Docker打包python flask服務


1、將宿主機上python環境保存到requirements.txt
pip3 freeze >requirements.txt


2、新建sources.list文件(apt的源文件)
sources.list具體內容如下:
$ vi sources.list

deb-src http://archive.ubuntu.com/ubuntu xenial main restricted #Added by software-properties
deb http://mirrors.aliyun.com/ubuntu/ xenial main restricted
deb-src http://mirrors.aliyun.com/ubuntu/ xenial main restricted multiverse universe #Added by software-properties
deb http://mirrors.aliyun.com/ubuntu/ xenial-updates main restricted
deb-src http://mirrors.aliyun.com/ubuntu/ xenial-updates main restricted multiverse universe #Added by software-properties
deb http://mirrors.aliyun.com/ubuntu/ xenial universe
deb http://mirrors.aliyun.com/ubuntu/ xenial-updates universe
deb http://mirrors.aliyun.com/ubuntu/ xenial multiverse
deb http://mirrors.aliyun.com/ubuntu/ xenial-updates multiverse
deb http://mirrors.aliyun.com/ubuntu/ xenial-backports main restricted universe multiverse
deb-src http://mirrors.aliyun.com/ubuntu/ xenial-backports main restricted universe multiverse #Added by software-properties
deb http://archive.canonical.com/ubuntu xenial partner
deb-src http://archive.canonical.com/ubuntu xenial partner
deb http://mirrors.aliyun.com/ubuntu/ xenial-security main restricted
deb-src http://mirrors.aliyun.com/ubuntu/ xenial-security main restricted multiverse universe #Added by software-properties
deb http://mirrors.aliyun.com/ubuntu/ xenial-security universe
deb http://mirrors.aliyun.com/ubuntu/ xenial-security multiverse


3、准備Dockerfile文件
# 指定所創建鏡像的基礎鏡像
FROM nvidia/cuda:9.0-cudnn7-devel
LABEL author="gtmap"
#用ubuntu國內源替換默認源
RUN rm /etc/apt/sources.list
COPY sources.list /etc/apt/sources.list

WORKDIR /work_path //docker環境中工作路徑
ADD . /workpath //將文件拷貝到docker中的文件夾下

RUN sed -i s@/archive.ubuntu.com/@/mirrors.aliyun.com/@g /etc/apt/sources.list
#RUN sed -i s@/http/@/https/@g /etc/apt/sources.list.d/cuda.list
#RUN sed -i s@/http/@/https/@g /etc/apt/sources.list.d/nvidia-ml.list
RUN sed -i s@/http/@/https/@g /etc/apt/sources.list
RUN sed -i s@/developer.download.nvidia.com/@/developer.download.nvidia.cn/@g /etc/apt/sources.list.d/cuda.list
RUN echo > /etc/apt/sources.list.d/nvidia-ml.list
RUN echo > /etc/apt/sources.list.d/cuda.list

RUN apt-get update && apt-get install wget

#安裝python
RUN apt-get update --fix-missing && \
apt-get install vim \
python3-pip \
python3-dev \
python-opencv \
python3-tk \
libjpeg-dev \
libfreetype6 \
libfreetype6-dev \
zlib1g-dev \
cmake \
cython \
git \
libxml2 \
libxml2-dev \
libcups2-dev \
-y
# 更新pip
RUN python3 -m pip install --upgrade pip -i https://pypi.douban.com/simple

# 安裝python依賴庫
RUN python3 -m pip install -r requirements.txt -i https://pypi.douban.com/simple(這一步可以先不執行,再創建好鏡像之后,再在鏡像中安裝)

# Add CUDA to the path
ENV PATH $PATH:/usr/local/cuda/bin
ENV LD_LIBRARY_PATH $LD_LIBRARY_PATH:/usr/local/cuda/lib64
ENV CUDA_HOME /usr/local/cuda
RUN ldconfig

# 設置docker容器中編碼格式
ENV LANG C.UTF-8

# 聲明鏡像內服務監聽的端口
EXPOSE 8888

# CMD為啟動鏡像后執行的腳本
CMD ["python", "manage.py"]


4、創建docker鏡像文件
docker build -t hello . //-t 鏡像名稱 -f dockerfile文件路徑 .代表Dockerfile在當前路徑下


5、啟動docker鏡像文件
docker run -it -p 8888:8888 hello // 守護模式啟動鏡像hello


6、修改后保存鏡像
docker commit -m "" -a "" 容器id 鏡像源:版本
說明:-m 提交的說明
-a 提交的用戶
舉例:
docker commit -m '修改代碼' -a 'gtmap' cb016b4263b6 target_identification:v2


7、保存鏡像為tar包
docker save target_identification:v2 -o ./target_identification.tar

 


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