Dockerfile

FROM centos:7

USER root
ENV LANG C.UTF-8
ENV NotebookToken ''

# llvm9 in epel, need by compile shap;
# gcc9 in centos-release-scl; gcc9 is need by compile xgboost
# `scl enable devtoolset-9 bash` to enable gcc9
# `echo "source /opt/rh/devtoolset-9/enable" >> /etc/profile` is equals to `scl enable devtoolset-9 bash`
# xgboost need cmake3

RUN  yum install epel-release  centos-release-scl -y \
     && yum clean all \
     && yum makecache \
     && yum install -y llvm9.0 llvm9.0-devel python36-devel devtoolset-9-gcc devtoolset-9-gcc-c++ make cmake3 \
	 && ln -s /opt/rh/devtoolset-9/root/usr/bin/gcc /usr/local/bin \
	 && ln -s /opt/rh/devtoolset-9/root/usr/bin/g++ /usr/local/bin \
	 && ln -s /usr/bin/cmake3 /usr/bin/cmake \
     && yum install -y graphviz \
     && yum install -y git \
     && pip3 install --upgrade pip setuptools

ENV LLVM_CONFIG /usr/bin/llvm-config-9.0-64

#RUN mkdir -p /root/.pip \
#    && echo -e "[global]\n\
#index-url = https://mirrors.aliyun.com/pypi/simple" > /root/.pip/pip.conf
#
## For install shap
#RUN echo -e "[easy_install]\n\
#index_url = https://mirrors.aliyun.com/pypi/simple" > /root/.pydistutils.cfg


RUN pip3 install -v jupyterlab==2.0.0 supervisor pyarrow==2.0.0 # Docker Image deps

RUN pip3 install -v numpy==1.19.1 scikit-learn==0.23.1 tensorflow==2.2.0  # Prepare for shap
RUN pip3 install -v shap==0.28.5 matplotlib dask-ml==1.4.0  # Prepare for hypergbm

RUN pip3 install -v cooka  # install cooka

RUN pip3 install -v scikit-learn==0.23.1 featuretools==0.27.1 dask-ml==1.4.0

RUN mkdir -p /root/.config/cooka /root/cooka /etc/supervisor/ /var/log

COPY supervisord.conf /etc/supervisor/

EXPOSE 8888 8000 9000

CMD ["bash", "-c", "/usr/local/bin/supervisord -c /etc/supervisor/supervisord.conf"]

# docker run --rm  -p 8888:8888 -e NotebookToken=your-token datacanvas/hypergbm