Github user icexelloss commented on the issue:

    https://github.com/apache/spark/pull/20428
  
    * `PANDAS SCALAR UDF` -> `SCALAR PANDAS UDF`
    This doesn't really change the API so +1
    
    * `PANDAS GROUP MAP UDF` -> `GROUPED MAP PANDAS UDF`
    The API changes from `PandasUDFType.GROUP_MAP` to 
`PandasUDFType.GROUPED_MAP`. I think this is fine as well. 
    
    *  `PANDAS GROUP AGG UDF` -> `PANDAS UDAF`
    The API changes from `PandasUDFType.GROUP_AGG` to `PandasUDFType.UDAF`. I 
don't love this because it feels different from `SCALAR` and `GROUPED_MAP`. I 
would probably call it something like `GROUPED_AGG`. But since this type is not 
released in 2.3, we can always change later. 


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