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

    https://github.com/apache/spark/pull/17130#discussion_r114002784
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/fpm/FPGrowth.scala ---
    @@ -268,12 +269,8 @@ class FPGrowthModel private[ml] (
         val predictUDF = udf((items: Seq[_]) => {
           if (items != null) {
             val itemset = items.toSet
    -        brRules.value.flatMap(rule =>
    -          if (items != null && rule._1.forall(item => 
itemset.contains(item))) {
    -            rule._2.filter(item => !itemset.contains(item))
    -          } else {
    -            Seq.empty
    -          }).distinct
    +        brRules.value.filter(_._1.forall(itemset.contains))
    +          .flatMap(_._2.filter(!itemset.contains(_))).distinct
    --- End diff --
    
    I guess that's the right way. I will revert the code change.


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