Github user BryanCutler commented on the issue:

    https://github.com/apache/spark/pull/16782
  
    Thanks @jkbradley and @davies for reviewing.  This fix still seems a little 
hacky to me and you could still possibly run into trouble if you call a nested 
wrapped function and don't consume the `_input_kwargs` right away.  But it is 
the best solution I could think of without being overly complicated and it is a 
little better than it was before.  If you guys give the go ahead, I can update 
the other uses in pyspark.ml and try to add a test also.


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