forked from Yorko/mlcourse.ai
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Dockerfile
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Dockerfile
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FROM ubuntu:16.04
RUN apt-get update
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
# main python packages
RUN pip3 install --upgrade pip
RUN pip3 install --upgrade numpy scipy matplotlib scikit-learn pandas seaborn plotly jupyter statsmodels
# bug with 5.7.0 jupyter/docker-stacks#721
RUN pip3 install notebook==5.6.0
RUN pip3 install --upgrade nose tqdm pydot pydotplus watermark geopy joblib pillow mlxtend pyyaml ua-parser user-agents
# Graphviz, visualizing trees
RUN apt-get -y install graphviz
# Jupyter configs
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
# boost
RUN apt-get -y install libboost-program-options-dev zlib1g-dev libboost-python-dev
# JDK
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 https://github.com/VowpalWabbit/vowpal_wabbit.git
RUN 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
# CatBoost
RUN pip3 install --upgrade catboost
# PyTorch
#RUN pip3 install http://download.pytorch.org/whl/cpu/torch-0.4.0-cp35-cp35m-linux_x86_64.whl
#RUN pip3 install --upgrade torchvision
# 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
COPY docker_files/entry-point.sh /
# 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 /entry-point.sh
WORKDIR /home/user
EXPOSE 22 4545
ENTRYPOINT ["/entry-point.sh"]
CMD ["shell"]