viirya commented on a change in pull request #27165: [SPARK-28264][PYTHON][SQL] 
Support type hints in pandas UDF and rename/move inconsistent pandas UDF types
URL: https://github.com/apache/spark/pull/27165#discussion_r365478625
 
 

 ##########
 File path: python/pyspark/sql/pandas/functions.py
 ##########
 @@ -490,31 +405,78 @@ def pandas_udf(f=None, returnType=None, 
functionType=None):
             eval_type = returnType
         else:
             # @pandas_udf(dataType) or @pandas_udf(returnType=dataType)
-            eval_type = PythonEvalType.SQL_SCALAR_PANDAS_UDF
+            eval_type = None
     else:
         return_type = returnType
 
         if functionType is not None:
             eval_type = functionType
         else:
-            eval_type = PythonEvalType.SQL_SCALAR_PANDAS_UDF
+            eval_type = None
 
     if return_type is None:
-        raise ValueError("Invalid returnType: returnType can not be None")
+        raise ValueError("Invalid return type: returnType can not be None")
 
     if eval_type not in [PythonEvalType.SQL_SCALAR_PANDAS_UDF,
                          PythonEvalType.SQL_SCALAR_PANDAS_ITER_UDF,
                          PythonEvalType.SQL_GROUPED_MAP_PANDAS_UDF,
                          PythonEvalType.SQL_GROUPED_AGG_PANDAS_UDF,
                          PythonEvalType.SQL_MAP_PANDAS_ITER_UDF,
-                         PythonEvalType.SQL_COGROUPED_MAP_PANDAS_UDF]:
+                         PythonEvalType.SQL_COGROUPED_MAP_PANDAS_UDF,
+                         None]:  # None means it should infer the type from 
type hints.
+
         raise ValueError("Invalid functionType: "
 
 Review comment:
   nit: Invalid function type? As like above `Invalid return type`?

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