update the default spark-rapids version to 2512

[nvliyuan]

Update the spark-rapids jar version after plugin release

[gemini-code-assist[bot]]

Summary of Changes

Hello @nvliyuan, I'm Gemini Code Assist[^1]! 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 performs a routine update of the default Spark-RAPIDS version used within the project. The change ensures that the system leverages the most recent Spark-RAPIDS plugin release, incorporating any new features, performance improvements, or bug fixes that come with version 25.12.0.

Highlights

• Spark-RAPIDS Version Update: The default Spark-RAPIDS version has been updated from "25.10.0" to "25.12.0" to align with the latest plugin release.

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[nvliyuan]

@cjac @jayadeep-jayaraman can you please help check? thx CC @viadea @sameerz

[cjac]

/gcbrun