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spark-instrumented-optimizer/sql/core/benchmarks/DateTimeBenchmark-results.txt
Max Gekk 2fb85f6b68 [SPARK-31527][SQL][TESTS][FOLLOWUP] Fix the number of rows in DateTimeBenchmark 
### What changes were proposed in this pull request?
- Changed to the number of rows in benchmark cases from 3 to the actual number `N`.
- Regenerated benchmark results in the environment:

| Item | Description |
| ---- | ----|
| Region | us-west-2 (Oregon) |
| Instance | r3.xlarge |
| AMI | ubuntu/images/hvm-ssd/ubuntu-bionic-18.04-amd64-server-20190722.1 (ami-06f2f779464715dc5) |
| Java | OpenJDK 64-Bit Server VM 1.8.0_242 and OpenJDK 64-Bit Server VM 11.0.6+10 |

### Why are the changes needed?
The changes are needed to have:
- Correct benchmark results
- Base line for other perf improvements that can be checked in the same environment.

### Does this PR introduce _any_ user-facing change?
No

### How was this patch tested?
By running the benchmark and checking its output.

Closes #28440 from MaxGekk/SPARK-31527-DateTimeBenchmark-followup.

Authored-by: Max Gekk <max.gekk@gmail.com>
Signed-off-by: Takeshi Yamamuro <yamamuro@apache.org>
2020-05-04 09:39:50 +09:00

