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[SPARK-45364][INFRA][BUILD] Clean up the unnecessary Scala 2.12 logical in SparkBuild
### What changes were proposed in this pull request?
The pr aims to clean up the unnecessary Scala 2.12 logical in SparkBuild.
### Why are the changes needed?
Spark 4.0 no longer supports Scala 2.12.
### Does this PR introduce _any_ user-facing change?
No.
### How was this patch tested?
Pass GA.
### Was this patch authored or co-authored using generative AI tooling?
No.
Closes#43158 from panbingkun/SPARK-45364.
Authored-by: panbingkun <[email protected]>
Signed-off-by: Sean Owen <[email protected]>
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