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余亮华
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添加 初始版本
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‎Dockerfile_ubuntu_small_amd64

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# 基础镜像: alg_base_ubuntu_samll_amd64:1.0.0
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# ubuntu 20
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# Package Version
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# ------------------------------ ---------
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# certifi 2021.10.8
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# charset-normalizer 2.0.7
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# GDAL 3.3.0
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# idna 3.3
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# numpy 1.21.2
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# opencv-contrib-python-headless 4.5.3.56
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# pip 20.0.2
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# PyYAML 5.4.1
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# requests 2.26.0
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# setuptools 45.2.0
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# urllib3 1.26.7
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# wheel 0.34.2
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FROM osgeo/gdal:ubuntu-small-latest-amd64
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ENV is_prod_env=True
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RUN mkdir -p /app \
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&& mkdir -p /data_mining/data \
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&& mkdir -p /data_mining/result \
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&& mkdir -p /data_mining/logs \
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&& mkdir -p /data_mining/shp \
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&& mkdir -p /data_mining/model \
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&& sed -i 's/archive.ubuntu.com/mirrors.ustc.edu.cn/g' /etc/apt/sources.list \
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&& sed -i 's/security.ubuntu.com/mirrors.ustc.edu.cn/g' /etc/apt/sources.list \
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&& apt-get update \
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&& sh -c '/bin/echo -e "Y\n" | apt-get install python3-pip' \
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&& sh -c '/bin/echo -e "Y\n" | apt-get install libgl1-mesa-glx' \
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&& pip3 install -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir opencv-contrib-python-headless==4.5.3.56 requests==2.26.0 PyYAML==5.4.1 \
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&& pip3 install --upgrade -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir numpy==1.21.2 \
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&& apt-get clean && apt-get autoclean

‎Dockerfile_ubuntu_small_amd64_gpu

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# 基础镜像: alg_base_ubuntu_samll_amd64_gpu:1.0.0
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# ubuntu 20
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# Package Version
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# ------------------------------ ---------
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# absl-py 0.15.0
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# astunparse 1.6.3
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# cachetools 4.2.4
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# certifi 2021.10.8
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# charset-normalizer 2.0.7
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# clang 5.0
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# flatbuffers 1.12
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# gast 0.4.0
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# GDAL 3.3.0
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# google-auth 2.3.0
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# google-auth-oauthlib 0.4.6
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# google-pasta 0.2.0
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# grpcio 1.41.0
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# h5py 3.1.0
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# idna 3.3
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# keras 2.6.0
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# Keras-Preprocessing 1.1.2
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# Markdown 3.3.4
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# numpy 1.19.5
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# oauthlib 3.1.1
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# opencv-contrib-python-headless 4.5.3.56
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# opt-einsum 3.3.0
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# pip 20.0.2
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# protobuf 3.18.1
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# pyasn1 0.4.8
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# pyasn1-modules 0.2.8
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# PyYAML 5.4.1
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# requests 2.26.0
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# requests-oauthlib 1.3.0
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# rsa 4.7.2
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# setuptools 45.2.0
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# six 1.15.0
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# tensorboard 2.7.0
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# tensorboard-data-server 0.6.1
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# tensorboard-plugin-wit 1.8.0
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# tensorflow-estimator 2.6.0
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# tensorflow-gpu 2.6.0
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# termcolor 1.1.0
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# typing-extensions 3.7.4.3
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# urllib3 1.26.7
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# Werkzeug 2.0.2
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# wheel 0.37.0
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# wrapt 1.12.1
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FROM osgeo/gdal:ubuntu-small-latest-amd64
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ENV is_prod_env=True
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RUN mkdir -p /app \
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&& mkdir -p /data_mining/data \
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&& mkdir -p /data_mining/result \
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&& mkdir -p /data_mining/logs \
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&& mkdir -p /data_mining/shp \
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&& mkdir -p /data_mining/model \
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&& sed -i 's/archive.ubuntu.com/mirrors.ustc.edu.cn/g' /etc/apt/sources.list \
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&& sed -i 's/security.ubuntu.com/mirrors.ustc.edu.cn/g' /etc/apt/sources.list \
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&& apt-get update \
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&& sh -c '/bin/echo -e "Y\n" | apt-get install python3-pip' \
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&& sh -c '/bin/echo -e "Y\n" | apt-get install libgl1-mesa-glx' \
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&& pip3 install -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir opencv-contrib-python-headless==4.5.3.56 requests==2.26.0 PyYAML==5.4.1 \
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&& pip3 install --upgrade -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir numpy==1.21.2 \
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&& curl -o /tmp/libcudart11.0_11.3.109~11.3.1-4_amd64.deb http://mirrors.ustc.edu.cn/ubuntu/pool/multiverse/n/nvidia-cuda-toolkit/libcudart11.0_11.3.109~11.3.1-4_amd64.deb \
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&& dpkg -i /tmp/libcudart11.0_11.3.109~11.3.1-4_amd64.deb \
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&& pip3 install -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir tensorflow-gpu \
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&& pip3 install -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir Keras \
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&& apt-get clean && apt-get autoclean

