Robert J. Berger
Posted on January 30, 2023
What's the Problem?
If your Ruby development environment (e.g. a Mac) is different from your target Lambda in terms of operating system or architecture, there may be problems creating your Lambda image. This is especially true if your Ruby Gem Dependencies include C extensions. Without taking special steps, you may end up with a Lambda image that won't work when you try to run the Lambda.
This is due to the fact that some Gems have native extensions that ether have prebuilt versions for specific target OS and architectures. Many common Gems have native extentions. Some of these include Gems like nokogiri
, json
, nio4r
and ffi
.
When you run bundle install
on your Mac to create a vendor/bundle
that you expect to package into your Lambda image, you will only get the versions of these GEMS that are for your Mac OS and architecture. For instance an M1 Mac will install native extention Gems for arm64-darwin
If you zip that up into your Lambda function image and run it, you may see an error message similar to the following in your Cloudwatch logs when trying to run the Lambda (Gems that have Extensions will be listed in the Could not find
line):
"errorMessage": "Could not find byebug-11.1.3, json-2.6.2, nokogiri-1.14.0, racc-1.6.2 in any of the sources",
"errorType": "Init<Bundler::GemNotFound>",
Note that this situation would happen not just for Macs, but for any development environment that is not the same OS (Linux) and runtime architecture (arm64 or amd64/x86_64) as your target Lambda.
Bundle in a Quick Lambda Linux Docker Container
The solution, as usual in such cases, is to use Docker to do the Gem Bundling in an environment that is the same as your target Lambda. It would be nice to still do it as a series of shell commands or part of a script and not bother with needing a Dockerfile
. Turns out its pretty easy:
dir=`pwd`
bundle config set --local deployment 'true'
docker run --platform=linux/amd64 \
-e BUNDLE_SILENCE_ROOT_WARNING=1 \
-v `pwd`:`pwd` \
-w `pwd` \
amazon/aws-sam-cli-build-image-ruby2.7 bundle install
bundle config unset deployment
bundle config unset path
That command effectively runs bundle install
in your current directory, except it is being run in the context of an AWS Lambda amd64 (x86_64) Linux with all the build tools for Ruby.
This Docker runtime has the current directory of your Mac mapped into its current directory. So it can read and write any files and directories it needs from your project.
Dissecting the Commands
Here's some more details on what each line of the command do:
-
dir=`pwd`
Capture the current directory path in a shell variable just to make it easy to reuse in the following commands -
bundle config set --local deployment 'true'
Setbundler
configuration todeployment
mode-
bundle install --deployment
among other flags are depreciated and its now recommended to use bundle config to manage things like we do here.- Either style of command updates the local
.bundle/config
in your project with
BUNDLE_DEPLOYMENT: "true" BUNDLE_PATH: "vendor/bundle"
-
--local
ensures that this gets applied only to your project -
deployment true
:- Disallows changes to the
Gemfile
if theGemfile.lock
is older than Gemfile - It also sets the
BUNDLE_PATH
tovendor/bundle
- This config be "sticky" after this which you probably don't want if you later do normal local development
- Later
config unset
commands will unset these
- Later
- Disallows changes to the
- Either style of command updates the local
docker run
The start of the docker command run. The following are the arguments to this command-
-e BUNDLE_SILENCE_ROOT_WARNING=1
- Suppress the warning not to run as root, as docker default to the root user
- Processes in docker container run as
root
unless you do some work to add users and set it to run as another user. Andbundler
issues warnings if you run it as root. So the -e flag creates an Environment VariableBUNDLE_SILENCE_ROOT_WARNING
that is consumed bybundler
and tellsbundler
not to issue that warning. - This is not required, but those warnings are aestheticly unpleasing.
-
-v ${dir}:${dir}
- Bind mount a volume: Maps the top of your ruby project with the Gemfile (
`pwd`
aka${dir}
aka your current directory) into the docker container with the same path.
- Bind mount a volume: Maps the top of your ruby project with the Gemfile (
-
-w ${dir}
- Working directory inside the container: Sets the working directory of the docker container runtime to be same as our current directory path.
- This flag + the
-v
flag enables_thebundler
process running in the container to read and write all the files and directories in your project.
-
amazon/aws-sam-cli-build-image-ruby2.7
- Positional argument that specifies the docker image to use
- We use the amazon/aws-sam-cli-build-image-ruby2.7 image from DockerHub because its an image that has everything your ruby lambda Linux runtime will have plus it has all the Linux build tools needed to build any Ruby gems with extentions.
- You don't need to be using SAM to use this image.
- The same image is also available from AWS ECR as public.ecr.aws/sam/build-ruby2.7.
- It would be possible to use other images that have what you need, but this one seems to work well.
-
bundle install
- Positional last argument: The
bundle
command to run once the docker image starts.
- Positional last argument: The
-
-
bundle config unset deployment
- This combined with the next command unsets what
bundle config set deployment true
set. - You will probably want to run these two commands before doing any
bundle
commands before doing any normal local development.
- This combined with the next command unsets what
-
bundle config unset path
- See previous command description
Zip it Up Good
You need to zip up your Ruby Project including the newly created vendor/bundle
. This assume your current directory is your Ruby project with all your code, Gemfile, Gemfile.lock etc. Won't go into the details here. This is just the mechanics of packaging up your project into a zipfile suitable for uploading to your Lambda Function.
mkdir -p pkg/out
zip -q -r pkg/out/my-lambda.zip . -x pkg/*
Upload to Lambda function
This assumes you have already created your Lambda Function named my-lambda
in your AWS Account in us-west-2
.
aws lambda update-function-code --function-name my-lambda \
--zip-file fileb://pkg/out/my-lambda.zip \
--region us-west-2
For reference, the official docs: Deploy Ruby Lambda functions with .zip file archives (Ignore their instructions for using bundle
)
Wrapping Things Up
If you use a modern Linux environment with the same processor architecture as your target Lambda, you can probably get away without having to use this Docker work around. Though it could still be safest to use this even there. The docker container being used is literally the same linux runtime as the target Lambda.
Otherwise, this technique should work for just about any development environment that can run Docker containers and run similar commands. Its only been tested it on a Mac though.
Do let me know if you have any feedback, know of any better ways or have improvements to this technique in the comments or by contacting me directly.
About the author
Robert J. Berger
As the Chief Architect, Rob guides the evolution of the InformedIQ Software and Infrastructure. His experience spans the rise and fall of many technology lifecycles from machine vision, digitization of professional video production equipment, Internet Infrastructure, Wireless, E-commerce, Big Data, IoT, DevOps and Machine Learning. He has been a founder or a technical leader in several startups in Silicon Valley.
Mastodon: https://hachyderm.io/@rberger
Posted on January 30, 2023
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