Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/16098
  
    I see. Let me please just revert the change back to 
https://github.com/apache/spark/pull/16098/commits/66ff918847a57b3ce4b5abbdf56498e3b871bbf0.
 It seems `TaskContextImpl.markTaskFailed(...)` should be called ahead when the 
task should be aborted (see https://issues.apache.org/jira/browse/SPARK-13601) 
and `Utils. tryWithSafeFinallyAndFailureCallbacks` calls this in `catchBlock`. 
I understand it seems not the cleanest way but it seems they can be refactored 
together if they have the same logics. 


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