‎README.md

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# docker-python-data-science
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## 基础镜像说明
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基于gdal官方的`ubuntu-small-latest-amd64`镜像制作模型基础镜像，在此镜像的基础上安装其它py包，形成以下两个模型基础镜像:
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* Dockerfile_ubuntu_small_amd64
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* Dockerfile_ubuntu_small_amd64_gpu 附带了tensorflow、keras及cuda驱动
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使用以上两个镜像可方便自定义Dockerfile，来构建自己的项目和产品。
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## py 和 gcc 版本
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Python 3.8.10 (default, Jun 2 2021, 10:49:15)
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[GCC 9.4.0] on linux
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## Dockerfile_ubuntu_small_amd64
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包含以下组件:
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```bash
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# ubuntu 20
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# Package Version
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# ------------------------------ ---------
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# certifi 2021.10.8
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# charset-normalizer 2.0.7
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# GDAL 3.3.0
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# idna 3.3
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# numpy 1.21.2
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# opencv-contrib-python-headless 4.5.3.56
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# pip 20.0.2
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# PyYAML 5.4.1
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# requests 2.26.0
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# setuptools 45.2.0
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# urllib3 1.26.7
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# wheel 0.34.2
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```
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## Dockerfile_ubuntu_small_amd64_gpu
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包含以下组件:
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```bash
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# ubuntu 20
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# Package Version
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# ------------------------------ ---------
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# absl-py 0.15.0
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# astunparse 1.6.3
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# cachetools 4.2.4
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# certifi 2021.10.8
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# charset-normalizer 2.0.7
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# clang 5.0
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# flatbuffers 1.12
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# gast 0.4.0
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# GDAL 3.3.0
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# google-auth 2.3.0
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# google-auth-oauthlib 0.4.6
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# google-pasta 0.2.0
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# grpcio 1.41.0
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# h5py 3.1.0
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# idna 3.3
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# keras 2.6.0
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# Keras-Preprocessing 1.1.2
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# Markdown 3.3.4
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# numpy 1.19.5
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# oauthlib 3.1.1
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# opencv-contrib-python-headless 4.5.3.56
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# opt-einsum 3.3.0
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# pip 20.0.2
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# protobuf 3.18.1
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# pyasn1 0.4.8
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# pyasn1-modules 0.2.8
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# PyYAML 5.4.1
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# requests 2.26.0
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# requests-oauthlib 1.3.0
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# rsa 4.7.2
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# setuptools 45.2.0
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# six 1.15.0
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# tensorboard 2.7.0
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# tensorboard-data-server 0.6.1
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# tensorboard-plugin-wit 1.8.0
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# tensorflow-estimator 2.6.0
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# tensorflow-gpu 2.6.0
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# termcolor 1.1.0
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# typing-extensions 3.7.4.3
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# urllib3 1.26.7
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# Werkzeug 2.0.2
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# wheel 0.37.0
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# wrapt 1.12.1
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```
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## 自定义Dockerfile
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```dockerfile
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FROM alg_base_ubuntu_samll_amd64:1.0.0
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# or
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#FROM alg_base_ubuntu_samll_amd64_gpu:1.0.0
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WORKDIR /app
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ADD ./config.json /app/
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ADD ./*.py /app/
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ADD ./*.yml /app/
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ADD ./requirements.txt /app/
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RUN apt-get update \
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&& sh -c '/bin/echo -e "Y\n" | apt-get install libxml2 libxml2-dev libxslt1.1 libxslt1-dev' \
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&& pip3 install -i https://pypi.mirrors.ustc.edu.cn/simple/ --no-cache-dir -r requirements.txt \
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&& apt-get clean && apt-get autoclean
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CMD ["python3", "/app/your.py"]
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```

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