dongjoon-hyun opened a new pull request, #774:
URL: https://github.com/apache/spark-kubernetes-operator/pull/774

   ### What changes were proposed in this pull request?
   
   This PR aims to replace the Scala-typed `labels()` override of 
`SparkAppDriverConf` with the Java-friendly `sparkVersion()` API which was 
introduced via SPARK-56736 in Apache Spark 4.2.0.
   
   Since `KubernetesDriverConf.labels()` builds its preset labels with 
`SPARK_VERSION_LABEL -> sparkVersion`, overriding `sparkVersion()` produces the 
same label map without using the Scala `scala.collection.immutable.Map` API.
   
   ### Why are the changes needed?
   
   To use Java-friendly APIs instead of Scala APIs.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No. The generated driver labels are identical. The existing `testLabels` 
test passes without modification.
   
   ### How was this patch tested?
   
   Pass the CIs.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Claude Fable 5


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