Github user jkbradley commented on the issue:

    https://github.com/apache/spark/pull/18281
  
    Catching up here, it sounds like the current recommendations (which I'm on 
board with) are to:
    * Switch to Futures, including using sameThreadExecutor for the case of 
parallelism=1
    * Try putting the use of Futures in a trait, unless it makes the code too 
awkward.  If @BryanCutler can reuse that in the other PR, that'd be great, 
though it might require some generalization (if worthwhile).
    * one or two smaller comments above


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