Github user BryanCutler commented on a diff in the pull request:

    https://github.com/apache/spark/pull/21650#discussion_r202863084
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/python/ExtractPythonUDFs.scala
 ---
    @@ -167,7 +191,8 @@ object ExtractPythonUDFs extends Rule[SparkPlan] with 
PredicateHelper {
                 case (vectorizedUdfs, plainUdfs) if vectorizedUdfs.isEmpty =>
                   BatchEvalPythonExec(plainUdfs, child.output ++ resultAttrs, 
child)
                 case _ =>
    -              throw new IllegalArgumentException("Can not mix vectorized 
and non-vectorized UDFs")
    +              throw new AnalysisException(
    +                "Mixed Python and Scalar Pandas UDFs are not expected 
here")
    --- End diff --
    
    Change this to "Expected either Scalar Pandas UDFs or Batched UDFs but got 
both"


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