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spark-instrumented-optimizer/sql/core/benchmarks/DateTimeBenchmark-results.txt
Max Gekk 92685c0148 [SPARK-31755][SQL][FOLLOWUP] Update date-time, CSV and JSON benchmark results 
### What changes were proposed in this pull request?
Re-generate results of:
- DateTimeBenchmark
- CSVBenchmark
- JsonBenchmark

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?
1. The PR https://github.com/apache/spark/pull/28576 changed date-time parser. The `DateTimeBenchmark` should confirm that the PR didn't slow down date/timestamp parsing.
2. CSV/JSON datasources are affected by the above PR too. This PR updates the benchmark results in the same environment as other benchmarks to have a base line for future optimizations.

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

### How was this patch tested?
By running benchmarks via the script:
```python
#!/usr/bin/env python3

import os
from sparktestsupport.shellutils import run_cmd

benchmarks = [
    ['sql/test', 'org.apache.spark.sql.execution.benchmark.DateTimeBenchmark'],
    ['sql/test', 'org.apache.spark.sql.execution.datasources.csv.CSVBenchmark'],
    ['sql/test', 'org.apache.spark.sql.execution.datasources.json.JsonBenchmark']
]

print('Set SPARK_GENERATE_BENCHMARK_FILES=1')
os.environ['SPARK_GENERATE_BENCHMARK_FILES'] = '1'

for b in benchmarks:
    print("Run benchmark: %s" % b[1])
    run_cmd(['build/sbt', '%s:runMain %s' % (b[0], b[1])])
```

Closes #28613 from MaxGekk/missing-hour-year-benchmarks.

Authored-by: Max Gekk <max.gekk@gmail.com>
Signed-off-by: Wenchen Fan <wenchen@databricks.com>
2020-05-25 15:00:11 +00:00

