Github user icexelloss commented on the issue: https://github.com/apache/spark/pull/20217 My two cents: I kind of like the PySpark API `registerUDF`. I think the API is simple and clear, comparing to the alternative (merging this API to `registerFunction` and throwing an error in case that `f` is a UDF and `returnType` is set) I think we can even go a little further to deprecate the `registerFunction(name, f, returnType)` API if we want - It's the same as `registerUDF(name, udf(f, returnType))`, to reduce the API surface. I also don't think it's super important to be same as Scala API there because Python doesn't have the same type system as Scala.
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