viirya commented on a change in pull request #25442: [SPARK-28722][ML] Change 
sequential label sorting in StringIndexer fit to parallel
URL: https://github.com/apache/spark/pull/25442#discussion_r314079726
 
 

 ##########
 File path: mllib/src/main/scala/org/apache/spark/ml/feature/StringIndexer.scala
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 @@ -213,32 +221,36 @@ class StringIndexer @Since("1.4.0") (
     val labelsArray = $(stringOrderType) match {
       case StringIndexer.frequencyDesc =>
         val sortFunc = StringIndexer.getSortFunc(ascending = false)
-        countByValue(dataset, inputCols).map { counts =>
+        val orgStrings = countByValue(dataset, inputCols).toSeq
+        ThreadUtils.parmap(orgStrings, "sortingStringLabels", 8) { counts =>
           counts.toSeq.sortWith(sortFunc).map(_._1).toArray
-        }
+        }.toArray
       case StringIndexer.frequencyAsc =>
 
 Review comment:
   Done. Dedup the code now.

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