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Posted to commits@spark.apache.org by we...@apache.org on 2022/07/06 09:20:03 UTC
[spark] branch master updated: [SPARK-39584][SQL][TESTS] Fix TPCDSQueryBenchmark Measuring Performance of Wrong Query Results
This is an automated email from the ASF dual-hosted git repository.
wenchen pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/spark.git
The following commit(s) were added to refs/heads/master by this push:
new 57c82ea1e56 [SPARK-39584][SQL][TESTS] Fix TPCDSQueryBenchmark Measuring Performance of Wrong Query Results
57c82ea1e56 is described below
commit 57c82ea1e561cbfad4cbc7fd3880036b0bb39ab6
Author: Kazuyuki Tanimura <kt...@apple.com>
AuthorDate: Wed Jul 6 17:19:17 2022 +0800
[SPARK-39584][SQL][TESTS] Fix TPCDSQueryBenchmark Measuring Performance of Wrong Query Results
### What changes were proposed in this pull request?
`GenTPCDSData` uses the schema defined in `TPCDSSchema` that contains `char(N)`. When `GenTPCDSData` generates parquet files, that pads spaces for strings whose lengths are `< N`.
When `TPCDSQueryBenchmark` reads data from parquet generated by `GenTPCDSData`, it uses schema from the parquet file and keeps the paddings. Due to the extra spaces, string filter queries of TPC-DS fail to match. For example, `q13` query results are all nulls and returns too fast because string filter does not meet any rows.
This PR proposes to pass the schema definition to the table creation before reading in order to fix the issue. This is similar to what the Spark TPC-DS unit tests do. In particular, this PR uses `createTable(tableName, source, schema, options)` interface.
History related to the `char` issue https://lists.apache.org/thread/rg7pgwyto3616hb15q78n0sykls9j7rn
### Why are the changes needed?
Currently, `TPCDSQueryBenchmark` is benchmarking with wrong query results and that is showing inaccurate performance results. Therefore, the `Per Row(ns)` column of `TPCDSQueryBenchmark-results.txt` is `Infinity`. With this PR, the column now shows real numbers.
### Does this PR introduce _any_ user-facing change?
No
### How was this patch tested?
Tested on Github Actions.
Closes #37096 from kazuyukitanimura/SPARK-39584.
Authored-by: Kazuyuki Tanimura <kt...@apple.com>
Signed-off-by: Wenchen Fan <we...@databricks.com>
---
.../TPCDSQueryBenchmark-jdk11-results.txt | 540 ++++++++++-----------
.../TPCDSQueryBenchmark-jdk17-results.txt | 540 ++++++++++-----------
.../benchmarks/TPCDSQueryBenchmark-results.txt | 270 +++++------
.../execution/benchmark/TPCDSQueryBenchmark.scala | 31 +-
4 files changed, 692 insertions(+), 689 deletions(-)
diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
index 1bdda6a53ee..142572bb695 100644
--- a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
+++ b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
@@ -1,810 +1,810 @@
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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------------------------------------------------------------------------------------------------------------------------
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q41 121 161 58 0.0 Infinity 1.0X
+q41 260 369 73 0.1 14418.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q42 446 462 18 0.0 Infinity 1.0X
+q42 273 368 68 10.9 91.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q43 687 708 20 0.0 Infinity 1.0X
+q43 551 630 55 5.4 186.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q44 1021 1097 107 0.0 Infinity 1.0X
+q44 1026 1057 44 2.8 353.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q45 599 638 55 0.0 Infinity 1.0X
+q45 469 573 154 2.0 488.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q46 1241 1391 212 0.0 Infinity 1.0X
+q46 920 1075 220 3.4 295.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47 3016 3160 204 0.0 Infinity 1.0X
+q47 2593 2836 344 1.1 872.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q48 202 287 70 0.0 Infinity 1.0X
+q48 1213 1227 19 4.1 246.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49 1621 2096 672 0.0 Infinity 1.0X
+q49 1387 1639 355 4.0 247.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q50 1483 1515 45 0.0 Infinity 1.0X
+q50 1195 1230 49 2.7 368.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51 4513 4730 307 0.0 Infinity 1.0X
+q51 3414 3868 641 1.1 929.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q52 404 461 47 0.0 Infinity 1.0X
+q52 345 407 44 8.6 116.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q53 178 252 56 0.0 Infinity 1.0X
+q53 646 683 33 4.6 217.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q54 1532 1561 41 0.0 Infinity 1.0X
+q54 2324 2403 112 2.3 440.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q55 346 432 113 0.0 Infinity 1.0X
+q55 260 341 72 11.4 87.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q56 247 320 65 0.0 Infinity 1.0X
+q56 990 1020 43 5.2 191.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57 2065 2305 339 0.0 Infinity 1.0X
+q57 1929 1948 26 0.8 1260.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q58 1262 1675 584 0.0 Infinity 1.0X
+q58 1178 1295 166 4.4 229.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q59 1067 1102 49 0.0 Infinity 1.0X
+q59 1124 1182 82 2.6 380.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q60 255 315 47 0.0 Infinity 1.0X
+q60 1009 1069 85 5.1 194.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q61 399 519 82 0.0 Infinity 1.0X