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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) 1555 1634 113 6.4 155.5 1.0X
date + interval(m, d) 1774 1797 33 5.6 177.4 0.9X
date + interval(m, d, ms) 6293 6335 59 1.6 629.3 0.2X
date - interval(m) 1461 1468 10 6.8 146.1 1.1X
date - interval(m, d) 1741 1741 0 5.7 174.1 0.9X
date - interval(m, d, ms) 6503 6518 21 1.5 650.3 0.2X
timestamp + interval(m) 2384 2385 1 4.2 238.4 0.7X
timestamp + interval(m, d) 2683 2684 2 3.7 268.3 0.6X
timestamp + interval(m, d, ms) 2987 3001 19 3.3 298.7 0.5X
timestamp - interval(m) 2391 2395 5 4.2 239.1 0.7X
timestamp - interval(m, d) 2674 2684 14 3.7 267.4 0.6X
timestamp - interval(m, d, ms) 3005 3007 3 3.3 300.5 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
------------------------------------------------------------------------------------------------------------------------
cast to timestamp wholestage off 313 320 10 31.9 31.3 1.0X
cast to timestamp wholestage on 325 341 18 30.8 32.5 1.0X
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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 1216 1216 1 8.2 121.6 1.0X
year of timestamp wholestage on 1226 1243 13 8.2 122.6 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 1417 1421 5 7.1 141.7 1.0X
quarter of timestamp wholestage on 1358 1365 8 7.4 135.8 1.0X
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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 1219 1220 1 8.2 121.9 1.0X
month of timestamp wholestage on 1222 1227 7 8.2 122.2 1.0X
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weekofyear of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
weekofyear of timestamp wholestage off 1950 1950 0 5.1 195.0 1.0X
weekofyear of timestamp wholestage on 1890 1899 8 5.3 189.0 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 1212 1213 2 8.3 121.2 1.0X
day of timestamp wholestage on 1216 1227 13 8.2 121.6 1.0X
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dayofyear of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
dayofyear of timestamp wholestage off 1282 1284 3 7.8 128.2 1.0X
dayofyear of timestamp wholestage on 1269 1274 5 7.9 126.9 1.0X
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dayofmonth of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
dayofmonth of timestamp wholestage off 1214 1219 7 8.2 121.4 1.0X
dayofmonth of timestamp wholestage on 1216 1224 6 8.2 121.6 1.0X
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dayofweek of timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
dayofweek of timestamp wholestage off 1403 1430 39 7.1 140.3 1.0X
dayofweek of timestamp wholestage on 1378 1386 8 7.3 137.8 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 1344 1353 13 7.4 134.4 1.0X
weekday of timestamp wholestage on 1316 1322 5 7.6 131.6 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 992 1000 10 10.1 99.2 1.0X
hour of timestamp wholestage on 960 962 3 10.4 96.0 1.0X
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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 989 1000 16 10.1 98.9 1.0X
minute of timestamp wholestage on 965 974 13 10.4 96.5 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 974 977 5 10.3 97.4 1.0X
second of timestamp wholestage on 959 966 8 10.4 95.9 1.0X
================================================================================================
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 281 282 2 35.6 28.1 1.0X
current_date wholestage on 294 300 5 34.0 29.4 1.0X
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current_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
current_timestamp wholestage off 282 296 19 35.4 28.2 1.0X
current_timestamp wholestage on 304 331 31 32.9 30.4 0.9X
================================================================================================
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 1060 1061 1 9.4 106.0 1.0X
cast to date wholestage on 1021 1026 10 9.8 102.1 1.0X
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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 1278 1280 3 7.8 127.8 1.0X
last_day wholestage on 1560 1566 6 6.4 156.0 0.8X
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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 1091 1093 3 9.2 109.1 1.0X
next_day wholestage on 1070 1076 9 9.3 107.0 1.0X
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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 1041 1047 8 9.6 104.1 1.0X
date_add wholestage on 1044 1050 4 9.6 104.4 1.0X
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date_sub: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date_sub wholestage off 1038 1040 3 9.6 103.8 1.0X
date_sub wholestage on 1057 1061 4 9.5 105.7 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 1401 1401 1 7.1 140.1 1.0X
add_months wholestage on 1438 1442 4 7.0 143.8 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
------------------------------------------------------------------------------------------------------------------------
format date wholestage off 5482 5803 454 1.8 548.2 1.0X
format date wholestage on 5502 5518 9 1.8 550.2 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 8538 8553 22 1.2 853.8 1.0X
from_unixtime wholestage on 8545 8552 6 1.2 854.5 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 1094 1099 8 9.1 109.4 1.0X
from_utc_timestamp wholestage on 1109 1114 5 9.0 110.9 1.0X
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to_utc_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to_utc_timestamp wholestage off 1466 1469 4 6.8 146.6 1.0X
to_utc_timestamp wholestage on 1401 1408 7 7.1 140.1 1.0X
================================================================================================
Intervals
================================================================================================
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cast interval: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
cast interval wholestage off 332 332 0 30.1 33.2 1.0X
cast interval wholestage on 315 324 10 31.7 31.5 1.1X
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datediff: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
datediff wholestage off 1796 1802 8 5.6 179.6 1.0X
datediff wholestage on 1758 1764 10 5.7 175.8 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 4833 4836 4 2.1 483.3 1.0X
months_between wholestage on 4777 4780 2 2.1 477.7 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 1812 1908 136 0.6 1811.7 1.0X
window wholestage on 46279 46376 74 0.0 46278.8 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 2367 2368 1 4.2 236.7 1.0X
date_trunc YEAR wholestage on 2321 2334 22 4.3 232.1 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 2330 2334 5 4.3 233.0 1.0X
date_trunc YYYY wholestage on 2326 2332 5 4.3 232.6 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 2334 2335 1 4.3 233.4 1.0X
date_trunc YY wholestage on 2315 2324 6 4.3 231.5 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 2327 2330 4 4.3 232.7 1.0X
date_trunc MON wholestage on 2279 2289 12 4.4 227.9 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 2330 2332 2 4.3 233.0 1.0X
date_trunc MONTH wholestage on 2277 2284 6 4.4 227.7 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 2328 2329 2 4.3 232.8 1.0X
date_trunc MM wholestage on 2279 2284 4 4.4 227.9 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 1974 1984 14 5.1 197.4 1.0X
date_trunc DAY wholestage on 1914 1922 7 5.2 191.4 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 1967 1976 12 5.1 196.7 1.0X
date_trunc DD wholestage on 1913 1917 4 5.2 191.3 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 1970 1970 0 5.1 197.0 1.0X
date_trunc HOUR wholestage on 1945 1946 2 5.1 194.5 1.0X
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date_trunc MINUTE: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date_trunc MINUTE wholestage off 361 361 1 27.7 36.1 1.0X
date_trunc MINUTE wholestage on 331 336 4 30.2 33.1 1.1X
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date_trunc SECOND: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
date_trunc SECOND wholestage off 360 361 1 27.8 36.0 1.0X
date_trunc SECOND wholestage on 335 348 15 29.8 33.5 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 2232 2236 6 4.5 223.2 1.0X
date_trunc WEEK wholestage on 2225 2232 6 4.5 222.5 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 3083 3086 4 3.2 308.3 1.0X
date_trunc QUARTER wholestage on 3073 3086 16 3.3 307.3 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 321 321 0 31.1 32.1 1.0X
trunc year wholestage on 299 303 5 33.5 29.9 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 yyyy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
trunc yyyy wholestage off 323 327 5 30.9 32.3 1.0X
trunc yyyy wholestage on 299 302 3 33.4 29.9 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 yy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
trunc yy wholestage off 315 315 1 31.8 31.5 1.0X
trunc yy wholestage on 299 304 4 33.4 29.9 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 320 321 1 31.2 32.0 1.0X
trunc mon wholestage on 299 307 10 33.4 29.9 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 316 317 1 31.6 31.6 1.0X
trunc month wholestage on 299 302 5 33.5 29.9 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 313 313 1 32.0 31.3 1.0X
trunc mm wholestage on 298 302 4 33.5 29.8 1.0X
================================================================================================
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 217 217 0 4.6 217.3 1.0X
to timestamp str wholestage on 209 212 2 4.8 209.5 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 1676 1677 2 0.6 1675.6 1.0X
to_timestamp wholestage on 1599 1606 8 0.6 1599.5 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_unix_timestamp: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to_unix_timestamp wholestage off 1582 1589 9 0.6 1582.1 1.0X
to_unix_timestamp wholestage on 1634 1637 3 0.6 1633.8 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 str: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
to date str wholestage off 275 282 9 3.6 275.0 1.0X
to date str wholestage on 264 265 2 3.8 263.5 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 3170 3188 25 0.3 3170.1 1.0X
to_date wholestage on 3134 3143 10 0.3 3134.3 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 407 413 7 12.3 81.5 1.0X
From java.time.LocalDate 340 344 5 14.7 68.1 1.2X
Collect java.sql.Date 1700 2658 1422 2.9 340.0 0.2X
Collect java.time.LocalDate 1473 1494 30 3.4 294.6 0.3X
From java.sql.Timestamp 252 266 13 19.8 50.5 1.6X
From java.time.Instant 236 243 7 21.1 47.3 1.7X
Collect longs 1280 1337 79 3.9 256.1 0.3X
Collect java.sql.Timestamp 1485 1501 15 3.4 297.0 0.3X
Collect java.time.Instant 1441 1465 37 3.5 288.1 0.3X
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