Optimize cache usage in builds
When building with Docker, a layer is reused from the build cache if the instruction and the files it depends on hasn't changed since it was previously built. Reusing layers from the cache speeds up the build process because Docker doesn't have to rebuild the layer again.
Here are a few techniques you can use to optimize build caching and speed up the build process:
- Order your layers: Putting the commands in your Dockerfile into a logical order can help you avoid unnecessary cache invalidation.
- Keep the context small: The context is the set of files and directories that are sent to the builder to process a build instruction. Keeping the context as small reduces the amount of data that needs to be sent to the builder, and reduces the likelihood of cache invalidation.
- Use bind mounts: Bind mounts let you mount a file or directory from the host machine into the build container. Using bind mounts can help you avoid unnecessary layers in the image, which can slow down the build process.
- Use cache mounts: Cache mounts let you specify a persistent package cache to be used during builds. The persistent cache helps speed up build steps, especially steps that involve installing packages using a package manager. Having a persistent cache for packages means that even if you rebuild a layer, you only download new or changed packages.
- Use an external cache: An external cache lets you store build cache at a remote location. The external cache image can be shared between multiple builds, and across different environments.
Order your layers
Putting the commands in your Dockerfile into a logical order is a great place to start. Because a change causes a rebuild for steps that follow, try to make expensive steps appear near the beginning of the Dockerfile. Steps that change often should appear near the end of the Dockerfile, to avoid triggering rebuilds of layers that haven't changed.
Consider the following example. A Dockerfile snippet that runs a JavaScript build from the source files in the current directory:
# syntax=docker/dockerfile:1
FROM node
WORKDIR /app
COPY . . # Copy over all files in the current directory
RUN npm install # Install dependencies
RUN npm build # Run build
This Dockerfile is rather inefficient. Updating any file causes a reinstall of all dependencies every time you build the Docker image even if the dependencies didn't change since last time.
Instead, the COPY
command can be split in two. First, copy over the package
management files (in this case, package.json
and yarn.lock
). Then, install
the dependencies. Finally, copy over the project source code, which is subject
to frequent change.
# syntax=docker/dockerfile:1
FROM node
WORKDIR /app
COPY package.json yarn.lock . # Copy package management files
RUN npm install # Install dependencies
COPY . . # Copy over project files
RUN npm build # Run build
By installing dependencies in earlier layers of the Dockerfile, there is no need to rebuild those layers when a project file has changed.
Keep the context small
The easiest way to make sure your context doesn't include unnecessary files is
to create a .dockerignore
file in the root of your build context. The
.dockerignore
file works similarly to .gitignore
files, and lets you
exclude files and directories from the build context.
Here's an example .dockerignore
file that excludes the node_modules
directory, all files and directories that start with tmp
:
node_modules
tmp*
Ignore-rules specified in the .dockerignore
file apply to the entire build
context, including subdirectories. This means it's a rather coarse-grained
mechanism, but it's a good way to exclude files and directories that you know
you don't need in the build context, such as temporary files, log files, and
build artifacts.
Use bind mounts
You might be familiar with bind mounts for when you run containers with docker run
or Docker Compose. Bind mounts let you mount a file or directory from the
host machine into a container.
# bind mount using the -v flag
docker run -v $(pwd):/path/in/container image-name
# bind mount using the --mount flag
docker run --mount=type=bind,src=.,dst=/path/in/container image-name
To use bind mounts in a build, you can use the --mount
flag with the RUN
instruction in your Dockerfile:
FROM golang:latest
WORKDIR /app
RUN --mount=type=bind,target=. go build -o /app/hello
In this example, the current directory is mounted into the build container
before the go build
command gets executed. The source code is available in
the build container for the duration of that RUN
instruction. When the
instruction is done executing, the mounted files are not persisted in the final
image, or in the build cache. Only the output of the go build
command
remains.
The COPY
and ADD
instructions in a Dockerfile lets you copy files from the
build context into the build container. Using bind mounts is beneficial for
build cache optimization because you're not adding unnecessary layers to the
cache. If you have build context that's on the larger side, and it's only used
to generate an artifact, you're better off using bind mounts to temporarily
mount the source code required to generate the artifact into the build. If you
use COPY
to add the files to the build container, BuildKit will include all
of those files in the cache, even if the files aren't used in the final image.
