Github user cxzl25 commented on the issue:

    https://github.com/apache/spark/pull/21656
  
    @maropu @cloud-fan @squito 
    Can you trigger a test for this?
    This is the exception stack in the log:
    ```
    ERROR Utils: uncaught error in thread task-scheduler-speculation, stopping 
SparkContext
    java.util.NoSuchElementException: MedianHeap is empty.
    at org.apache.spark.util.collection.MedianHeap.median(MedianHeap.scala:83)
    at 
org.apache.spark.scheduler.TaskSetManager.checkSpeculatableTasks(TaskSetManager.scala:968)
    at 
org.apache.spark.scheduler.Pool$$anonfun$checkSpeculatableTasks$1.apply(Pool.scala:94)
    at 
org.apache.spark.scheduler.Pool$$anonfun$checkSpeculatableTasks$1.apply(Pool.scala:93)
    at scala.collection.Iterator$class.foreach(Iterator.scala:742)
    at scala.collection.AbstractIterator.foreach(Iterator.scala:1194)
    at scala.collection.IterableLike$class.foreach(IterableLike.scala:72)
    at scala.collection.AbstractIterable.foreach(Iterable.scala:54)
    at org.apache.spark.scheduler.Pool.checkSpeculatableTasks(Pool.scala:93)
    at 
org.apache.spark.scheduler.Pool$$anonfun$checkSpeculatableTasks$1.apply(Pool.scala:94)
    at 
org.apache.spark.scheduler.Pool$$anonfun$checkSpeculatableTasks$1.apply(Pool.scala:93)
    ```


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