This is an automated email from the ASF dual-hosted git repository.

wenchen pushed a commit to branch branch-3.0
in repository https://gitbox.apache.org/repos/asf/spark.git


The following commit(s) were added to refs/heads/branch-3.0 by this push:
     new 76874cf  [SPARK-31111][SQL][TESTS] Fix interval output issue in 
ExtractBenchmark
76874cf is described below

commit 76874cfa4a9f6ada746f9c80a3a5a4d569f1a5a8
Author: Kent Yao <[email protected]>
AuthorDate: Wed Mar 11 20:13:59 2020 +0800

    [SPARK-31111][SQL][TESTS] Fix interval output issue in ExtractBenchmark
    
    ### What changes were proposed in this pull request?
    
    fix the error caused by interval output in ExtractBenchmark
    ### Why are the changes needed?
    
    fix a bug in the test
    
    ```scala
    [info]   Running case: cast to interval
    [error] Exception in thread "main" org.apache.spark.sql.AnalysisException: 
Cannot use interval type in the table schema.;;
    [error] OverwriteByExpression RelationV2[] noop-table, true, true
    [error] +- Project [(subtractdates(cast(cast(id#0L as timestamp) as date), 
-719162) + subtracttimestamps(cast(id#0L as timestamp), -30610249419876544)) AS 
((CAST(CAST(id AS TIMESTAMP) AS DATE) - DATE '0001-01-01') + (CAST(id AS 
TIMESTAMP) - TIMESTAMP '1000-01-01 01:02:03.123456'))#2]
    [error]    +- Range (1262304000, 1272304000, step=1, splits=Some(1))
    [error]
    [error]     at 
org.apache.spark.sql.catalyst.util.TypeUtils$.failWithIntervalType(TypeUtils.scala:106)
    [error]     at 
org.apache.spark.sql.catalyst.analysis.CheckAnalysis.$anonfun$checkAnalysis$25(CheckAnalysis.scala:389)
    [error]     at org.a
    ```
    ### Does this PR introduce any user-facing change?
    
    no
    
    ### How was this patch tested?
    
    re-run benchmark
    
    Closes #27867 from yaooqinn/SPARK-31111.
    
    Authored-by: Kent Yao <[email protected]>
    Signed-off-by: Wenchen Fan <[email protected]>
    (cherry picked from commit 2b46662bd0335320a668d2247a9c62552da07336)
    Signed-off-by: Wenchen Fan <[email protected]>
---
 .../benchmarks/ExtractBenchmark-jdk11-results.txt  | 208 ++++++++++-----------
 sql/core/benchmarks/ExtractBenchmark-results.txt   | 208 ++++++++++-----------
 .../sql/execution/benchmark/ExtractBenchmark.scala |   4 +-
 3 files changed, 211 insertions(+), 209 deletions(-)

