Github user adrian-wang commented on a diff in the pull request:

    https://github.com/apache/spark/pull/7644#discussion_r35503381
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/datetimeFunctions.scala
 ---
    @@ -247,14 +248,112 @@ case class DateFormatClass(left: Expression, right: 
Expression) extends BinaryEx
     
       override protected def nullSafeEval(timestamp: Any, format: Any): Any = {
         val sdf = new SimpleDateFormat(format.toString)
    -    UTF8String.fromString(sdf.format(new Date(timestamp.asInstanceOf[Long] 
/ 1000)))
    +    UTF8String.fromString(sdf.format(new 
java.util.Date(timestamp.asInstanceOf[Long] / 1000)))
       }
     
       override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): 
String = {
         val sdf = classOf[SimpleDateFormat].getName
         defineCodeGen(ctx, ev, (timestamp, format) => {
           s"""UTF8String.fromString((new $sdf($format.toString()))
    -          .format(new java.sql.Date($timestamp / 1000)))"""
    +          .format(new java.sql.Timestamp($timestamp / 1000)))"""
    --- End diff --
    
    should use `java.util.Date`, forget to change it, the construction cost 
could be lower than `java.sql.Date`. `java.sql.Date` is intended for Date, 
which is a little different for the meaning of timestamp, though it does 
support usage  like timestamp well.


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