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================================================================================================
datetime +/- interval
================================================================================================
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datetime +/- interval: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date + interval(m) 1613 1622 13 6.2 161.3 1.0X
date + interval(m, d) 1729 1752 32 5.8 172.9 0.9X
date + interval(m, d, ms) 6421 6424 5 1.6 642.1 0.3X
date - interval(m) 1441 1443 2 6.9 144.1 1.1X
date - interval(m, d) 1687 1689 2 5.9 168.7 1.0X
date - interval(m, d, ms) 6617 6625 11 1.5 661.7 0.2X
timestamp + interval(m) 2713 2733 28 3.7 271.3 0.6X
timestamp + interval(m, d) 3027 3032 8 3.3 302.7 0.5X
timestamp + interval(m, d, ms) 3501 3509 12 2.9 350.1 0.5X
timestamp - interval(m) 2892 2895 4 3.5 289.2 0.6X
timestamp - interval(m, d) 3190 3196 9 3.1 319.0 0.5X
timestamp - interval(m, d, ms) 3497 3500 5 2.9 349.7 0.5X
================================================================================================
Extract components
================================================================================================
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cast to timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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cast to timestamp wholestage off 321 323 2 31.1 32.1 1.0X
cast to timestamp wholestage on 294 306 10 34.0 29.4 1.1X
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year of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
year of timestamp wholestage off 1235 1242 9 8.1 123.5 1.0X
year of timestamp wholestage on 1208 1216 8 8.3 120.8 1.0X
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quarter of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
quarter of timestamp wholestage off 1415 1424 12 7.1 141.5 1.0X
quarter of timestamp wholestage on 1338 1341 4 7.5 133.8 1.1X
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month of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
month of timestamp wholestage off 1224 1225 1 8.2 122.4 1.0X
month of timestamp wholestage on 1193 1202 8 8.4 119.3 1.0X
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weekofyear of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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weekofyear of timestamp wholestage off 1864 1866 3 5.4 186.4 1.0X
weekofyear of timestamp wholestage on 1827 1840 7 5.5 182.7 1.0X
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day of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
day of timestamp wholestage off 1209 1211 2 8.3 120.9 1.0X
day of timestamp wholestage on 1191 1194 6 8.4 119.1 1.0X
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dayofyear of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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dayofyear of timestamp wholestage off 1270 1271 2 7.9 127.0 1.0X
dayofyear of timestamp wholestage on 1241 1250 12 8.1 124.1 1.0X
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dayofmonth of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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dayofmonth of timestamp wholestage off 1236 1250 20 8.1 123.6 1.0X
dayofmonth of timestamp wholestage on 1193 1195 3 8.4 119.3 1.0X
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dayofweek of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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dayofweek of timestamp wholestage off 1402 1405 4 7.1 140.2 1.0X
dayofweek of timestamp wholestage on 1352 1359 7 7.4 135.2 1.0X
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weekday of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
weekday of timestamp wholestage off 1346 1347 2 7.4 134.6 1.0X
weekday of timestamp wholestage on 1294 1299 7 7.7 129.4 1.0X
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hour of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
hour of timestamp wholestage off 1000 1008 11 10.0 100.0 1.0X
hour of timestamp wholestage on 936 941 6 10.7 93.6 1.1X
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minute of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
minute of timestamp wholestage off 969 976 10 10.3 96.9 1.0X
minute of timestamp wholestage on 933 936 4 10.7 93.3 1.0X
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second of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
second of timestamp wholestage off 1002 1005 3 10.0 100.2 1.0X
second of timestamp wholestage on 935 938 2 10.7 93.5 1.1X
================================================================================================
Current date and time
================================================================================================
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current_date: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
current_date wholestage off 308 316 11 32.5 30.8 1.0X
current_date wholestage on 265 275 12 37.8 26.5 1.2X
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current_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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current_timestamp wholestage off 307 312 7 32.6 30.7 1.0X
current_timestamp wholestage on 263 268 5 38.1 26.3 1.2X
================================================================================================
Date arithmetic
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cast to date: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
cast to date wholestage off 1061 1065 5 9.4 106.1 1.0X
cast to date wholestage on 985 991 11 10.2 98.5 1.1X
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last_day: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
last_day wholestage off 1261 1262 1 7.9 126.1 1.0X
last_day wholestage on 1223 1235 12 8.2 122.3 1.0X
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next_day: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
next_day wholestage off 1114 1119 7 9.0 111.4 1.0X
next_day wholestage on 1034 1038 3 9.7 103.4 1.1X
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date_add: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date_add wholestage off 1059 1076 25 9.4 105.9 1.0X
date_add wholestage on 1012 1021 9 9.9 101.2 1.0X
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date_sub: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_sub wholestage off 1046 1046 0 9.6 104.6 1.0X
date_sub wholestage on 1019 1023 3 9.8 101.9 1.0X
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add_months: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
add_months wholestage off 1392 1393 1 7.2 139.2 1.0X
add_months wholestage on 1335 1346 14 7.5 133.5 1.0X
================================================================================================
Formatting dates
================================================================================================
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format date: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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format date wholestage off 5959 5994 50 1.7 595.9 1.0X
format date wholestage on 5991 6008 28 1.7 599.1 1.0X
================================================================================================
Formatting timestamps
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from_unixtime: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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from_unixtime wholestage off 8851 8872 29 1.1 885.1 1.0X
from_unixtime wholestage on 8855 8872 10 1.1 885.5 1.0X
================================================================================================
Convert timestamps
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from_utc_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
from_utc_timestamp wholestage off 1105 1107 2 9.0 110.5 1.0X