diff --git a/sql/core/benchmarks/ExtractBenchmark-jdk11-results.txt 
b/sql/core/benchmarks/ExtractBenchmark-jdk11-results.txt
index 0572cc2..0873215 100644
--- a/sql/core/benchmarks/ExtractBenchmark-jdk11-results.txt
+++ b/sql/core/benchmarks/ExtractBenchmark-jdk11-results.txt
@@ -1,119 +1,119 @@
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 11.0.5+10-LTS on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke extract for timestamp:             Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to timestamp                                   380            456         
 67         26.3          38.0       1.0X
-MILLENNIUM of timestamp                            1274           1361         
138          7.9         127.4       0.3X
-CENTURY of timestamp                               1119           1132         
 19          8.9         111.9       0.3X
-DECADE of timestamp                                1076           1083         
  6          9.3         107.6       0.4X
-YEAR of timestamp                                  1066           1098         
 43          9.4         106.6       0.4X
-ISOYEAR of timestamp                               1190           1194         
  4          8.4         119.0       0.3X
-QUARTER of timestamp                               1269           1273         
  4          7.9         126.9       0.3X
-MONTH of timestamp                                 1060           1075         
 22          9.4         106.0       0.4X
-WEEK of timestamp                                  1560           1565         
  8          6.4         156.0       0.2X
-DAY of timestamp                                   1039           1046         
  8          9.6         103.9       0.4X
-DAYOFWEEK of timestamp                             1248           1274         
 24          8.0         124.8       0.3X
-DOW of timestamp                                   1252           1273         
 25          8.0         125.2       0.3X
-ISODOW of timestamp                                1195           1204         
  9          8.4         119.5       0.3X
-DOY of timestamp                                   1081           1086         
  6          9.3         108.1       0.4X
-HOUR of timestamp                                   778            781         
  5         12.9          77.8       0.5X
-MINUTE of timestamp                                 779            780         
  1         12.8          77.9       0.5X
-SECOND of timestamp                                 597            611         
 20         16.7          59.7       0.6X
-MILLISECONDS of timestamp                           636            642         
  6         15.7          63.6       0.6X
-MICROSECONDS of timestamp                           498            504         
  5         20.1          49.8       0.8X
-EPOCH of timestamp                                  946            956         
  9         10.6          94.6       0.4X
+cast to timestamp                                   343            348         
  5         29.1          34.3       1.0X
+MILLENNIUM of timestamp                             888            899         
 14         11.3          88.8       0.4X
+CENTURY of timestamp                                835            846         
 15         12.0          83.5       0.4X
+DECADE of timestamp                                 824            834         
  9         12.1          82.4       0.4X
+YEAR of timestamp                                   818            824         
 10         12.2          81.8       0.4X
+ISOYEAR of timestamp                                879            890         
 17         11.4          87.9       0.4X
+QUARTER of timestamp                                965           1073         
 96         10.4          96.5       0.4X
+MONTH of timestamp                                  787            793         
  8         12.7          78.7       0.4X
+WEEK of timestamp                                  1277           1341         
 57          7.8         127.7       0.3X
+DAY of timestamp                                    780            785         
  8         12.8          78.0       0.4X
+DAYOFWEEK of timestamp                              956            962         
  7         10.5          95.6       0.4X
+DOW of timestamp                                    995           1034         
 36         10.1          99.5       0.3X
+ISODOW of timestamp                                 885            898         
 11         11.3          88.5       0.4X
+DOY of timestamp                                    808            810         
  3         12.4          80.8       0.4X
+HOUR of timestamp                                   622            627         
  7         16.1          62.2       0.6X
+MINUTE of timestamp                                 629            636         
  8         15.9          62.9       0.5X
+SECOND of timestamp                                 800            819         
 30         12.5          80.0       0.4X
+MILLISECONDS of timestamp                           743            755         
 21         13.5          74.3       0.5X
+MICROSECONDS of timestamp                           692            730         
 53         14.5          69.2       0.5X
+EPOCH of timestamp                                  773            798         
 40         12.9          77.3       0.4X
 
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 11.0.5+10-LTS on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for timestamp:           Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to timestamp                                   356            362         
  9         28.1          35.6       1.0X
-MILLENNIUM of timestamp                            1260           1297         
 41          7.9         126.0       0.3X
-CENTURY of timestamp                               1082           1085         
  3          9.2         108.2       0.3X
-DECADE of timestamp                                1056           1068         
 19          9.5         105.6       0.3X
-YEAR of timestamp                                  1045           1053         
 13          9.6         104.5       0.3X
-ISOYEAR of timestamp                               1300           1316         
 25          7.7         130.0       0.3X
-QUARTER of timestamp                               1279           1280         
  2          7.8         127.9       0.3X
-MONTH of timestamp                                 1037           1046         
 11          9.6         103.7       0.3X
-WEEK of timestamp                                  1539           1557         
 28          6.5         153.9       0.2X
-DAY of timestamp                                   1032           1038         
  6          9.7         103.2       0.3X
-DAYOFWEEK of timestamp                             1241           1244         
  4          8.1         124.1       0.3X
-DOW of timestamp                                   1237           1241         
  7          8.1         123.7       0.3X
-ISODOW of timestamp                                1155           1158         
  3          8.7         115.5       0.3X
-DOY of timestamp                                   1075           1080         
  4          9.3         107.5       0.3X
-HOUR of timestamp                                   766            770         
  5         13.1          76.6       0.5X
-MINUTE of timestamp                                 764            769         
  4         13.1          76.4       0.5X
-SECOND of timestamp                                 590            592         
  2         16.9          59.0       0.6X
-MILLISECONDS of timestamp                           627            636         
 10         16.0          62.7       0.6X
-MICROSECONDS of timestamp                           493            505         
 15         20.3          49.3       0.7X
-EPOCH of timestamp                                  962            966         
  4         10.4          96.2       0.4X
+cast to timestamp                                   303            323         
 24         33.0          30.3       1.0X
+MILLENNIUM of timestamp                             841            852         
  9         11.9          84.1       0.4X
+CENTURY of timestamp                                818            821         
  4         12.2          81.8       0.4X
+DECADE of timestamp                                 821            836         
 15         12.2          82.1       0.4X
+YEAR of timestamp                                   858            928         
 61         11.7          85.8       0.4X
+ISOYEAR of timestamp                                933            939         
  6         10.7          93.3       0.3X
+QUARTER of timestamp                                979           1004         
 26         10.2          97.9       0.3X
+MONTH of timestamp                                  755            784         
 25         13.2          75.5       0.4X
+WEEK of timestamp                                  1189           1228         
 64          8.4         118.9       0.3X
+DAY of timestamp                                    768            770         
  4         13.0          76.8       0.4X
+DAYOFWEEK of timestamp                              918            948         
 27         10.9          91.8       0.3X
+DOW of timestamp                                    933            983         
 53         10.7          93.3       0.3X
+ISODOW of timestamp                                 884            928         
 61         11.3          88.4       0.3X
+DOY of timestamp                                    787            797         
 12         12.7          78.7       0.4X
+HOUR of timestamp                                   611            664         
 58         16.4          61.1       0.5X
+MINUTE of timestamp                                 616            622         
  5         16.2          61.6       0.5X
+SECOND of timestamp                                 732            748         
 14         13.7          73.2       0.4X
+MILLISECONDS of timestamp                           705            716         
 17         14.2          70.5       0.4X
+MICROSECONDS of timestamp                           642            664         
 33         15.6          64.2       0.5X
+EPOCH of timestamp                                  760            781         
 18         13.2          76.0       0.4X
 