There are a few things to be aware of when using bind mounts in a build:
-
Bind mounts are read-only by default. If you need to write to the mounted directory, you need to specify the
rw
option. However, even with therw
option, the changes are not persisted in the final image or the build cache. The file writes are sustained for the duration of theRUN
instruction, and are discarded after the instruction is done. -
Mounted files are not persisted in the final image. Only the output of the
RUN
instruction is persisted in the final image. If you need to include files from the build context in the final image, you need to use theCOPY
orADD
instructions. -
If the target directory is not empty, the contents of the target directory are hidden by the mounted files. The original contents are restored after the
RUN
instruction is done.For example, given a build context with only a
Dockerfile
in it:. └── Dockerfile
And a Dockerfile that mounts the current directory into the build container:
FROM alpine:latest WORKDIR /work RUN touch foo.txt RUN --mount=type=bind,target=. ls RUN ls
The first
ls
command with the bind mount shows the contents of the mounted directory. The secondls
lists the contents of the original build context.Build log#8 [stage-0 3/5] RUN touch foo.txt #8 DONE 0.1s #9 [stage-0 4/5] RUN --mount=target=. ls -1 #9 0.040 Dockerfile #9 DONE 0.0s #10 [stage-0 5/5] RUN ls -1 #10 0.046 foo.txt #10 DONE 0.1s
Use cache mounts
Regular cache layers in Docker correspond to an exact match of the instruction and the files it depends on. If the instruction and the files it depends on have changed since the layer was built, the layer is invalidated, and the build process has to rebuild the layer.
Cache mounts are a way to specify a persistent cache location to be used during builds. The cache is cumulative across builds, so you can read and write to the cache multiple times. This persistent caching means that even if you need to rebuild a layer, you only download new or changed packages. Any unchanged packages are reused from the cache mount.
To use cache mounts in a build, you can use the --mount
flag with the RUN
instruction in your Dockerfile:
FROM node:latest
WORKDIR /app
RUN --mount=type=cache,target=/root/.npm npm install
In this example, the npm install
command uses a cache mount for the
/root/.npm
directory, the default location for the npm cache. The cache mount
is persisted across builds, so even if you end up rebuilding the layer, you
only download new or changed packages. Any changes to the cache are persisted
across builds, and the cache is shared between multiple builds.
How you specify cache mounts depends on the build tool you're using. If you're unsure how to specify cache mounts, refer to the documentation for the build tool you're using. Here are a few examples:
RUN --mount=type=cache,target=/go/pkg/mod \
go build -o /app/hello
RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
--mount=type=cache,target=/var/lib/apt,sharing=locked \
apt update && apt-get --no-install-recommends install -y gcc
RUN --mount=type=cache,target=/root/.cache/pip \
pip install -r requirements.txt
RUN --mount=type=cache,target=/root/.gem \
bundle install
RUN --mount=type=cache,target=/app/target/ \
--mount=type=cache,target=/usr/local/cargo/git/db \
--mount=type=cache,target=/usr/local/cargo/registry/ \
cargo build
RUN --mount=type=cache,target=/root/.nuget/packages \
dotnet restore
RUN --mount=type=cache,target=/tmp/cache \
composer install
It's important that you read the documentation for the build tool you're using
to make sure you're using the correct cache mount options. Package managers
have different requirements for how they use the cache, and using the wrong
options can lead to unexpected behavior. For example, Apt needs exclusive
access to its data, so the caches use the option sharing=locked
to ensure
parallel builds using the same cache mount wait for each other and not access
the same cache files at the same time.
Use an external cache
The default cache storage for builds is internal to the builder (BuildKit instance) you're using. Each builder uses its own cache storage. When you switch between different builders, the cache is not shared between them. Using an external cache lets you define a remote location for pushing and pulling cache data.
External caches are especially useful for CI/CD pipelines, where the builders are often ephemeral, and build minutes are precious. Reusing the cache between builds can drastically speed up the build process and reduce cost. You can even make use of the same cache in your local development environment.
To use an external cache, you specify the --cache-to
and --cache-from
options with the docker buildx build
command.
--cache-to
exports the build cache to the specified location.--cache-from
specifies remote caches for the build to use.
The following example shows how to set up a GitHub Actions workflow using
docker/build-push-action
, and push the build cache layers to an OCI registry
image:
name: ci
on:
push:
jobs:
docker:
runs-on: ubuntu-latest
steps:
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
- name: Login to Docker Hub
uses: docker/login-action@v3
with:
username: ${{ vars.DOCKERHUB_USERNAME }}
password: ${{ secrets.DOCKERHUB_TOKEN }}
- name: Build and push
uses: docker/build-push-action@v6
with:
push: true
tags: user/app:latest
cache-from: type=registry,ref=user/app:buildcache
cache-to: type=registry,ref=user/app:buildcache,mode=max
This setup tells BuildKit to look for cache in the user/app:buildcache
image.
And when the build is done, the new build cache is pushed to the same image,
overwriting the old cache.
This cache can be used locally as well. To pull the cache in a local build,
you can use the --cache-from
option with the docker buildx build
command:
$ docker buildx build --cache-from type=registry,ref=user/app:buildcache .
Summary
Optimizing cache usage in builds can significantly speed up the build process. Keeping the build context small, using bind mounts, cache mounts, and external caches are all techniques you can use to make the most of the build cache and speed up the build process.
For more information about the concepts discussed in this guide, see: