AWS Lambda on Java with CRaC

This is an example of a Java AWS Lambda that uses Project CRaC to reduce the cost and time of the first function invocation.

Based on https://github.com/awsdocs/aws-lambda-developer-guide/tree/main/sample-apps/blank-java.

In this example the function will be packed as the container image together with JDK CRaC runtime and the CRaC image.

The CRaC image with the snapshot of JVM and application states will be preparied with the help of AWS Runtime Interface Emulator.

The deployment scheme will be:

Create the container image with the function
Create the CRaC image:
- Run the function in the local environment
- Optionally, warm-up the function
- Trigger checkpoint to dump the image
Create the container image with the function and the image
Deploy the container to AWS

Deployment

Instruction
Techical details

Instruction

The repo contain a helper script to perform routine operations. It is intended to be "executable documentation", so the reader is invited to look to the script

The step zero fetches necessary dependencies:

./crac-steps.sh s00_init

It will be required to download the latest development build of OpenJDK CRaC from https://github.com/CRaC/openjdk-builds/actions/workflows/release.yml. Then run:

./crac-steps.sh dojlink ./path/to/the/extracted/crac/jdk

Build

The function needs to use a fork of AWS Lambda Java Libraries, pom.xml was changed to:

    <dependency>
      <groupId>io.github.crac.com.amazonaws</groupId>
      <artifactId>aws-lambda-java-runtime-interface-client</artifactId>
      <version>1.0.0</version>
    </dependency>

Build the app and create the container image for checkpoint (crac-lambda-checkpoint):

./crac-steps.sh s01_build

Checkpoint

Run the container for checkpoint on the local machine:

./crac-steps.sh s02_start_checkpoint

At this point you may provide a workload to warm-up your function, served on port 8080.

Then trigger checkpoint from another terminal:

./crac-steps.sh s03_checkpoint

The former function process should exit, leaving the CRaC image in the cr directory.

Create the final container image with the CRaC image (crac-lambda-restore):

./crac-steps.sh s04_prepare_restore

Deploy

Now you can deploy crac-lambda-restore as the container function to the AWS.

You may also check the function locally with RIE.

Test locally

You can also test the container locally:

./crac-steps.sh s05_local_restore

From another terminal:

./crac-steps.sh post hi

To test cold start, drop file system caches by:

./crac-steps.sh make_cold_local

Deploy to AWS

The helper script can deploy the container, assuming there is a function named crac-test configured to use image crac-test.

Initialize the evironment:

eval $(./crac-steps.sh s06_init_aws)

Push the container and update the function:

./crac-steps.sh s07_deploy_aws

To test cold start, reconfigure the function by:

./crac-steps.sh make_cold_aws

Techical details

AWS environment restricts features and capabilities for functions in containers:

the file system is read-only, except /tmp
setting PID/TIDs for being restored process, ptrace, and some other syscalls that are usually required by CRIU are not allowed
storage performance is not great

To overcome storage limits we unpack libjvm.so to /tmp at the start of the container. Same is done for CRaC image after it's added to the container image.

CRaC's build of CRIU attempts to set the PID/TIDs on restore first, in case this functionality is presented. When this fails in AWS, it attempts to align the next PID by creating empty do-nothing processes/threads. As in the vanilla CRIU, there is strict requirement for PID/TIDs to be available. To ensure Java PID/TIDs won't intersect with another processes on restore, checkpoint script ensures Java PID/TIDs are created with a reasonable offset, see the script.

CRaC / example-lambda

readme