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 11.0.5+10-LTS on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke extract for date:                  Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to date                                        886            905         
 17         11.3          88.6       1.0X
-MILLENNIUM of date                                 1253           1261         
  7          8.0         125.3       0.7X
-CENTURY of date                                    1068           1079         
 10          9.4         106.8       0.8X
-DECADE of date                                     1040           1068         
 25          9.6         104.0       0.9X
-YEAR of date                                       1032           1043         
 11          9.7         103.2       0.9X
-ISOYEAR of date                                    1304           1313         
 12          7.7         130.4       0.7X
-QUARTER of date                                    1284           1301         
 16          7.8         128.4       0.7X
-MONTH of date                                      1033           1036         
  4          9.7         103.3       0.9X
-WEEK of date                                       1535           1545         
  8          6.5         153.5       0.6X
-DAY of date                                        1023           1033         
 11          9.8         102.3       0.9X
-DAYOFWEEK of date                                  1230           1236         
  6          8.1         123.0       0.7X
-DOW of date                                        1238           1247         
  9          8.1         123.8       0.7X
-ISODOW of date                                     1159           1169         
 17          8.6         115.9       0.8X
-DOY of date                                        1082           1084         
  3          9.2         108.2       0.8X
-HOUR of date                                       1879           1891         
 11          5.3         187.9       0.5X
-MINUTE of date                                     1881           1905         
 21          5.3         188.1       0.5X
-SECOND of date                                     1718           1724         
  5          5.8         171.8       0.5X
-MILLISECONDS of date                               1733           1737         
  6          5.8         173.3       0.5X
-MICROSECONDS of date                               1629           1644         
 23          6.1         162.9       0.5X
-EPOCH of date                                      2085           2090         
  5          4.8         208.5       0.4X
+cast to date                                        712            786         
120         14.0          71.2       1.0X
+MILLENNIUM of date                                  846            888         
 73         11.8          84.6       0.8X
+CENTURY of date                                     781            792         
 11         12.8          78.1       0.9X
+DECADE of date                                      770            824         
 48         13.0          77.0       0.9X
+YEAR of date                                        804            832         
 27         12.4          80.4       0.9X
+ISOYEAR of date                                     909            931         
 24         11.0          90.9       0.8X
+QUARTER of date                                     957            975         
 22         10.4          95.7       0.7X
+MONTH of date                                       789            794         
  7         12.7          78.9       0.9X
+WEEK of date                                       1141           1165         
 29          8.8         114.1       0.6X
+DAY of date                                         784            800         
 22         12.8          78.4       0.9X
+DAYOFWEEK of date                                   907            916         
 14         11.0          90.7       0.8X
+DOW of date                                         931            958         
 25         10.7          93.1       0.8X
+ISODOW of date                                      852            857         
  7         11.7          85.2       0.8X
+DOY of date                                         831            870         
 45         12.0          83.1       0.9X
+HOUR of date                                       1574           1598         
 26          6.4         157.4       0.5X
+MINUTE of date                                     1525           1590         
 58          6.6         152.5       0.5X
+SECOND of date                                     1728           1739         
 10          5.8         172.8       0.4X
+MILLISECONDS of date                               1715           1727         
 10          5.8         171.5       0.4X
+MICROSECONDS of date                               1559           1669         
 95          6.4         155.9       0.5X
+EPOCH of date                                      1766           1774         
  9          5.7         176.6       0.4X
 
