Github user srowen commented on the issue:

    https://github.com/apache/spark/pull/19232
  
    Yeah I wonder if this slows things down for smaller data sets, because of 
the extra levels and checks, but then again, when the aggregation is small, 
anything's similarly fast. The default depth is shallow and there are checks to 
eval how well it works. I tend to support this if there is empirical evidence 
that it speeds it up at scale.


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