \
git-core \
aptitude \
portaudio19-dev \
python3-tk \
tmux \
psmisc \
libsndfile-dev \
libssl-dev \
curl
RUN alias python=python3 && \
alias pip=pip3 && \
ln -s /usr/bin/python3.5 /usr/bin/python && \
echo 'alias python=python3' >> ~/.bashrc && \
echo 'alias pip=pip3' >> ~/.bashrc
RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
python3 get-pip.py && \
rm get-pip.py
# ----------------------------------------------------------------------------
# Install Tensorflow from source
# ----------------------------------------------------------------------------
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential \
cuda-command-line-tools-9-2 \
cuda-cublas-dev-9-2 \
cuda-cudart-dev-9-2 \
cuda-cufft-dev-9-2 \
cuda-curand-dev-9-2 \
cuda-cusolver-dev-9-2 \
cuda-cusparse-dev-9-2 \
git \
libnccl2=2.2.13-1+cuda9.2 \
libnccl-dev=2.2.13-1+cuda9.2 \
libcurl3-dev \
libfreetype6-dev \
libhdf5-serial-dev \
libpng12-dev \
libzmq3-dev \
pkg-config \
rsync \
unzip \
zip \
zlib1g-dev \
wget \
libpython3.5-dev \
&& \
rm -rf /var/lib/apt/lists/* && \
find /usr/local/cuda-9.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
RUN apt-get update && \
apt-get install -y nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.2 && \
apt-get update && \
apt-get install -y libnvinfer4=4.1.2-1+cuda9.2 && \
apt-get install -y libnvinfer-dev=4.1.2-1+cuda9.2
# Link NCCL libray and header where the build script expects them.
RUN mkdir /usr/local/cuda-9.2/lib && \
ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 /usr/local/cuda/lib/libnccl.so.2 && \
ln -s /usr/include/nccl.h /usr/local/cuda/include/nccl.h
RUN pip --no-cache-dir install \
Pillow \
h5py \
ipykernel \
jupyter \
keras_applications \
keras_preprocessing \
matplotlib \
mock \
numpy \
scipy \
sklearn \
pandas \
&& \
python3 -m ipykernel.kernelspec
# RUN ln -s -f /usr/bin/python3 /usr/bin/python#
# 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
RUN git clone --branch=r1.12 --depth=1 https://github.com/tensorflow/tensorflow.git .
# Configure the build for our CUDA configuration.
ENV CI_BUILD_PYTHON python3
ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
ENV TF_NEED_CUDA 1
ENV TF_NEED_TENSORRT 1
ENV TF_CUDA_COMPUTE_CAPABILITIES=3.5,5.2,6.0,6.1,7.0
ENV TF_CUDA_VERSION=$CUDA_VERSION
ENV TF_CUDNN_VERSION=$CUDNN_VERSION
# NCCL 2.x
ENV TF_NCCL_VERSION=2
RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
tensorflow/tools/ci_build/builds/configured GPU \
bazel build -c opt --copt=-mavx --config=cuda \
--cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" \
tensorflow/tools/pip_package:build_pip_package && \
rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/pip && \
pip --no-cache-dir install --upgrade /tmp/pip/tensorflow-*.whl && \
rm -rf /tmp/pip && \
rm -rf /root/.cache
# Clean up pip wheel and Bazel cache when done.
WORKDIR /root/
# TensorBoard
EXPOSE 6006
# IPython
EXPOSE 8888
# ----------------------------------------------------------------------------
# Configure locales
# ----------------------------------------------------------------------------
RUN aptitude install locales && \
dpkg-reconfigure locales && \
echo "Asia/Hong Kong" > /etc/timezone && \
dpkg-reconfigure -f noninteractive tzdata && \
sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && \
echo 'LANG="en_US.UTF-8"'>/etc/default/locale && \
dpkg-reconfigure --frontend=noninteractive locales && \
update-locale LANG=en_US.UTF-8
# ----------------------------------------------------------------------------
# Modify bashrc file, configure vimrc file
# ----------------------------------------------------------------------------
RUN echo 'export LC_ALL=en_US.UTF-8' >> ~/.bashrc && \
echo 'export LANG=en_US.UTF-8' >> ~/.bashrc && \
echo 'export LANGUAGE=en_US.UTF-8' >> ~/.bashrc && \
echo 'nnoremap <C-Left> :tabprevious<CR>' >> ~/.vimrc && \
echo 'nnoremap <C-Right> :tabnext<CR>' >> ~/.vimrc && \
echo 'set expandtab' >> ~/.vimrc && \
echo 'set shiftwidth=2' >> ~/.vimrc
# ----------------------------------------------------------------------------
# Other Python dependencies
# ----------------------------------------------------------------------------
COPY requirements.txt /root/
RUN pip install -r /root/requirements.txt
WORKDIR /root/
CMD ["sleep", "infinity"]