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 11.0.5+10-LTS on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for date:                Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to date                                        888            891         
  6         11.3          88.8       1.0X
-MILLENNIUM of date                                 1250           1260         
 17          8.0         125.0       0.7X
-CENTURY of date                                    1070           1076         
  6          9.3         107.0       0.8X
-DECADE of date                                     1036           1041         
  5          9.6         103.6       0.9X
-YEAR of date                                       1037           1038         
  1          9.6         103.7       0.9X
-ISOYEAR of date                                    1300           1307         
  9          7.7         130.0       0.7X
-QUARTER of date                                    1267           1277         
  9          7.9         126.7       0.7X
-MONTH of date                                      1034           1037         
  4          9.7         103.4       0.9X
-WEEK of date                                       1543           1554         
 10          6.5         154.3       0.6X
-DAY of date                                        1022           1030         
 12          9.8         102.2       0.9X
-DAYOFWEEK of date                                  1230           1232         
  4          8.1         123.0       0.7X
-DOW of date                                        1227           1242         
 15          8.1         122.7       0.7X
-ISODOW of date                                     1157           1173         
 20          8.6         115.7       0.8X
-DOY of date                                        1073           1083         
 18          9.3         107.3       0.8X
-HOUR of date                                       1873           1878         
  7          5.3         187.3       0.5X
-MINUTE of date                                     1861           1876         
 14          5.4         186.1       0.5X
-SECOND of date                                     1717           1724         
  6          5.8         171.7       0.5X
-MILLISECONDS of date                               1729           1736         
  7          5.8         172.9       0.5X
-MICROSECONDS of date                               1622           1627         
  5          6.2         162.2       0.5X
-EPOCH of date                                      2066           2079         
 19          4.8         206.6       0.4X
+cast to date                                        803            825         
 23         12.5          80.3       1.0X
+MILLENNIUM of date                                  918            924         
  8         10.9          91.8       0.9X
+CENTURY of date                                     855            879         
 25         11.7          85.5       0.9X
+DECADE of date                                      777            795         
 19         12.9          77.7       1.0X
+YEAR of date                                        772            779         
  9         13.0          77.2       1.0X
+ISOYEAR of date                                     903            927         
 21         11.1          90.3       0.9X
+QUARTER of date                                     983           1339         
381         10.2          98.3       0.8X
+MONTH of date                                       764            780         
 20         13.1          76.4       1.1X
+WEEK of date                                       1239           1316         
112          8.1         123.9       0.6X
+DAY of date                                         769            857         
 91         13.0          76.9       1.0X
+DAYOFWEEK of date                                   900            965         
 61         11.1          90.0       0.9X
+DOW of date                                         990           1041         
 62         10.1          99.0       0.8X
+ISODOW of date                                      974            977         
  5         10.3          97.4       0.8X
+DOY of date                                         862            918         
 50         11.6          86.2       0.9X
+HOUR of date                                       1491           1517         
 25          6.7         149.1       0.5X
+MINUTE of date                                     1514           1520         
  9          6.6         151.4       0.5X
+SECOND of date                                     1657           1677         
 27          6.0         165.7       0.5X
+MILLISECONDS of date                               1646           1669         
 26          6.1         164.6       0.5X
+MICROSECONDS of date                               1538           1556         
 23          6.5         153.8       0.5X
+EPOCH of date                                      1699           1718         
 28          5.9         169.9       0.5X
 
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 11.0.5+10-LTS on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for interval:            Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to interval                                   1273           1279         
  6          7.9         127.3       1.0X
-MILLENNIUM of interval                             1323           1352         
 36          7.6         132.3       1.0X
-CENTURY of interval                                1353           1356         
  4          7.4         135.3       0.9X
-DECADE of interval                                 1326           1339         
 11          7.5         132.6       1.0X
-YEAR of interval                                   1341           1345         
  3          7.5         134.1       0.9X
-QUARTER of interval                                1368           1372         
  4          7.3         136.8       0.9X
-MONTH of interval                                  1320           1326         
  6          7.6         132.0       1.0X
-DAY of interval                                    1306           1310         
  4          7.7         130.6       1.0X
-HOUR of interval                                   1341           1347         
  8          7.5         134.1       0.9X
-MINUTE of interval                                 1337           1349         
 11          7.5         133.7       1.0X
-SECOND of interval                                 1450           1451         
  1          6.9         145.0       0.9X
-MILLISECONDS of interval                           1476           1490         
 23          6.8         147.6       0.9X
-MICROSECONDS of interval                           1316           1331         
 25          7.6         131.6       1.0X
-EPOCH of interval                                  1461           1462         
  1          6.8         146.1       0.9X
+cast to interval                                    971            976         
  5         10.3          97.1       1.0X
+MILLENNIUM of interval                              983           1009         
 23         10.2          98.3       1.0X
+CENTURY of interval                                 972            984         
 12         10.3          97.2       1.0X
+DECADE of interval                                  954            962         
 10         10.5          95.4       1.0X
+YEAR of interval                                    954            973         
 17         10.5          95.4       1.0X
+QUARTER of interval                                1009           1020         
 11          9.9         100.9       1.0X
+MONTH of interval                                   946            963         
 16         10.6          94.6       1.0X
+DAY of interval                                     952            963         
 12         10.5          95.2       1.0X
+HOUR of interval                                    948            960         
 11         10.5          94.8       1.0X
+MINUTE of interval                                 1035           1040         
  4          9.7         103.5       0.9X
+SECOND of interval                                 1085           1105         
 31          9.2         108.5       0.9X
+MILLISECONDS of interval                           1065           1088         
 24          9.4         106.5       0.9X
+MICROSECONDS of interval                            992           1007         
 17         10.1          99.2       1.0X
+EPOCH of interval                                  1087           1103         
 25          9.2         108.7       0.9X
 
