Github user BryanCutler commented on the issue:

    https://github.com/apache/spark/pull/16782
  
    Ping @holdenk @davies .  I reproduced the code in the JIRA and found that 
kwargs from one thread were getting overwritten by another, causing a 
`ml.Pipeline` to be constructed with incorrect parameters.  This is just a bit 
of a hacked solution, not sure what you would think about possibly removing 
`wrapper._input_kwargs = kwargs` for this instead, because it would require a 
lot of changes.


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