为Python项目构建Docker映像时如何避免重新安装软件包？

  • Z时代
  • 2024-01-10
  • 分类：问答

我的Dockerfile就像

FROM my/base
ADD . /srv
RUN pip install -r requirements.txt
RUN python setup.py install
ENTRYPOINT ["run_server"]

每次构建新映像时，都必须重新安装依赖项，这在我所在的地区可能非常慢。

我想到的cache已安装软件包的一种方法是my/base用较新的图像覆盖该图像，如下所示：

docker build -t new_image_1 .
docker tag new_image_1 my/base

因此，下一次我使用此Dockerfile进行构建时，我/基础已经安装了一些软件包。

但是此解决方案有两个问题：

  1. 并非总是可以覆盖基本图像

  2. 随着新图像的叠加，基础图像变得越来越大

那么我可以使用什么更好的解决方案来解决这个问题呢？

回答：

有关我机器上的docker的一些信息：

☁  test  docker version
Client version: 1.1.2
Client API version: 1.13
Go version (client): go1.2.1
Git commit (client): d84a070
Server version: 1.1.2
Server API version: 1.13
Go version (server): go1.2.1
Git commit (server): d84a070
☁  test  docker info
Containers: 0
Images: 56
Storage Driver: aufs
 Root Dir: /var/lib/docker/aufs
 Dirs: 56
Execution Driver: native-0.2
Kernel Version: 3.13.0-29-generic
WARNING: No swap limit support

回答：

尝试使用以下Dockerfile进行构建。

FROM my/base
WORKDIR /srv
ADD ./requirements.txt /srv/requirements.txt
RUN pip install -r requirements.txt
ADD . /srv
RUN python setup.py install
ENTRYPOINT ["run_server"]

如果.（您的项目）有某些更改，则docker pip install通过使用缓存跳过行。

Docker仅pip install在您编辑requirements.txt文件时在构建上运行。

我写简单的Hello, World!程序。

$ tree
.
├── Dockerfile
├── requirements.txt
└── run.py
0 directories, 3 file
# Dockerfile
FROM dockerfile/python
WORKDIR /srv
ADD ./requirements.txt /srv/requirements.txt
RUN pip install -r requirements.txt
ADD . /srv
CMD python /srv/run.py
# requirements.txt
pytest==2.3.4
# run.py
print("Hello, World")

下面是输出。

Step 1 : WORKDIR /srv
---> Running in 22d725d22e10
---> 55768a00fd94
Removing intermediate container 22d725d22e10
Step 2 : ADD ./requirements.txt /srv/requirements.txt
---> 968a7c3a4483
Removing intermediate container 5f4e01f290fd
Step 3 : RUN pip install -r requirements.txt
---> Running in 08188205e92b
Downloading/unpacking pytest==2.3.4 (from -r requirements.txt (line 1))
  Running setup.py (path:/tmp/pip_build_root/pytest/setup.py) egg_info for package pytest
....
Cleaning up...
---> bf5c154b87c9
Removing intermediate container 08188205e92b
Step 4 : ADD . /srv
---> 3002a3a67e72
Removing intermediate container 83defd1851d0
Step 5 : CMD python /srv/run.py
---> Running in 11e69b887341
---> 5c0e7e3726d6
Removing intermediate container 11e69b887341
Successfully built 5c0e7e3726d6

我只更新run.py并尝试再次构建。

# run.py
print("Hello, Python")

下面是输出。

Sending build context to Docker daemon  5.12 kB
Sending build context to Docker daemon 
Step 0 : FROM dockerfile/python
---> f86d6993fc7b
Step 1 : WORKDIR /srv
---> Using cache
---> 55768a00fd94
Step 2 : ADD ./requirements.txt /srv/requirements.txt
---> Using cache
---> 968a7c3a4483
Step 3 : RUN pip install -r requirements.txt
---> Using cache
---> bf5c154b87c9
Step 4 : ADD . /srv
---> 9cc7508034d6
Removing intermediate container 0d7cf71eb05e
Step 5 : CMD python /srv/run.py
---> Running in f25c21135010
---> 4ffab7bc66c7
Removing intermediate container f25c21135010
Successfully built 4ffab7bc66c7

正如您在上面看到的，Docker使用构建缓存。这次我更新了requirements.txt。

# requirements.txt
pytest==2.3.4
ipython

下面是输出。

Sending build context to Docker daemon  5.12 kB
Sending build context to Docker daemon 
Step 0 : FROM dockerfile/python
---> f86d6993fc7b
Step 1 : WORKDIR /srv
---> Using cache
---> 55768a00fd94
Step 2 : ADD ./requirements.txt /srv/requirements.txt
---> b6c19f0643b5
Removing intermediate container a4d9cb37dff0
Step 3 : RUN pip install -r requirements.txt
---> Running in 4b7a85a64c33
Downloading/unpacking pytest==2.3.4 (from -r requirements.txt (line 1))
  Running setup.py (path:/tmp/pip_build_root/pytest/setup.py) egg_info for package pytest
Downloading/unpacking ipython (from -r requirements.txt (line 2))
Downloading/unpacking py>=1.4.12 (from pytest==2.3.4->-r requirements.txt (line 1))
  Running setup.py (path:/tmp/pip_build_root/py/setup.py) egg_info for package py
Installing collected packages: pytest, ipython, py
  Running setup.py install for pytest
Installing py.test script to /usr/local/bin
Installing py.test-2.7 script to /usr/local/bin
  Running setup.py install for py
Successfully installed pytest ipython py
Cleaning up...
---> 23a1af3df8ed
Removing intermediate container 4b7a85a64c33
Step 4 : ADD . /srv
---> d8ae270eca35
Removing intermediate container 7f003ebc3179
Step 5 : CMD python /srv/run.py
---> Running in 510359cf9e12
---> e42fc9121a77
Removing intermediate container 510359cf9e12
Successfully built e42fc9121a77

码头工人不使用构建缓存。如果它不起作用，请检查您的码头工人版本。

Client version: 1.1.2
Client API version: 1.13
Go version (client): go1.2.1
Git commit (client): d84a070
Server version: 1.1.2
Server API version: 1.13
Go version (server): go1.2.1
Git commit (server): d84a070

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