Github user rxin commented on a diff in the pull request:

    https://github.com/apache/spark/pull/10554#discussion_r48932093
  
    --- Diff: core/src/main/scala/org/apache/spark/api/java/JavaPairRDD.scala 
---
    @@ -288,17 +288,18 @@ class JavaPairRDD[K, V](val rdd: RDD[(K, V)])
        * immediately to the master as a Map. This will also perform the 
merging locally on each mapper
        * before sending results to a reducer, similarly to a "combiner" in 
MapReduce.
        */
    -  def reduceByKeyLocally(func: JFunction2[V, V, V]): java.util.Map[K, V] =
    +  def reduceByKeyLocally(func: JFunction2[V, V, V]): JMap[K, V] =
         mapAsSerializableJavaMap(rdd.reduceByKeyLocally(func))
     
       /** Count the number of elements for each key, and return the result to 
the master as a Map. */
    -  def countByKey(): java.util.Map[K, Long] = 
mapAsSerializableJavaMap(rdd.countByKey())
    +  def countByKey(): JMap[K, JLong] =
    +    mapAsSerializableJavaMap(rdd.countByKey().mapValues(JLong.valueOf))
    --- End diff --
    
    what's the reason we still need the mapValues here?



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