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

    https://github.com/apache/spark/pull/16193#discussion_r91609923
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/python/ExtractPythonUDFs.scala
 ---
    @@ -165,4 +167,31 @@ object ExtractPythonUDFs extends Rule[SparkPlan] {
           }
         }
       }
    +
    +  // Split the original FilterExec to two FilterExecs. The upper 
FilterExec only contains
    +  // Python UDF and non-deterministic predicates.
    +  private def trySplitFilter(plan: SparkPlan): SparkPlan = {
    +    plan match {
    +      case filter: FilterExec =>
    +        // Only push down the predicates that is deterministic and all the 
referenced attributes
    +        // come from child.
    +        val (candidates, containingNonDeterministic) =
    +          
splitConjunctivePredicates(filter.condition).span(_.deterministic)
    +        val (pushDown, rest) = candidates.partition(!hasPythonUDF(_))
    +        val stayUp = rest ++ containingNonDeterministic
    +
    +        if (pushDown.nonEmpty) {
    +          val newChild = FilterExec(pushDown.reduceLeft(And), filter.child)
    +          if (stayUp.nonEmpty) {
    --- End diff --
    
    There are should be some UDFs, so this will not be empty


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