diff --git a/sql/core/benchmarks/ExtractBenchmark-results.txt 
b/sql/core/benchmarks/ExtractBenchmark-results.txt
index 317f107..36bdbd0 100644
--- a/sql/core/benchmarks/ExtractBenchmark-results.txt
+++ b/sql/core/benchmarks/ExtractBenchmark-results.txt
@@ -1,119 +1,119 @@
-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 1.8.0_231-b11 on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke extract for timestamp:             Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to timestamp                                   409            457         
 45         24.5          40.9       1.0X
-MILLENNIUM of timestamp                            1240           1295         
 57          8.1         124.0       0.3X
-CENTURY of timestamp                               1186           1240         
 49          8.4         118.6       0.3X
-DECADE of timestamp                                1083           1104         
 20          9.2         108.3       0.4X
-YEAR of timestamp                                  1061           1073         
 15          9.4         106.1       0.4X
-ISOYEAR of timestamp                               1198           1213         
 25          8.3         119.8       0.3X
-QUARTER of timestamp                               1304           1322         
 23          7.7         130.4       0.3X
-MONTH of timestamp                                 1052           1067         
 19          9.5         105.2       0.4X
-WEEK of timestamp                                  1534           1558         
 25          6.5         153.4       0.3X
-DAY of timestamp                                   1038           1057         
 26          9.6         103.8       0.4X
-DAYOFWEEK of timestamp                             1226           1239         
 22          8.2         122.6       0.3X
-DOW of timestamp                                   1212           1224         
 13          8.3         121.2       0.3X
-ISODOW of timestamp                                1148           1165         
 24          8.7         114.8       0.4X
-DOY of timestamp                                   1066           1075         
 14          9.4         106.6       0.4X
-HOUR of timestamp                                   358            362         
  6         27.9          35.8       1.1X
-MINUTE of timestamp                                 364            369         
  4         27.4          36.4       1.1X
-SECOND of timestamp                                 453            471         
 26         22.1          45.3       0.9X
-MILLISECONDS of timestamp                           497            500         
  2         20.1          49.7       0.8X
-MICROSECONDS of timestamp                           360            363         
  4         27.8          36.0       1.1X
-EPOCH of timestamp                                 1100           1104         
  5          9.1         110.0       0.4X
+cast to timestamp                                   287            308         
 19         34.8          28.7       1.0X
+MILLENNIUM of timestamp                             896            918         
 20         11.2          89.6       0.3X
+CENTURY of timestamp                                849            856         
  7         11.8          84.9       0.3X
+DECADE of timestamp                                 765            777         
 17         13.1          76.5       0.4X
+YEAR of timestamp                                   754            756         
  2         13.3          75.4       0.4X
+ISOYEAR of timestamp                                843            849         
  5         11.9          84.3       0.3X
+QUARTER of timestamp                                867            873         
  9         11.5          86.7       0.3X
+MONTH of timestamp                                  758            762         
  4         13.2          75.8       0.4X
+WEEK of timestamp                                  1049           1054         
  6          9.5         104.9       0.3X
+DAY of timestamp                                    750            763         
 11         13.3          75.0       0.4X
+DAYOFWEEK of timestamp                              890            918         
 25         11.2          89.0       0.3X
+DOW of timestamp                                    879            887         
  8         11.4          87.9       0.3X
+ISODOW of timestamp                                 862            869         
 11         11.6          86.2       0.3X
+DOY of timestamp                                    811            868         
 55         12.3          81.1       0.4X
+HOUR of timestamp                                   627            638         
 11         16.0          62.7       0.5X
+MINUTE of timestamp                                 600            606         
  6         16.7          60.0       0.5X
+SECOND of timestamp                                 743            799         
 51         13.5          74.3       0.4X
+MILLISECONDS of timestamp                           723            737         
 22         13.8          72.3       0.4X
+MICROSECONDS of timestamp                           648            653         
  5         15.4          64.8       0.4X
+EPOCH of timestamp                                  780            800         
 17         12.8          78.0       0.4X
 
