# Install and start docker # Then this file may be used to create a Docker container using: # $ docker build anaconda_py35_h2o_xgboost_graphviz # $ docker run -i -t -p 8888:8888 /bin/bash -c "/opt/conda/bin/conda install jupyter -y --quiet && /opt/conda/bin/jupyter notebook --notebook-dir=/mli-resources --ip='*' --port=8888 --no-browser --allow-root" # Open a browser and navigate to localhost:8888 # Base debian system FROM debian:8.5 ENV LANG=C.UTF-8 LC_ALL=C.UTF-8 # Update OS RUN apt-get update --fix-missing && apt-get install -y wget bzip2 ca-certificates \ libglib2.0-0 libxext6 libsm6 libxrender1 \ git mercurial subversion # Anaconda Python 3.6 RUN echo 'export PATH=/opt/conda/bin:$PATH' > /etc/profile.d/conda.sh && \ wget --quiet https://repo.continuum.io/archive/Anaconda3-5.1.0-Linux-x86_64.sh -O ~/anaconda.sh && \ /bin/bash ~/anaconda.sh -b -p /opt/conda && \ rm ~/anaconda.sh RUN apt-get install -y curl grep sed dpkg && \ TINI_VERSION=`curl https://github.com/krallin/tini/releases/latest | grep -o "/v.*\"" | sed 's:^..\(.*\).$:\1:'` && \ curl -L "https://github.com/krallin/tini/releases/download/v${TINI_VERSION}/tini_${TINI_VERSION}.deb" > tini.deb && \ dpkg -i tini.deb && \ rm tini.deb && \ apt-get clean ENV PATH /opt/conda/bin:$PATH ENTRYPOINT [ "/usr/bin/tini", "--" ] CMD [ "/bin/bash" ] # Java RUN apt-get -y -f install default-jdk # H2o deps RUN pip install requests && \ pip install tabulate && \ pip install six && \ pip install future && \ pip install colorama # H2o, version seems very important RUN pip uninstall h2o || true && \ pip install h2o==3.20.0.4 # Git RUN apt-get -y install git # Examples RUN git clone https://github.com/h2oai/mli-resources.git # XGBoost RUN apt-get update --fix-missing && \ apt-get -y install gcc g++ make && \ conda install -y libgcc && \ pip install xgboost==0.7.post3 # GraphViz RUN apt-get -y install graphviz # Tree Shap/ELI5 RUN pip install shap eli5