Github user tdas commented on the pull request:

    https://github.com/apache/spark/pull/3801#issuecomment-68756791
  
    Right, that is probably the case. The checkpointing is asynchronous, and 
there isnt any callback hook for that, which we can use to wait on. We could 
wait for the expected checkpoint file to appear in the directory. That will 
make it deterministic.


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