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

    https://github.com/apache/spark/pull/13784#discussion_r67795207
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/DateTimeUtils.scala
 ---
    @@ -886,23 +886,45 @@ object DateTimeUtils {
       }
     
       /**
    +   * Convert the timestamp `ts` from one timezone to another.
    +   *
    +   * TODO: Because of DST, the conversion between UTC and human time is 
not exactly one-to-one
    +   * mapping, the conversion here may return wrong result, we should make 
the timestamp
    +   * timezone-aware.
    +   */
    +  def convertTz(ts: SQLTimestamp, fromZone: TimeZone, toZone: TimeZone): 
SQLTimestamp = {
    +    // We always use local timezone to parse or format a timestamp
    +    val localZone = threadLocalLocalTimeZone.get()
    +    val utcTs = if (fromZone.getID == localZone.getID) {
    +      ts
    +    } else {
    +      // get the human time using local time zone, that actually is in 
fromZone.
    +      val localTs = ts + localZone.getOffset(ts / 1000L) * 1000L  // in 
fromZone
    +      localTs - getOffsetFromLocalMillis(localTs / 1000L, fromZone) * 1000L
    +    }
    +    if (toZone.getID == localZone.getID) {
    +      utcTs
    +    } else {
    +      val localTs2 = utcTs + toZone.getOffset(utcTs / 1000L) * 1000L  // 
in toZone
    +      // treat it as local timezone, convert to UTC (we could get the 
expected human time back)
    +      localTs2 - getOffsetFromLocalMillis(localTs2 / 1000L, localZone) * 
1000L
    +    }
    +  }
    +
    +  /**
        * Returns a timestamp of given timezone from utc timestamp, with the 
same string
        * representation in their timezone.
        */
       def fromUTCTime(time: SQLTimestamp, timeZone: String): SQLTimestamp = {
    -    val tz = TimeZone.getTimeZone(timeZone)
    -    val offset = tz.getOffset(time / 1000L)
    -    time + offset * 1000L
    +    convertTz(time, TimeZoneGMT, TimeZone.getTimeZone(timeZone))
    --- End diff --
    
    For `fromUTCTime`, this would result in a little bit overhead.


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