Github user ssonker commented on a diff in the pull request:

    https://github.com/apache/spark/pull/21505#discussion_r194319491
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/DateTimeUtils.scala
 ---
    @@ -111,6 +113,23 @@ object DateTimeUtils {
         computedTimeZones.computeIfAbsent(timeZoneId, computeTimeZone)
       }
     
    +  private val threadLocalComputedCalendarsMap =
    +    new ThreadLocal[mutable.Map[TimeZone, Calendar]] {
    --- End diff --
    
    I ran a benchmark and following is the output:
    ```string to timestamp calendar caching:    Best/Avg Time(ms)    Rate(M/s)  
 Per Row(ns)   Relative
    
------------------------------------------------------------------------------------------------
    with map                                         8 /    9         12.9      
    77.7       1.0X
    without map                                     11 /   12          9.4      
   106.3       0.7X```


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