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Dockerfile
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FROM ubuntu:16.04
# Graphviz – visualizing trees
RUN apt-get update
RUN apt-get -y install graphviz
RUN apt-get install --no-install-recommends -y apt-utils software-properties-common curl nano unzip openssh-server
RUN apt-get install -y python3 python3-dev python-distribute python3-pip git
RUN pip3 install --upgrade pip
RUN pip3 install --upgrade numpy scipy matplotlib scikit-learn==0.19 pandas seaborn plotly jupyter statsmodels
RUN pip3 install --upgrade nose tqdm pydot watermark geopy joblib
RUN jupyter notebook --allow-root --generate-config -y
RUN echo "c.NotebookApp.password = ''" >> ~/.jupyter/jupyter_notebook_config.py
RUN echo "c.NotebookApp.token = ''" >> ~/.jupyter/jupyter_notebook_config.py
RUN jupyter nbextension enable --py --sys-prefix widgetsnbextension
RUN apt-get -y install libboost-program-options-dev zlib1g-dev libboost-python-dev
RUN apt-get -y install openjdk-8-jdk
ENV CPLUS_INCLUDE_PATH=/usr/lib/jvm/java-8-openjdk-amd64/include/linux:/usr/lib/jvm/java-1.8.0-openjdk-amd64/include
# Vowpal Wabbit
RUN git clone git://github.com/JohnLangford/vowpal_wabbit.git && \
cd vowpal_wabbit && make && make install
# python wrapper
RUN cd vowpal_wabbit/python && python3 setup.py install
RUN pip3 install --upgrade vowpalwabbit
# XGBoost
RUN git clone --recursive https://github.com/dmlc/xgboost && \
cd xgboost && \
make -j4
# xgboost python wrapper
RUN cd xgboost/python-package; python3 setup.py install && cd ../..
RUN apt-get -y install cmake
# LightGBM
RUN cd /usr/local/src && git clone --recursive --depth 1 https://github.com/Microsoft/LightGBM && \
cd LightGBM && mkdir build && cd build && cmake .. && make -j $(nproc)
# LightGBM python wrapper
RUN cd /usr/local/src/LightGBM/python-package && python3 setup.py install
# TensorFlow
RUN pip3 install --upgrade tensorflow
# Keras with TensorFlow backend
RUN pip3 install --upgrade keras
# Facebook Prophet
RUN pip3 install --upgrade pystan cython
RUN pip3 install --upgrade fbprophet
# == JAVA ==
# Set locale to UTF-8
# Set limits
# Configure APT
# Install JDK
# Cleanup
# RUN locale-gen en_US.UTF-8 && echo LANG=\"en_US.UTF-8\" > /etc/default/locale && \
# printf '%s\n%s\n%s\n%s\n' \
# '* - memlock unlimited' \
# '* - nofile 65536' \
# '* - nproc 65536' \
# '* - as unlimited' \
# >> /etc/security/limits.conf && \
# echo oracle-java8-installer shared/accepted-oracle-license-v1-1 select true | \
# /usr/bin/debconf-set-selections && \
# add-apt-repository -y ppa:webupd8team/java && \
# apt-get -y update && \
# apt-get install --no-install-recommends -y oracle-java8-installer oracle-java8-set-default && \
# apt-get -y autoremove && apt-get clean && \
# rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* /var/cache/oracle-jdk8-installer
# == H2O ==
#RUN cd /tmp && \
# curl -L http://h2o-release.s3.amazonaws.com/h2o/rel-ueno/4/h2o-3.10.4.4.zip \
# > h2o-3.10.4.4.zip && \
# unzip h2o-3.10.4.4.zip && \
# mv ./h2o-3.10.4.4 /usr/local/ && \
# rm h2o-3.10.4.4.zip && \
# ln -s /usr/local/h2o-3.10.4.4 /usr/local/h2o
COPY docker_files/entry-point.sh /
# COPY docker_files/h2o /usr/local/bin/
# Final setup: directories, permissions, ssh login, symlinks, etc
RUN mkdir -p /home/user && \
mkdir -p /var/run/sshd && \
echo 'root:12345' | chpasswd && \
sed -i 's/PermitRootLogin prohibit-password/PermitRootLogin yes/' /etc/ssh/sshd_config && \
sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd && \
# chmod a+x /usr/local/bin/h2o && \
chmod a+x /entry-point.sh
WORKDIR /home/user
EXPOSE 22 4545
ENTRYPOINT ["/entry-point.sh"]
CMD ["shell"]