Github user BryanCutler commented on the issue:

    https://github.com/apache/spark/pull/15821
  
    > Parallelizing the record batch conversion and streaming it to Python 
would be another significant perf win. 
    
    Right, I should have also mentioned that this PR takes a simplistic 
approach and collects rows to the driver, where all the conversion is done.  
Offloading this to the executors should boost the performance more.


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