Github user vanzin commented on the issue:

    https://github.com/apache/spark/pull/16743
  
    There's no way to set the app state currently because in client mode (which 
includes local) Spark lacks an API to do that. So the code guesses that since 
"stop" was called, the app finished successfully. In cluster mode, Spark has 
more info and can propagate the proper status.
    
    It might be possible to detect failure in client mode by checking the exit 
code of the underlying spark-submit process. But the current code here is 
wrong. A task failing does not mean the application failed.


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