Github user rdblue commented on the issue:

    https://github.com/apache/spark/pull/16281
  
    The improvement is in how row groups are garbage collected. G1GC puts 
humongous allocations directly into the old generation, so you end up needing a 
full GC to reclaim the space. That just increases memory pressure, so you run 
out of memory and run full GCs and/or spill to disk. We don't have data yet 
because I haven't pushed the feature or metrics collection for it.


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