What are Docker image “layers”?

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情话喂你
情话喂你 2020-11-30 17:02

I am brand new to Docker and am trying to understand exactly what a Docker image is. Every single definition of a Docker image uses the term \"layer\", but does not

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  • 2020-11-30 17:36

    Since Docker v1.10, with introduction of the content addressable storage, the notion of 'layer' became quite different. Layers have no notion of an image or belonging to an image, they become merely collections of files and directories that can be shared across images. Layers and images became separated.

    For example, on a locally built image from a base image, let's say, ubuntu:14.04, the docker history command yields the image chain, but some of the image IDs will be shown as 'missing' because the build history is no longer loaded. And the layers that compose these images can be found via

    docker inspect <image_id> | jq -r '.[].RootFS'
    

    The layer content is stored at /var/lib/docker/aufs/diff if the storage driver selection is aufs. But the layers are named with a randomly generated cache ID, it seems the link between a layer and its cache ID is only known to Docker Engine for security reasons. I am still looking for a way to find out

    1. The corresponding relation between an image and its composing layer(s)
    2. Actual location and size of a layer on the disk

    This blog provided much insight.

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  • 2020-11-30 17:45

    A docker container image is created using a dockerfile. Every line in a dockerfile will create a layer. Consider the following dummy example:

    FROM ubuntu             #This has its own number of layers say "X"
    MAINTAINER FOO          #This is one layer 
    RUN mkdir /tmp/foo      #This is one layer 
    RUN apt-get install vim #This is one layer 
    

    This will create a final image where the total number of layers will be X+3

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  • 2020-11-30 17:49

    Thank you @David Castillo for the useful information. I think the layer is some binary change or instruction of a image that can be done or undone easily. They are done step by step that is same as a layer on a layer, so we called "layer".

    For more information you can see the "docker history" like this:

    docker images --tree
    Warning: '--tree' is deprecated, it will be removed soon. See usage.
    └─511136ea3c5a Virtual Size: 0 B Tags: scratch:latest
      └─59e359cb35ef Virtual Size: 85.18 MB
        └─e8d37d9e3476 Virtual Size: 85.18 MB Tags: debian:wheezy
          └─c58b36b8f285 Virtual Size: 85.18 MB
            └─90ea6e05b074 Virtual Size: 118.6 MB
              └─5dc74cffc471 Virtual Size: 118.6 MB Tags: vim:latest
    
    
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  • 2020-11-30 17:51

    I think the official document gives a pretty detailed explanation: https://docs.docker.com/engine/userguide/storagedriver/imagesandcontainers/.


    (source: docker.com)

    An image consists of many layers which usually are generated from Dockerfile, each line in Dockerfile will create a new layer, and the result is an image, which is denoted by the form repo:tag, like ubuntu:15.04.

    For more information, please consider reading the official docs above.

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  • 2020-11-30 17:52

    I might be late, but here's my 10 cents (complementing ashishjain's answer):

    Basically, a layer, or image layer is a change on an image, or an intermediate image. Every command you specify (FROM, RUN, COPY, etc.) in your Dockerfile causes the previous image to change, thus creating a new layer. You can think of it as staging changes when you're using git: You add a file's change, then another one, then another one...

    Consider the following Dockerfile:

    FROM rails:onbuild
    ENV RAILS_ENV production
    ENTRYPOINT ["bundle", "exec", "puma"]
    

    First, we choose a starting image: rails:onbuild, which in turn has many layers. We add another layer on top of our starting image, setting the environment variable RAILS_ENV with the ENV command. Then, we tell docker to run bundle exec puma (which boots up the rails server). That's another layer.

    The concept of layers comes in handy at the time of building images. Because layers are intermediate images, if you make a change to your Dockerfile, docker will build only the layer that was changed and the ones after that. This is called layer caching.

    You can read more about it here.

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  • 2020-11-30 17:55

    They make the most sense to me with an example...

    Examining layers of your own build with docker diff

    Lets take a contrived example Dockerfile:

    FROM busybox
    
    RUN mkdir /data
    # imagine this is downloading source code
    RUN dd if=/dev/zero bs=1024 count=1024 of=/data/one 
    RUN chmod -R 0777 /data
    # imagine this is compiling the app
    RUN dd if=/dev/zero bs=1024 count=1024 of=/data/two 
    RUN chmod -R 0777 /data
    # and now this cleans up that downloaded source code
    RUN rm /data/one 
    
    CMD ls -alh /data
    

    Each of those dd commands outputs a 1M file to the disk. Lets build the image with an extra flag to save the temporary containers:

    docker image build --rm=false .
    

