cube-studio/job-template/job/ray_sklearn/Dockerfile

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2022-05-17 14:57:21 +08:00
#FROM rayproject/ray:nightly
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FROM ccr.ccs.tencentyun.com/cube-studio/ray:gpu
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USER root
#COPY job/pkgs/config/pip.conf /root/.pip/pip.conf
#COPY job/pkgs/config/ubuntu-sources.list /etc/apt/sources.list
# 安装调试相关工具
RUN apt update && apt install -y --force-yes --no-install-recommends vim apt-transport-https gnupg2 ca-certificates-java rsync jq wget git dnsutils iputils-ping net-tools curl mysql-client locales zip software-properties-common
ENV TZ 'Asia/Shanghai'
ENV DEBIAN_FRONTEND=noninteractive
# 安装开发相关工具
RUN apt install -y python3-dev gcc automake autoconf libtool make ffmpeg build-essential
# 安装pip库
RUN pip install pysnooper cython
# 安装stern
RUN wget https://github.com/wercker/stern/releases/download/1.11.0/stern_linux_amd64 && chmod +x stern_linux_amd64 && mv stern_linux_amd64 /usr/bin/stern
RUN curl -LO "https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl" && chmod +x kubectl && mv kubectl /usr/bin/
# 便捷操作
RUN echo "alias ll='ls -alF'" >> /root/.bashrc && \
echo "alias la='ls -A'" >> /root/.bashrc && \
echo "alias vi='vim'" >> /root/.bashrc && \
/bin/bash -c "source /root/.bashrc"
WORKDIR /app
RUN pip3 install kubernetes==12.0.1 pysnooper psutil
RUN pip3 install scikit-learn==0.23.2 pandas numpy joblib
COPY job/sklearn_estimator/* /app/
COPY job/pkgs /app/job/pkgs
ENV PYTHONPATH=/app:$PYTHONPATH
ENTRYPOINT ["python3", "launcher.py"]