Github user cloud-fan commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19852#discussion_r154852742
  
    --- Diff: 
core/src/main/scala/org/apache/spark/api/python/PythonRunner.scala ---
    @@ -319,7 +319,7 @@ private[spark] abstract class BasePythonRunner[IN, OUT](
     
           case e: Exception if env.isStopped =>
             logDebug("Exception thrown after context is stopped", e)
    -        null.asInstanceOf[OUT]  // exit silently
    +        throw new SparkException("Spark session has been stopped", e)
    --- End diff --
    
    It seems like java task doesn't check `env.isStopped` when task failed, and 
only check it when retry failed.
    
    Does python task have retry mechanism?


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