-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 1.8.0_231-b11 on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for timestamp:           Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to timestamp                                   315            317         
  2         31.8          31.5       1.0X
-MILLENNIUM of timestamp                            1155           1162         
  8          8.7         115.5       0.3X
-CENTURY of timestamp                               1146           1152         
  5          8.7         114.6       0.3X
-DECADE of timestamp                                1031           1043         
 11          9.7         103.1       0.3X
-YEAR of timestamp                                  1033           1041         
 10          9.7         103.3       0.3X
-ISOYEAR of timestamp                               1274           1278         
  5          7.8         127.4       0.2X
-QUARTER of timestamp                               1326           1346         
 30          7.5         132.6       0.2X
-MONTH of timestamp                                 1027           1031         
  7          9.7         102.7       0.3X
-WEEK of timestamp                                  1529           1535         
  6          6.5         152.9       0.2X
-DAY of timestamp                                   1024           1031         
  9          9.8         102.4       0.3X
-DAYOFWEEK of timestamp                             1197           1201         
  5          8.4         119.7       0.3X
-DOW of timestamp                                   1201           1218         
 15          8.3         120.1       0.3X
-ISODOW of timestamp                                1143           1149         
  6          8.8         114.3       0.3X
-DOY of timestamp                                   1074           1085         
  9          9.3         107.4       0.3X
-HOUR of timestamp                                   354            354         
  0         28.3          35.4       0.9X
-MINUTE of timestamp                                 358            361         
  5         27.9          35.8       0.9X
-SECOND of timestamp                                 445            456         
 17         22.5          44.5       0.7X
-MILLISECONDS of timestamp                           504            514         
 12         19.8          50.4       0.6X
-MICROSECONDS of timestamp                           361            370         
  8         27.7          36.1       0.9X
-EPOCH of timestamp                                 1111           1117         
  9          9.0         111.1       0.3X
+cast to timestamp                                   238            248         
 12         42.0          23.8       1.0X
+MILLENNIUM of timestamp                             862            875         
 12         11.6          86.2       0.3X
+CENTURY of timestamp                                833            847         
 22         12.0          83.3       0.3X
+DECADE of timestamp                                 759            765         
  7         13.2          75.9       0.3X
+YEAR of timestamp                                   744            755         
 15         13.4          74.4       0.3X
+ISOYEAR of timestamp                                937           1019         
 73         10.7          93.7       0.3X
+QUARTER of timestamp                               1011           1091         
 69          9.9         101.1       0.2X
+MONTH of timestamp                                  846            888         
 40         11.8          84.6       0.3X
+WEEK of timestamp                                  1210           1239         
 41          8.3         121.0       0.2X
+DAY of timestamp                                    932            979         
 41         10.7          93.2       0.3X
+DAYOFWEEK of timestamp                             1174           1200         
 42          8.5         117.4       0.2X
+DOW of timestamp                                   1131           1172         
 37          8.8         113.1       0.2X
+ISODOW of timestamp                                 896            903         
  7         11.2          89.6       0.3X
+DOY of timestamp                                    805            818         
 12         12.4          80.5       0.3X
+HOUR of timestamp                                   596            597         
  2         16.8          59.6       0.4X
+MINUTE of timestamp                                 582            597         
 17         17.2          58.2       0.4X
+SECOND of timestamp                                 697            709         
 16         14.4          69.7       0.3X
+MILLISECONDS of timestamp                           700            710         
 10         14.3          70.0       0.3X
+MICROSECONDS of timestamp                           612            631         
 21         16.3          61.2       0.4X
+EPOCH of timestamp                                  755            760         
  7         13.2          75.5       0.3X
 
