Github user andrewor14 commented on the pull request:

    https://github.com/apache/spark/pull/2840#issuecomment-60469995
  
    Alright, as of the latest changes, the interface of requesting executors is 
that we specify the number of total executors this application demands rather 
than an incremental number. This guarantees that we do not over-allocate 
executors due to some race condition (more detail in the code comments). This 
should go in before #2746.


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