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spark-instrumented-optimizer/sql/core/benchmarks/DateTimeBenchmark-jdk11-results.txt
Max Gekk f1fde0cc22 [SPARK-31490][SQL][TESTS] Benchmark conversions to/from Java 8 datetime types 
### What changes were proposed in this pull request?
- Add benchmark cases for **parallelizing** `java.time.LocalDate` and `java.time.Instant` column values.
- Add benchmark cases for **collecting** `java.time.LocalDate` and `java.time.Instant` column values.

### Why are the changes needed?
- To detect perf regression in the future
- To compare parallelization/collection of Java 8 date-time types with Java 7 date-time types `java.sql.Date` & `java.sql.Timestamp`.

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

### How was this patch tested?
By running the modified benchmarks 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 |

Closes #28263 from MaxGekk/java8-datetime-collect-benchmark.

Authored-by: Max Gekk <max.gekk@gmail.com>
Signed-off-by: Wenchen Fan <wenchen@databricks.com>
2020-04-20 07:26:38 +00:00

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Extract components
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OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
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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 434 445 17 23.1 43.4 1.0X
cast to timestamp wholestage on 388 429 57 25.8 38.8 1.1X
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year of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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year of timestamp wholestage off 1363 1374 16 7.3 136.3 1.0X
year of timestamp wholestage on 1285 1295 9 7.8 128.5 1.1X
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quarter of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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quarter of timestamp wholestage off 1619 1623 6 6.2 161.9 1.0X
quarter of timestamp wholestage on 1590 1606 16 6.3 159.0 1.0X
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month of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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month of timestamp wholestage off 1264 1269 8 7.9 126.4 1.0X
month of timestamp wholestage on 1277 1290 13 7.8 127.7 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 1854 1865 16 5.4 185.4 1.0X
weekofyear of timestamp wholestage on 1837 1855 24 5.4 183.7 1.0X
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day of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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day of timestamp wholestage off 1248 1252 6 8.0 124.8 1.0X
day of timestamp wholestage on 1283 1288 7 7.8 128.3 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 1288 1294 9 7.8 128.8 1.0X
dayofyear of timestamp wholestage on 1312 1316 5 7.6 131.2 1.0X
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Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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 1254 1263 13 8.0 125.4 1.0X
dayofmonth of timestamp wholestage on 1274 1293 17 7.8 127.4 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 1419 1422 5 7.0 141.9 1.0X
dayofweek of timestamp wholestage on 1416 1425 8 7.1 141.6 1.0X
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weekday of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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weekday of timestamp wholestage off 1386 1386 0 7.2 138.6 1.0X
weekday of timestamp wholestage on 1348 1354 5 7.4 134.8 1.0X
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hour of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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hour of timestamp wholestage off 1017 1020 4 9.8 101.7 1.0X
hour of timestamp wholestage on 996 1006 9 10.0 99.6 1.0X
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minute of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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minute of timestamp wholestage off 994 996 2 10.1 99.4 1.0X
minute of timestamp wholestage on 974 991 15 10.3 97.4 1.0X
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second of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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second of timestamp wholestage off 1018 1022 6 9.8 101.8 1.0X
second of timestamp wholestage on 976 987 13 10.2 97.6 1.0X
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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
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current_date wholestage off 297 299 2 33.7 29.7 1.0X
current_date wholestage on 315 322 7 31.8 31.5 0.9X
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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 293 299 9 34.2 29.3 1.0X
current_timestamp wholestage on 307 332 23 32.6 30.7 1.0X
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Date arithmetic
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cast to date: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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cast to date wholestage off 1083 1087 7 9.2 108.3 1.0X
cast to date wholestage on 1057 1078 18 9.5 105.7 1.0X
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last_day: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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last_day wholestage off 1249 1262 18 8.0 124.9 1.0X
last_day wholestage on 1288 1297 10 7.8 128.8 1.0X
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next_day: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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next_day wholestage off 1128 1133 7 8.9 112.8 1.0X
next_day wholestage on 1106 1115 9 9.0 110.6 1.0X
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date_add: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_add wholestage off 1062 1084 31 9.4 106.2 1.0X
date_add wholestage on 1079 1093 24 9.3 107.9 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 1077 1081 5 9.3 107.7 1.0X
date_sub wholestage on 1086 1105 16 9.2 108.6 1.0X
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add_months: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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add_months wholestage off 1437 1440 4 7.0 143.7 1.0X
add_months wholestage on 1452 1459 7 6.9 145.2 1.0X
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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 5638 5653 21 1.8 563.8 1.0X
format date wholestage on 5464 5482 17 1.8 546.4 1.0X
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Formatting timestamps
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OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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 7394 7395 1 1.4 739.4 1.0X
