Github user tillrohrmann commented on the issue:

    https://github.com/apache/flink/pull/2095
  
    Thanks for the review @uce. I think you're right and we should also accept 
the `FAILED` state when calling `restart` and simply print a log message 
instead of throwing the `IllegalStateException`. But I'm not so sure for any 
terminal state because we should not have reached the state `FINISHED`. This 
usually indicates a failure and should not go unnoticed.
    
    I will add the `FAILED` check and then merge the PR.


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