srowen commented on a change in pull request #25324: 
[SPARK-21481][ML][FOLLOWUP] HashingTF Cleanup and Tiny Optimizations
URL: https://github.com/apache/spark/pull/25324#discussion_r311558459
 
 

 ##########
 File path: mllib/src/main/scala/org/apache/spark/ml/feature/HashingTF.scala
 ##########
 @@ -100,19 +100,20 @@ class HashingTF @Since("1.4.0") (@Since("1.4.0") 
override val uid: String)
   @Since("2.0.0")
   override def transform(dataset: Dataset[_]): DataFrame = {
     val outputSchema = transformSchema(dataset.schema)
+    val localNumFeatures = $(numFeatures)
+    val localBinary = $(binary)
+
     val hashUDF = udf { terms: Seq[_] =>
-      val numOfFeatures = $(numFeatures)
-      val isBinary = $(binary)
       val termFrequencies = mutable.HashMap.empty[Int, 
Double].withDefaultValue(0.0)
       terms.foreach { term =>
-        val i = indexOf(term)
-        if (isBinary) {
+        val i = Utils.nonNegativeMod(hashFunc(term), localNumFeatures)
 
 Review comment:
   OK, yeah I think we had discussed whether it's better to reuse indexOf or 
call this directly with a local var. I'm OK with either.

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