Dockerfile

FROM nvidia/cuda:latest

# To automatically save a jupyter notebook as a python file
# ADD dockerfiles/jupyter_notebook_config.py /root/.jupyter/

ENV PATH="/opt/conda/bin:${PATH}"

# anaconda
RUN apt-get update && \
    apt-get -y install wget && \
    echo 'export PATH=/opt/conda/bin:$PATH' > /etc/profile.d/conda.sh && \
    wget --quiet https://repo.continuum.io/archive/Anaconda3-4.4.0-Linux-x86_64.sh -O ~/anaconda.sh && \
    /bin/bash ~/anaconda.sh -b -p /opt/conda && \
    rm ~/anaconda.sh && \
    /opt/conda/bin/conda install -y jupyter  && \
    # jupyter nbextensions
    conda install -c conda-forge jupyter_contrib_nbextensions && \
    conda install -c conda-forge jupyter_nbextensions_configurator  && \    
    # jupyter code_prettify
    pip install yapf  && jupyter nbextension enable code_prettify/code_prettify && \
    # table of content
    jupyter nbextension enable toc2/main  && \
    pip install kaggle  && \
    pip install -U kaggle-cli && \
    pip install praw && \
    pip install -U bcolz  && \
    pip install --upgrade gensim  && \
    pip install --upgrade keras-tqdm  && \
    apt-get update && \
    apt-get install -y git && \
    apt-get install -y bzip2 && \
    apt-get install -y unzip && \
    apt-get install -y p7zip-full && \
    conda install -c anaconda joblib && \
    conda install -c conda-forge imageio && \
    # tensorflow
    conda install -c anaconda tensorflow-gpu && \
    conda update tensorflow-gpu  && \
    # https://stackoverflow.com/questions/45952387/anaconda-install-of-tensorflow-missing-audio-ops-from-contrib-framework
    pip install tf-nightly && \
    # theano 
    conda install theano pygpu && \
    # xgboost
    apt-get install -y git && \
    apt-get install -y cmake && \
    cd /usr/local/src && mkdir xgboost && cd xgboost && \
    git clone --depth 1 --recursive https://github.com/dmlc/xgboost.git && cd xgboost && \
    mkdir build && \
    cd build && \
    cmake .. -DUSE_CUDA=ON && \
    make -j && \
    cd ../python-package && python setup.py install  && \
    conda install libgcc && \
    # bazel
    apt-get clean && \
    apt-get update && \
    apt-get upgrade -y && \
    apt-get install -f && \
    apt-get install -y --fix-missing openjdk-8-jdk && \
    echo "deb [arch=amd64] http://storage.googleapis.com/bazel-apt stable jdk1.8" | tee /etc/apt/sources.list.d/bazel.list && \
    curl https://bazel.build/bazel-release.pub.gpg | apt-key add - && \
    apt-get update && apt-get install -y bazel && \
    apt-get upgrade -y bazel  && \
    # opencv
    pip install opencv-python && \
    apt-get install -y libsm6 && \
    apt-get install -y libxext6 && \
    apt-get install -y libxrender1 && \
    apt-get install -y libfontconfig1 && \
    # https://askubuntu.com/questions/917030/how-to-install-pydot-and-graphviz
    apt-get update && \
    apt-get install -y --fix-missing python-pydot python-pydot-ng graphviz && \
    conda install -c anaconda pydot && \
    # ffmpeg
    apt-get clean && \
    apt-get update && \
    apt-get upgrade -y && \
    apt-get install -f && \
    apt-get install -y --fix-missing software-properties-common python-software-properties && \
    add-apt-repository ppa:mc3man/trusty-media  && \
    apt-get install -y ffmpeg && \
    apt-get install -y frei0r-plugins && \
    pip install graphviz && \
    pip install sklearn_pandas && \
    pip install isoweek && \
    pip install pandas_summary && \
    # pytorch
    # conda install pytorch torchvision cuda80 -c soumith && \
    conda install -y pytorch torchvision -c pytorch && \
    # keras
    pip install -U keras && \
    apt-get install -y imagemagick