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

    https://github.com/apache/spark/pull/12414#discussion_r118307768
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/RFormula.scala 
---
    @@ -163,12 +163,20 @@ class RFormula @Since("1.5.0") (@Since("1.5.0") 
override val uid: String)
         }.toMap
     
         // Then we handle one-hot encoding and interactions between terms.
    +    var hasReferenceCategory = false
    --- End diff --
    
    because then the 2nd condition `!hasReferenceCategory` is always true on 
L175 
https://github.com/apache/spark/pull/12414/files#diff-bedaa993ebc2cc2e0d496859095270feR175


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