from_unixtime wholestage on 7306 7332 27 1.4 730.6 1.0X
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Convert timestamps
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OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
from_utc_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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from_utc_timestamp wholestage off 1265 1268 4 7.9 126.5 1.0X
from_utc_timestamp wholestage on 1288 1300 11 7.8 128.8 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 1760 1766 8 5.7 176.0 1.0X
to_utc_timestamp wholestage on 1732 1743 13 5.8 173.2 1.0X
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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 359 360 1 27.8 35.9 1.0X
cast interval wholestage on 327 337 9 30.6 32.7 1.1X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
datediff: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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datediff wholestage off 1849 1853 5 5.4 184.9 1.0X
datediff wholestage on 1819 1826 6 5.5 181.9 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
months_between: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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months_between wholestage off 6061 6066 7 1.6 606.1 1.0X
months_between wholestage on 6022 6034 12 1.7 602.2 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 on Linux 4.15.0-1063-aws
Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
window: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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window wholestage off 2249 2298 69 0.4 2249.4 1.0X
window wholestage on 47857 47942 130 0.0 47857.1 0.0X
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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 2530 2535 7 4.0 253.0 1.0X
date_trunc YEAR wholestage on 2490 2506 18 4.0 249.0 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 2525 2530 6 4.0 252.5 1.0X
date_trunc YYYY wholestage on 2484 2492 7 4.0 248.4 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 2530 2530 0 4.0 253.0 1.0X
date_trunc YY wholestage on 2485 2494 11 4.0 248.5 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 2507 2511 5 4.0 250.7 1.0X
date_trunc MON wholestage on 2501 2510 10 4.0 250.1 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 2517 2521 5 4.0 251.7 1.0X
date_trunc MONTH wholestage on 2507 2517 15 4.0 250.7 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 2502 2504 4 4.0 250.2 1.0X
date_trunc MM wholestage on 2504 2509 4 4.0 250.4 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 2343 2344 3 4.3 234.3 1.0X
date_trunc DAY wholestage on 2308 2328 22 4.3 230.8 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 2344 2349 7 4.3 234.4 1.0X
date_trunc DD wholestage on 2312 2326 16 4.3 231.2 1.0X
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date_trunc HOUR: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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date_trunc HOUR wholestage off 2330 2332 2 4.3 233.0 1.0X
date_trunc HOUR wholestage on 2269 2273 4 4.4 226.9 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 396 397 1 25.2 39.6 1.0X
date_trunc MINUTE wholestage on 371 379 5 27.0 37.1 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 364 376 18 27.5 36.4 1.0X
date_trunc SECOND wholestage on 373 376 2 26.8 37.3 1.0X
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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 2433 2437 6 4.1 243.3 1.0X
date_trunc WEEK wholestage on 2402 2418 21 4.2 240.2 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 3304 3310 9 3.0 330.4 1.0X
date_trunc QUARTER wholestage on 3283 3289 5 3.0 328.3 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 323 324 1 30.9 32.3 1.0X
trunc year wholestage on 344 349 10 29.1 34.4 0.9X
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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 333 337 6 30.0 33.3 1.0X
trunc yyyy wholestage on 345 351 7 29.0 34.5 1.0X
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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 315 317 3 31.7 31.5 1.0X
trunc yy wholestage on 340 345 6 29.4 34.0 0.9X
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trunc mon: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc mon wholestage off 314 314 1 31.9 31.4 1.0X
trunc mon wholestage on 342 343 1 29.3 34.2 0.9X
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trunc month: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc month wholestage off 311 316 8 32.2 31.1 1.0X
trunc month wholestage on 341 343 1 29.3 34.1 0.9X
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trunc mm: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
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trunc mm wholestage off 309 311 3 32.4 30.9 1.0X
trunc mm wholestage on 342 347 4 29.3 34.2 0.9X
================================================================================================
Parsing
================================================================================================
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to timestamp str: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to timestamp str wholestage off 175 179 6 5.7 175.3 1.0X
to timestamp str wholestage on 170 177 13 5.9 169.6 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 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 1563 1577 20 0.6 1563.1 1.0X
to_timestamp wholestage on 1587 1591 3 0.6 1587.1 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 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 1646 1647 2 0.6 1646.1 1.0X
to_unix_timestamp wholestage on 1602 1609 8 0.6 1602.3 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 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 216 217 1 4.6 216.0 1.0X
to date str wholestage on 222 226 3 4.5 221.9 1.0X
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 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 3800 3806 8 0.3 3800.1 1.0X
to_date wholestage on 3796 3808 10 0.3 3795.5 1.0X
================================================================================================
Conversion from/to external types
================================================================================================
OpenJDK 64-Bit Server VM 11.0.6+10-post-Ubuntu-1ubuntu118.04.1 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 427 436 12 11.7 85.3 1.0X
From java.time.LocalDate 359 363 6 13.9 71.9 1.2X
Collect java.sql.Date 2131 2482 403 2.3 426.1 0.2X
Collect java.time.LocalDate 1457 1871 495 3.4 291.4 0.3X
From java.sql.Timestamp 369 371 1 13.5 73.8 1.2X
From java.time.Instant 325 330 6 15.4 65.0 1.3X
Collect longs 1370 1388 20 3.6 274.1 0.3X
Collect java.sql.Timestamp 1701 1721 17 2.9 340.2 0.3X
Collect java.time.Instant 1817 1959 159 2.8 363.4 0.2X
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