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

    https://github.com/apache/spark/pull/4964#discussion_r26551717
  
    --- Diff: 
streaming/src/main/scala/org/apache/spark/streaming/scheduler/JobGenerator.scala
 ---
    @@ -44,6 +49,14 @@ class JobGenerator(jobScheduler: JobScheduler) extends 
Logging {
       private val conf = ssc.conf
       private val graph = ssc.graph
     
    +  // Scala treeset makes it difficult to drop items while iterating over 
the set. dropWhile
    +  // creates a new set, which does not seem very efficient. So use Java 
treeset instead.
    +  private val activeBatches =
    +    Collections.synchronizedSet[Time](new TreeSet[Time](new 
TimeComparator()))
    --- End diff --
    
    Scala treeset does not have a way of dropping data based on some predicate. 
`dropWhile` seems inefficient since it creates a new set - which seemed 
unnecessary. An alternative would be using the iterator to drop, but the scala 
iterator does not allow removing data.


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