Github user colorant commented on the pull request:

    https://github.com/apache/spark/pull/1328#issuecomment-48688983
  
    I think there might be several issues need to be addressed here to make 
this more robust and sound solution: 
    
    1. A solution to avoid pre-start stage occupy too many CPU resource which 
starve the parent stage and prevent it from finish in time. will need to 
control how many pre-start task can launch and adjust according to parent 
stage's status. And need some config to allow user to fine tune the behavior, 
after all, what's the best time to pre-start might depends on actual case.
    
    2. might need a more common Interface, seems a lot of specific class 
implementation is assumed.
    
    3. Might need to take more care of the memory management issue, say how to 
prevent pre-start stage occupy too many memory (say by cache etc) which 
complicate the overall cache eviction and GC problem etc.
    
    Just my suggestion.


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