Creating Smaller Docker Images: Part #2
This is the second post in a series on making smaller Docker images. In my previous blog post I talked about how to create smaller Docker images but there were limits to how small we could make the images. I outlined a way in which you can make the layers you add to your Docker image smaller, but there may be times where it just isn’t possible. Perhaps you need to run some steps in a particular order.
For Instance, maybe you need to add a file during an intermediate step?
RUN ... ADD some_file / RUN ...
What if I need to do some processing in the first RUN command before adding the file and then do some more processing before some cleanup in the second RUN command? In that case I’m out of luck. Docker will create a layer after each command. You may also have a situation where the base image you want to use inherits from many other images and each adds their own large layers.
Docker doesn’t provide a way to decouple the commands you run and caching of the layers. Most of the time this is ok, but it can lead to images that are larger than needed. In order to reduce the number of layers and their sizes down you can squash the layers much like you would squash git commits. There is a really cool tool that will do this for you called docker-squash. You can read more about it in the author’s original blog post.
Docker squash will squash a number of image layers so that any data stored in the intermediate steps is removed. This is really great when you find yourself in the situation above. Or you want to make your Dockerfile less complicated. Let’s give it a try.
I’m going to see if I can make the standard python:2.7.11 image on docker hub smaller. We can notice from the Dockerfile is first purging the existing Debian python installation, before downloading and compiling it’s own version. But since the Debian python is already included in one of the earlier layers, that space is taken up by our image. The images also depends on several other Dockerfiles which are each adding their own layers. Let’s see how much space we can save by squashing it.
First I’m going to pull it down to my local machine.
$ docker pull python:2.7.11 2.7.11: Pulling from library/python 7a01cc5f27b1: Pull complete 3842411e5c4c: Pull complete ... 127e6c8b9452: Pull complete 88690041a8a3: Pull complete Digest: sha256:590ee32a8cab49d2e7aaa92513e40a61abc46a81e5fdce678ea74e6d26e574b9 Status: Downloaded newer image for python:2.7.11
Right away, can see the image has a good number of layers and is about 676MB.
$ docker images python:2.7.11 REPOSITORY TAG IMAGE ID CREATED VIRTUAL SIZE python 2.7.11 88690041a8a3 2 weeks ago 676.1 MB
It’s a little annoying that docker-squash doesn’t let you squash images that are in your local repository. Instead it requires that the image be exported as a file. I’m going to go ahead and do that and create a new squashed image.
$ docker save python:2.7.11 > python-2.7.11.tar $ sudo bin/docker-squash -i python-2.7.11.tar -o python-squashed-2.7.11.tar
Now we can see right away that the new file is smaller by about 75MB.
~$ ls -lh python-*.tar -rw-rw-r-- 1 ian ian 666M Feb 15 16:32 python-2.7.11.tar -rw-r--r-- 1 root root 590M Feb 15 16:33 python-squashed-2.7.11.tar
Sure enough after we load it back into our local repository, docker reports that it’s much smaller:
$ cat python-squashed-2.7.11.tar | docker load $ docker images python-squashed REPOSITORY TAG IMAGE ID CREATED VIRTUAL SIZE python-squashed latest 18d8ebf067fd 11 days ago 599.9 MB
You’ll notice though that docker shows us the “Virtual Size” of our images. That’s because Docker reuses images that depend on the same layers. Much like how git has commits and modifying or squashing the commits makes a completely new commit, docker-squash will create a completely new independent layer that contains everything.
Docker-squash allows you to mitigate this a little bit by providing a -from argument. The default of this argument is the first FROM layer. So it the case above, because there were many FROM layers, it was able to squash out some unnecessary data but still leave the layer from the first base image. By specifying this argument you can decide which base image you want to use so that it doesn’t have to be downloaded each time.
$ docker-squash -from 18d8ebf067fd -i ... -o ...
Docker-squash isn’t a panacea but it does add one more tool to your toolbox for managing Docker image sizes. Give it a try and let me know what you think in the comments below or by pinging me on Twitter. In the next couple of blog posts I’ll talk about some more tools and ways to lower the size of Docker images.
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