Github user erikerlandson commented on the issue:

    https://github.com/apache/spark/pull/13440
  
    I think targeting 3.0 with a refactor makes the most sense.  There's no way 
to do this without making small breaking changes, but slightly larger changes 
could clean up the design.  `ImpurityCalculator` can subsume `Impurity`, and a 
more general rethinking of gain and impurity can be accommodated too.


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