Github user BryanCutler commented on the issue:
https://github.com/apache/spark/pull/17849
If params are defined in the PySpark model, when that model is fit a Scala
version is created then the PySpark model is wrapped around it. The param
values from the Scala version are never transferred to the PySpark model, so
the defined params will only have default values.
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