Github user sarutak commented on the pull request:

    https://github.com/apache/spark/pull/2432#issuecomment-56808038
  
    @JoshRosen Unifying the unique identifier for each application is make 
sense.
    I implemented applicationId to return System.currentTimeMillis as a default 
unique ID, and each subclass of TaskScheduler and SchedulerBackend (except for 
test) override applicationId to return actual application ID.
    
    Also, changed event log's directory name, using Application ID.


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