[Release-2.68] cherry-pick #36108 into release branch

[Abacn]

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Summary of Changes

Hello @Abacn, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request backports a change to the release-2.68 branch, specifically addressing the inclusion of Avro 1.12.0 within the Java expansion service container. The primary goal is to ensure compatibility or resolve an issue related to Avro, by explicitly bundling the required Avro version. This is a temporary solution as indicated by the TODO comments, pending a broader upgrade of Avro within the Beam project.

Highlights

• Avro Dependency Update: Temporarily adds Avro 1.12.0 as a direct dependency to the Java expansion service container build process. This is a stop-gap measure until Apache Beam officially moves to Avro 1.12.
• Dockerfile Changes: The Dockerfile for the Java expansion service now includes a step to copy the avro.jar into the container's jars directory.
• Gradle Build Configuration: The build.gradle file has been updated to declare org.apache.avro:avro:1.12.0 as a dockerDependency and to rename the Avro JAR during the copy process to avro.jar.

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