GideonPotok commented on code in PR #46404:
URL: https://github.com/apache/spark/pull/46404#discussion_r1594756311


##########
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/Mode.scala:
##########
@@ -70,20 +78,46 @@ case class Mode(
     buffer
   }
 
-  override def eval(buffer: OpenHashMap[AnyRef, Long]): Any = {
-    if (buffer.isEmpty) {
+  override def eval(buff: OpenHashMap[AnyRef, Long]): Any = {
+    if (buff.isEmpty) {
       return null
     }
+    val buffer = if (child.dataType.isInstanceOf[StringType] && 
collationEnabled) {
+      val modeMap = buff.foldLeft(
+        new TreeMap[org.apache.spark.unsafe.types.UTF8String, 
Long]()(Ordering.comparatorToOrdering(
+          CollationFactory.fetchCollation(collationId).comparator

Review Comment:
   Actually, the Numerical benchmark case should be ignored for this analysis. 
The case we can compare the various cases against is the  UTF8_BINARY case.  
Thus, For this implementation, the slowdown ranges from 16.9x to 56x. And for 
the prototype, it ranges from 9.5x to 15x



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