-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 1.8.0_231-b11 on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke extract for date:                  Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to date                                        849            851         
  3         11.8          84.9       1.0X
-MILLENNIUM of date                                 1129           1139         
 11          8.9         112.9       0.8X
-CENTURY of date                                    1136           1143         
  7          8.8         113.6       0.7X
-DECADE of date                                     1039           1043         
  5          9.6         103.9       0.8X
-YEAR of date                                       1030           1037         
 10          9.7         103.0       0.8X
-ISOYEAR of date                                    1269           1278         
  9          7.9         126.9       0.7X
-QUARTER of date                                    1323           1330         
  6          7.6         132.3       0.6X
-MONTH of date                                      1021           1023         
  2          9.8         102.1       0.8X
-WEEK of date                                       1541           1549         
  8          6.5         154.1       0.6X
-DAY of date                                        1021           1033         
 13          9.8         102.1       0.8X
-DAYOFWEEK of date                                  1196           1209         
 11          8.4         119.6       0.7X
-DOW of date                                        1214           1229         
 13          8.2         121.4       0.7X
-ISODOW of date                                     1148           1153         
  7          8.7         114.8       0.7X
-DOY of date                                        1073           1079         
  5          9.3         107.3       0.8X
-HOUR of date                                       1311           1314         
  4          7.6         131.1       0.6X
-MINUTE of date                                     1311           1311         
  1          7.6         131.1       0.6X
-SECOND of date                                     1420           1434         
 13          7.0         142.0       0.6X
-MILLISECONDS of date                               1426           1442         
 14          7.0         142.6       0.6X
-MICROSECONDS of date                               1312           1318         
  6          7.6         131.2       0.6X
-EPOCH of date                                      2034           2050         
 16          4.9         203.4       0.4X
+cast to date                                        633            641         
  7         15.8          63.3       1.0X
+MILLENNIUM of date                                  824            845         
 26         12.1          82.4       0.8X
+CENTURY of date                                     864            878         
 13         11.6          86.4       0.7X
+DECADE of date                                      746            763         
 17         13.4          74.6       0.8X
+YEAR of date                                        752            785         
 39         13.3          75.2       0.8X
+ISOYEAR of date                                     900            905         
  5         11.1          90.0       0.7X
+QUARTER of date                                     906            930         
 23         11.0          90.6       0.7X
+MONTH of date                                       747            752         
  6         13.4          74.7       0.8X
+WEEK of date                                       1089           1100         
 17          9.2         108.9       0.6X
+DAY of date                                         795            803         
 13         12.6          79.5       0.8X
+DAYOFWEEK of date                                   937            944         
 10         10.7          93.7       0.7X
+DOW of date                                         927           1003         
 66         10.8          92.7       0.7X
+ISODOW of date                                      977            980         
  7         10.2          97.7       0.6X
+DOY of date                                         827            877         
 45         12.1          82.7       0.8X
+HOUR of date                                       1525           1547         
 34          6.6         152.5       0.4X
+MINUTE of date                                     1473           1499         
 23          6.8         147.3       0.4X
+SECOND of date                                     1600           1615         
 15          6.2         160.0       0.4X
+MILLISECONDS of date                               1666           1765         
156          6.0         166.6       0.4X
+MICROSECONDS of date                               1554           1627         
127          6.4         155.4       0.4X
+EPOCH of date                                      1615           1646         
 27          6.2         161.5       0.4X
 
-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 1.8.0_231-b11 on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for date:                Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to date                                        852            879         
 42         11.7          85.2       1.0X
-MILLENNIUM of date                                 1131           1136         
  7          8.8         113.1       0.8X
-CENTURY of date                                    1138           1145         
  6          8.8         113.8       0.7X
-DECADE of date                                     1030           1043         
 13          9.7         103.0       0.8X
-YEAR of date                                       1022           1028         
  8          9.8         102.2       0.8X
-ISOYEAR of date                                    1260           1265         
  6          7.9         126.0       0.7X
-QUARTER of date                                    1326           1330         
  7          7.5         132.6       0.6X
-MONTH of date                                      1014           1034         
 26          9.9         101.4       0.8X
-WEEK of date                                       1523           1526         
  5          6.6         152.3       0.6X
-DAY of date                                        1022           1023         
  2          9.8         102.2       0.8X
-DAYOFWEEK of date                                  1197           1203         
  9          8.4         119.7       0.7X
-DOW of date                                        1188           1198         
 16          8.4         118.8       0.7X
-ISODOW of date                                     1143           1153         
  9          8.8         114.3       0.7X
-DOY of date                                        1052           1058         
  7          9.5         105.2       0.8X
-HOUR of date                                       1309           1311         
  4          7.6         130.9       0.7X
-MINUTE of date                                     1302           1305         
  6          7.7         130.2       0.7X
-SECOND of date                                     1414           1432         
 16          7.1         141.4       0.6X
-MILLISECONDS of date                               1441           1450         
 11          6.9         144.1       0.6X
-MICROSECONDS of date                               1292           1301         
  8          7.7         129.2       0.7X
-EPOCH of date                                      2030           2036         
  8          4.9         203.0       0.4X
+cast to date                                        676            690         
 20         14.8          67.6       1.0X
+MILLENNIUM of date                                  868            882         
 16         11.5          86.8       0.8X
+CENTURY of date                                     875            880         
  8         11.4          87.5       0.8X
+DECADE of date                                      762            776         
 16         13.1          76.2       0.9X
+YEAR of date                                        788            800         
 11         12.7          78.8       0.9X
+ISOYEAR of date                                     903            917         
 12         11.1          90.3       0.7X
+QUARTER of date                                     983           1018         
 40         10.2          98.3       0.7X
+MONTH of date                                       836            857         
 19         12.0          83.6       0.8X
+WEEK of date                                       1137           1168         
 28          8.8         113.7       0.6X
+DAY of date                                         768            817         
 82         13.0          76.8       0.9X
+DAYOFWEEK of date                                   890            926         
 36         11.2          89.0       0.8X
+DOW of date                                        1007           1033         
 39          9.9         100.7       0.7X
+ISODOW of date                                      962            969         
  7         10.4          96.2       0.7X
+DOY of date                                         797            882         
 80         12.6          79.7       0.8X
+HOUR of date                                       1449           1482         
 29          6.9         144.9       0.5X
+MINUTE of date                                     1536           1610         
 69          6.5         153.6       0.4X
+SECOND of date                                     1675           1823         
128          6.0         167.5       0.4X
+MILLISECONDS of date                               1605           1622         
 18          6.2         160.5       0.4X
+MICROSECONDS of date                               1481           1504         
 32          6.8         148.1       0.5X
+EPOCH of date                                      1656           1843         
296          6.0         165.6       0.4X
 
