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

    https://github.com/apache/spark/pull/11250#discussion_r53430913
  
    --- Diff: 
extras/kinesis-asl/src/test/scala/org/apache/spark/streaming/kinesis/KinesisStreamSuite.scala
 ---
    @@ -241,13 +243,13 @@ abstract class KinesisStreamTests(aggregateTestData: 
Boolean) extends KinesisFun
         kinesisStream.foreachRDD((rdd: RDD[Array[Byte]], time: Time) => {
           val kRdd = rdd.asInstanceOf[KinesisBackedBlockRDD[Array[Byte]]]
           val data = rdd.map { bytes => new String(bytes).toInt 
}.collect().toSeq
    -      collectedData(time) = (kRdd.arrayOfseqNumberRanges, data)
    +      collectedData.put(time, (kRdd.arrayOfseqNumberRanges, data))
         })
     
         ssc.remember(Minutes(60)) // remember all the batches so that they are 
all saved in checkpoint
         ssc.start()
     
    -    def numBatchesWithData: Int = collectedData.count(_._2._2.nonEmpty)
    +    def numBatchesWithData: Int = 
collectedData.asScala.count(_._2._2.nonEmpty)
    --- End diff --
    
    @srowen 
    Thanks for your comment. For the 5 files I changed, I will remove the usage 
of Java ConcurrentHashMap, and use mutable.HashMap instead.  I will  wrap every 
mutable.HashMap operation in a synchronized block. 


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