Github user tsudukim commented on the pull request:

    https://github.com/apache/spark/pull/6545#issuecomment-107833438
  
    I wonder if it is a good idea that we have a custom HandlerCollection.
    The cause of the problem is the cache mechanism in `HistoryServer`. The 
current HistoryServer caches all UI object in `appCache` regardless of whether 
it is completed or incomplete. I think it's reasonable to fix the cache layer 
not to retain when incomplete job.
    Setting `spark.history.retainedApplications = 0` (in order not to use 
cache) can be a workaround for this problem.


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