from_utc_timestamp wholestage on 1072 1084 11 9.3 107.2 1.0X
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to_utc_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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to_utc_timestamp wholestage off 1531 1534 3 6.5 153.1 1.0X
to_utc_timestamp wholestage on 1451 1463 14 6.9 145.1 1.1X
================================================================================================
Intervals
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cast interval: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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cast interval wholestage off 360 366 8 27.8 36.0 1.0X
cast interval wholestage on 286 292 7 35.0 28.6 1.3X
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datediff: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
datediff wholestage off 1809 1814 8 5.5 180.9 1.0X
datediff wholestage on 1742 1751 8 5.7 174.2 1.0X
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months_between: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
months_between wholestage off 5007 5007 1 2.0 500.7 1.0X
months_between wholestage on 4957 4980 35 2.0 495.7 1.0X
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window: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
window wholestage off 1945 2027 116 0.5 1945.3 1.0X
window wholestage on 45637 45648 8 0.0 45637.2 0.0X
================================================================================================
Truncation
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date_trunc YEAR: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc YEAR wholestage off 2463 2465 2 4.1 246.3 1.0X
date_trunc YEAR wholestage on 2406 2409 3 4.2 240.6 1.0X
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date_trunc YYYY: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc YYYY wholestage off 2462 2463 1 4.1 246.2 1.0X
date_trunc YYYY wholestage on 2407 2411 6 4.2 240.7 1.0X
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date_trunc YY: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc YY wholestage off 2462 2466 6 4.1 246.2 1.0X
date_trunc YY wholestage on 2401 2406 4 4.2 240.1 1.0X
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date_trunc MON: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc MON wholestage off 2437 2437 0 4.1 243.7 1.0X
date_trunc MON wholestage on 2416 2421 6 4.1 241.6 1.0X
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date_trunc MONTH: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc MONTH wholestage off 2430 2437 9 4.1 243.0 1.0X
date_trunc MONTH wholestage on 2417 2423 5 4.1 241.7 1.0X
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date_trunc MM: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc MM wholestage off 2429 2431 3 4.1 242.9 1.0X
date_trunc MM wholestage on 2417 2421 4 4.1 241.7 1.0X
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date_trunc DAY: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc DAY wholestage off 2074 2075 2 4.8 207.4 1.0X
date_trunc DAY wholestage on 2001 2010 16 5.0 200.1 1.0X
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date_trunc DD: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc DD wholestage off 2067 2067 0 4.8 206.7 1.0X
date_trunc DD wholestage on 2000 2003 3 5.0 200.0 1.0X
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date_trunc HOUR: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date_trunc HOUR wholestage off 2074 2084 14 4.8 207.4 1.0X
date_trunc HOUR wholestage on 2057 2067 10 4.9 205.7 1.0X
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date_trunc MINUTE: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc MINUTE wholestage off 362 364 3 27.6 36.2 1.0X
date_trunc MINUTE wholestage on 319 333 14 31.3 31.9 1.1X
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date_trunc SECOND: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc SECOND wholestage off 361 366 7 27.7 36.1 1.0X
date_trunc SECOND wholestage on 324 341 23 30.9 32.4 1.1X
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date_trunc WEEK: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc WEEK wholestage off 2385 2393 11 4.2 238.5 1.0X
date_trunc WEEK wholestage on 2313 2322 6 4.3 231.3 1.0X
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date_trunc QUARTER: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc QUARTER wholestage off 3278 3280 2 3.1 327.8 1.0X
date_trunc QUARTER wholestage on 3228 3234 8 3.1 322.8 1.0X
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trunc year: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc year wholestage off 328 331 4 30.5 32.8 1.0X
trunc year wholestage on 286 295 9 35.0 28.6 1.1X
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trunc yyyy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc yyyy wholestage off 317 319 3 31.5 31.7 1.0X
trunc yyyy wholestage on 283 287 6 35.3 28.3 1.1X
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trunc yy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc yy wholestage off 321 321 0 31.1 32.1 1.0X
trunc yy wholestage on 284 293 11 35.2 28.4 1.1X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
trunc mon: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
trunc mon wholestage off 318 319 1 31.4 31.8 1.0X
trunc mon wholestage on 283 287 4 35.4 28.3 1.1X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
trunc month: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
trunc month wholestage off 319 321 3 31.3 31.9 1.0X
trunc month wholestage on 286 293 7 35.0 28.6 1.1X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
trunc mm: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
trunc mm wholestage off 317 319 2 31.5 31.7 1.0X
trunc mm wholestage on 282 285 3 35.4 28.2 1.1X
================================================================================================
Parsing
================================================================================================
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
to timestamp str: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to timestamp str wholestage off 219 220 0 4.6 219.4 1.0X
to timestamp str wholestage on 214 218 6 4.7 214.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
to_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to_timestamp wholestage off 1912 1913 2 0.5 1912.0 1.0X
to_timestamp wholestage on 1671 1675 7 0.6 1670.8 1.1X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
to_unix_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to_unix_timestamp wholestage off 1761 1763 3 0.6 1761.1 1.0X
to_unix_timestamp wholestage on 1695 1697 2 0.6 1695.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
to date str: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to date str wholestage off 267 272 7 3.7 266.9 1.0X
to date str wholestage on 266 267 2 3.8 265.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
to_date: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to_date wholestage off 3705 3743 55 0.3 3704.6 1.0X
to_date wholestage on 3736 3746 11 0.3 3736.4 1.0X
================================================================================================
Conversion from/to external types
================================================================================================
OpenJDK 64-Bit Server VM 1.8.0_252-8u252-b09-1~18.04-b09 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
To/from Java's date-time: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
From java.sql.Date 400 406 6 12.5 80.1 1.0X
From java.time.LocalDate 343 349 7 14.6 68.6 1.2X
Collect java.sql.Date 1904 2739 1170 2.6 380.9 0.2X
Collect java.time.LocalDate 1477 1495 19 3.4 295.3 0.3X
From java.sql.Timestamp 376 388 10 13.3 75.2 1.1X
From java.time.Instant 237 239 3 21.1 47.4 1.7X
Collect longs 1258 1356 111 4.0 251.7 0.3X
Collect java.sql.Timestamp 1878 1937 64 2.7 375.6 0.2X
Collect java.time.Instant 1667 1904 238 3.0 333.4 0.2X
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