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############################################################ | ||
# Dockerfile to build wine_quality_prediction images | ||
# Based on Ubuntu | ||
############################################################ | ||
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#Set base image to Ubuntu | ||
FROM ubuntu | ||
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#Update repositor source list | ||
RUN apt-get update | ||
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################## BEGIN INSTALLATION ###################### | ||
#Install python basics | ||
RUN apt-get -y install \ | ||
build-essential \ | ||
python-dev \ | ||
python-setuptools | ||
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# Create Timezon Variable | ||
ENV DEBIAN_FRONTEND=noninteractive | ||
ENV TZ=Asia/Beijing | ||
# Install tzdata | ||
RUN apt-get install -y tzdata | ||
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# Install python pip | ||
RUN apt-get -y install python3-pip | ||
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#Install git | ||
RUN apt-get -y install git-all | ||
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#Install other dependancies | ||
RUN pip3 install matplotlib>=3.2.2 | ||
RUN pip3 install scikit-learn>=0.23.2 | ||
RUN pip3 install scipy==1.5.3 | ||
RUN pip3 install numpy>=1.19.4 | ||
RUN pip3 install pandas>=1.1.3 | ||
RUN pip3 install matplotlib>=3.3.3 | ||
RUN pip3 install requests>=2.24.0 | ||
RUN pip3 install graphviz | ||
RUN pip3 install altair>=4.1.0 | ||
RUN pip3 install jinja2 | ||
RUN pip3 install pip>=20 | ||
RUN pip3 install pandas-profiling>=1.4.3 | ||
RUN pip3 install psutil>=5.7.2 | ||
RUN pip3 install xgboost>=1.* | ||
RUN pip3 install lightgbm>=3.* | ||
RUN pip3 install git+git://github.com/mgelbart/plot-classifier.git | ||
RUN pip3 install altair-saver==0.5.0 | ||
RUN pip3 install docopt==0.6.2 | ||
RUN pip3 install selenium==3.141.0 | ||
RUN pip3 install webdriver-manager==3.2.2 | ||
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CMD ["echo Finish Creating Docker Image!"] |
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