pan3793 opened a new pull request, #7653:
URL: https://github.com/apache/kyuubi/pull/7653

   ### Why are the changes needed?
   Repeated `DynMethods` lookups occur on hot paths for Hive result 
serialization, Spark UI rendering, and URI construction. This caches the 
resolved methods so reflection lookup happens once instead of on every call.
   
   ### How was this patch tested?
   - `dev/reformat`
   - `build/mvn test -pl externals/kyuubi-spark-sql-engine -am -Dtest=none 
-DwildcardSuites=org.apache.kyuubi.engine.spark.schema.RowSetSuite`
   - `build/mvn test -pl externals/kyuubi-spark-sql-engine -am -Dtest=none 
-DwildcardSuites=org.apache.kyuubi.engine.spark.KyuubiSparkUtilSuite`
   - `build/mvn test -Pspark-4.0 -Pscala-2.13 -pl 
externals/kyuubi-spark-sql-engine -am -Dtest=none 
-DwildcardSuites=org.apache.kyuubi.engine.spark.KyuubiSparkUtilSuite`
   
   ### Was this patch authored or co-authored using generative AI tooling?
   Yes. Assisted-by: GLM 5.3


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