    In the output, you'll see each of the running commands happen in a temporary container that we now keep instead of automatically deleting:

    ...
    Step 2/7 : RUN mkdir /data
     ---> Running in 04c5fa1360b0
     ---> 9b4368667b8c
    Step 3/7 : RUN dd if=/dev/zero bs=1024 count=1024 of=/data/one
     ---> Running in f1b72db3bfaa
    1024+0 records in
    1024+0 records out
    1048576 bytes (1.0MB) copied, 0.006002 seconds, 166.6MB/s
     ---> ea2506fc6e11
    

    If you run a docker diff on each of those container id's, you'll see what files were created in those containers:

    $ docker diff 04c5fa1360b0  # mkdir /data
    A /data
    $ docker diff f1b72db3bfaa  # dd if=/dev/zero bs=1024 count=1024 of=/data/one
    C /data
    A /data/one
    $ docker diff 81c607555a7d  # chmod -R 0777 /data
    C /data
    C /data/one
    $ docker diff 1bd249e1a47b  # dd if=/dev/zero bs=1024 count=1024 of=/data/two
    C /data
    A /data/two
    $ docker diff 038bd2bc5aea  # chmod -R 0777 /data
    C /data/one
    C /data/two
    $ docker diff 504c6e9b6637  # rm /data/one
    C /data
    D /data/one
    

    Each line prefixed with an A is adding the file, the C indicates a change to an existing file, and the D indicates a delete.

    Here's the TL;DR part

    Each of these container filesystem diffs above goes into one "layer" that gets assembled when you run the image as a container. The entire file is in each layer when there's an add or change, so each of those chmod commands, despite just changing a permission bit, results in the entire file being copied into the next layer. The deleted /data/one file is still in the previous layers, 3 times in fact, and will be copied over the network and stored on disk when you pull the image.

    Examining existing images

    You can see the commands that goes into creating the layers of an existing image with the docker history command. You can also run a docker image inspect on an image and see the list of layers under the RootFS section.

    Here's the history for the above image:

    IMAGE               CREATED             CREATED BY                                      SIZE                COMMENT
    a81cfb93008c        4 seconds ago       /bin/sh -c #(nop)  CMD ["/bin/sh" "-c" "ls -…   0B
    f36265598aef        5 seconds ago       /bin/sh -c rm /data/one                         0B
    c79aff033b1c        7 seconds ago       /bin/sh -c chmod -R 0777 /data                  2.1MB
    b821dfe9ea38        10 seconds ago      /bin/sh -c dd if=/dev/zero bs=1024 count=102…   1.05MB
    a5602b8e8c69        13 seconds ago      /bin/sh -c chmod -R 0777 /data                  1.05MB
    08ec3c707b11        15 seconds ago      /bin/sh -c dd if=/dev/zero bs=1024 count=102…   1.05MB
    ed27832cb6c7        18 seconds ago      /bin/sh -c mkdir /data                          0B
    22c2dd5ee85d        2 weeks ago         /bin/sh -c #(nop)  CMD ["sh"]                   0B
    <missing>           2 weeks ago         /bin/sh -c #(nop) ADD file:2a4c44bdcb743a52f…   1.16MB
    

    The newest layers are listed on top. Of note, there are two layers at the bottom that are fairly old. They come from the busybox image itself. When you build one image, you inherit all the layers of the image you specify in the FROM line. There are also layers being added for changes to the image meta-data, like the CMD line. They barely take up any space and are more for record keeping of what settings apply to the image you are running.

    Why layers?

    The layers have a couple advantages. First, they are immutable. Once created, that layer identified by a sha256 hash will never change. That immutability allows images to safely build and fork off of each other. If two dockerfiles have the same initial set of lines, and are built on the same server, they will share the same set of initial layers, saving disk space. That also means if you rebuild an image, with just the last few lines of the Dockerfile experiencing changes, only those layers need to be rebuilt and the rest can be reused from the layer cache. This can make a rebuild of docker images very fast.

    Inside a container, you see the image filesystem, but that filesystem is not copied. On top of those image layers, the container mounts it's own read-write filesystem layer. Every read of a file goes down through the layers until it hits a layer that has marked the file for deletion, has a copy of the file in that layer, or the read runs out of layers to search through. Every write makes a modification in the container specific read-write layer.

    Reducing layer bloat

    One downside of the layers is building images that duplicate files or ship files that are deleted in a later layer. The solution is often to merge multiple commands into a single RUN command. Particularly when you are modifying existing files or deleting files, you want those steps to run in the same command where they were first created. A rewrite of the above Dockerfile would look like:

    FROM busybox
    
    RUN mkdir /data \
     && dd if=/dev/zero bs=1024 count=1024 of=/data/one \
     && chmod -R 0777 /data \
     && dd if=/dev/zero bs=1024 count=1024 of=/data/two \
     && chmod -R 0777 /data \
     && rm /data/one
    
    CMD ls -alh /data
    

    And if you compare the resulting images:

    • busybox: ~1MB
    • first image: ~6MB
    • second image: ~2MB

    Just by merging together some lines in the contrived example, we got the same resulting content in our image, and shrunk our image from 5MB to just the 1MB file that you see in the final image.

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