dtenedor opened a new pull request, #46815:
URL: https://github.com/apache/spark/pull/46815

   ### What changes were proposed in this pull request?
   
   Migrate logging with variables of the Spark `RPackageUtils` module to 
structured logging framework. This transforms the log* entries of APIs like 
this:
   
   ```
   def logWarning(msg: => String): Unit
   ```
   to
   ```
   def logWarning(entry: LogEntry): Unit
   ```
   
   ### Why are the changes needed?
   
   To enhance Apache Spark's logging system by implementing structured logging.
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes, Spark core logs will contain additional MDC
   
   ### How was this patch tested?
   
   Compiler and scala style checks, as well as code review.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Brief but appropriate use of GitHub copilot


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