-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 
4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+Java HotSpot(TM) 64-Bit Server VM 1.8.0_231-b11 on Mac OS X 10.15.3
+Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
 Invoke date_part for interval:            Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
 
------------------------------------------------------------------------------------------------------------------------
-cast to interval                                   1249           1254         
  6          8.0         124.9       1.0X
-MILLENNIUM of interval                             1310           1316         
  9          7.6         131.0       1.0X
-CENTURY of interval                                1304           1315         
 10          7.7         130.4       1.0X
-DECADE of interval                                 1306           1313         
  7          7.7         130.6       1.0X
-YEAR of interval                                   1304           1313         
 11          7.7         130.4       1.0X
-QUARTER of interval                                1310           1317         
  7          7.6         131.0       1.0X
-MONTH of interval                                  1311           1319         
 12          7.6         131.1       1.0X
-DAY of interval                                    1295           1304         
 13          7.7         129.5       1.0X
-HOUR of interval                                   1301           1306         
  8          7.7         130.1       1.0X
-MINUTE of interval                                 1316           1319         
  3          7.6         131.6       0.9X
-SECOND of interval                                 1437           1440         
  3          7.0         143.7       0.9X
-MILLISECONDS of interval                           1435           1449         
 16          7.0         143.5       0.9X
-MICROSECONDS of interval                           1304           1314         
  9          7.7         130.4       1.0X
-EPOCH of interval                                  1440           1453         
 19          6.9         144.0       0.9X
+cast to interval                                    919            959         
 45         10.9          91.9       1.0X
+MILLENNIUM of interval                              959           1001         
 36         10.4          95.9       1.0X
+CENTURY of interval                                 974            998         
 21         10.3          97.4       0.9X
+DECADE of interval                                  975            989         
 13         10.3          97.5       0.9X
+YEAR of interval                                    987           1012         
 24         10.1          98.7       0.9X
+QUARTER of interval                                1014           1031         
 25          9.9         101.4       0.9X
+MONTH of interval                                   978           1018         
 45         10.2          97.8       0.9X
+DAY of interval                                    1012           1095         
 92          9.9         101.2       0.9X
+HOUR of interval                                   1129           1143         
 14          8.9         112.9       0.8X
+MINUTE of interval                                 1038           1060         
 25          9.6         103.8       0.9X
+SECOND of interval                                 1062           1289         
356          9.4         106.2       0.9X
+MILLISECONDS of interval                           1142           1226         
 83          8.8         114.2       0.8X
+MICROSECONDS of interval                           1038           1129         
 79          9.6         103.8       0.9X
+EPOCH of interval                                  1090           1127         
 34          9.2         109.0       0.8X
 
diff --git 
a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
 
b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
index de23132..f1315d4 100644
--- 
a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
+++ 
b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
@@ -42,7 +42,9 @@ object ExtractBenchmark extends SqlBasedBenchmark {
       spark
         .range(sinceSecond, sinceSecond + cardinality, 1, 1)
         .selectExpr(exprs: _*)
-        .noop()
+        .queryExecution
+        .toRdd
+        .foreach(_ => ())
     }
   }
 


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