+q61 1066 1128 89 2.9 341.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q62 421 483 49 0.0 Infinity 1.0X
+q62 374 419 28 2.1 472.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q63 167 225 49 0.0 Infinity 1.0X
+q63 558 617 66 5.3 187.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64 3778 4473 983 0.0 Infinity 1.0X
+q64 4712 5577 1224 1.5 680.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q65 1189 1220 44 0.0 Infinity 1.0X
+q65 1031 1061 43 2.9 347.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q66 343 373 25 0.0 Infinity 1.0X
+q66 1090 1444 501 2.1 470.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67 10720 10912 272 0.0 Infinity 1.0X
+q67 8923 9116 273 0.3 3003.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q68 1098 1119 28 0.0 Infinity 1.0X
+q68 1028 1064 51 3.0 330.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q69 3084 3283 282 0.0 Infinity 1.0X
+q69 2706 2865 224 0.8 1306.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70 1267 1300 46 0.0 Infinity 1.0X
+q70 994 1012 26 3.0 336.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q71 161 217 37 0.0 Infinity 1.0X
+q71 756 811 53 6.9 144.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72 2092 2287 275 0.0 Infinity 1.0X
+q72 108953 109207 359 0.1 7098.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q73 149 318 89 0.0 Infinity 1.0X
+q73 619 710 81 4.9 202.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74 2668 3015 491 0.0 Infinity 1.0X
+q74 2088 2668 820 1.8 553.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75 1024 1068 62 0.0 Infinity 1.0X
+q75 2545 2998 641 2.2 451.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q76 745 777 34 0.0 Infinity 1.0X
+q76 509 592 57 10.1 99.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77 1764 2063 422 0.0 Infinity 1.0X
+q77 1463 1475 16 3.8 260.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78 4354 5053 988 0.0 Infinity 1.0X
+q78 4133 4242 154 1.4 735.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q79 1006 1063 81 0.0 Infinity 1.0X
+q79 751 831 94 4.1 245.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80 3528 3882 501 0.0 Infinity 1.0X
+q80 2522 2957 615 2.2 446.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q81 1063 1132 98 0.0 Infinity 1.0X
+q81 964 1022 82 0.4 2627.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q82 2373 2427 76 0.0 Infinity 1.0X
+q82 1992 2130 196 7.4 135.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q83 934 1031 137 0.0 Infinity 1.0X
+q83 695 731 32 0.9 1168.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q84 1426 1544 167 0.0 Infinity 1.0X
+q84 1235 1239 5 1.9 522.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q85 2011 2051 57 0.0 Infinity 1.0X
+q85 2841 3052 298 1.0 1002.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86 456 510 69 0.0 Infinity 1.0X
+q86 293 322 43 2.8 362.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q87 1945 2101 221 0.0 Infinity 1.0X
+q87 1314 1379 92 4.0 252.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q88 2553 2823 381 0.0 Infinity 1.0X
+q88 2202 2267 92 1.4 740.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q89 159 214 45 0.0 Infinity 1.0X
+q89 609 693 78 4.9 204.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q90 378 416 26 0.0 Infinity 1.0X
+q90 266 330 32 3.0 327.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q91 309 369 48 0.0 Infinity 1.0X
+q91 587 630 34 3.9 255.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q92 394 548 184 0.0 Infinity 1.0X
+q92 297 362 58 2.7 366.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q93 131 290 75 0.0 Infinity 1.0X
+q93 762 828 66 4.2 240.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q94 445 524 72 0.0 Infinity 1.0X
+q94 737 886 161 1.1 875.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q95 726 1511 1110 0.0 Infinity 1.0X
+q95 8426 8574 209 0.1 10007.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q96 346 407 58 0.0 Infinity 1.0X
+q96 300 340 46 9.9 100.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q97 2299 2613 444 0.0 Infinity 1.0X
+q97 2098 2344 348 2.1 477.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98 116 170 46 0.0 Infinity 1.0X
+q98 604 636 33 4.9 203.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q99 578 608 28 0.0 Infinity 1.0X
+q99 405 480 68 3.7 267.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5a-v2.7 2931 3061 184 0.0 Infinity 1.0X
+q5a-v2.7 1939 2146 292 2.9 344.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6-v2.7 2238 2357 168 0.0 Infinity 1.0X
+q6-v2.7 1901 2128 320 1.6 609.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10a-v2.7 3329 3516 264 0.0 Infinity 1.0X
+q10a-v2.7 2513 2818 431 0.8 1213.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q11-v2.7 3063 3261 280 0.0 Infinity 1.0X
+q11-v2.7 2274 2471 279 1.7 602.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12-v2.7 95 118 31 0.0 Infinity 1.0X
+q12-v2.7 213 245 32 3.8 263.0 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14-v2.7 6618 7653 1464 0.0 Infinity 1.0X
+q14-v2.7 5950 6558 859 0.9 1159.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a-v2.7 12903 13520 872 0.0 Infinity 1.0X
+q14a-v2.7 10474 10940 659 0.5 2041.8 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18a-v2.7 1512 1542 42 0.0 Infinity 1.0X
+q18a-v2.7 3064 3264 283 1.2 850.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20-v2.7 91 115 29 0.0 Infinity 1.0X
+q20-v2.7 328 365 35 4.7 214.0 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22-v2.7 21940 21964 34 0.0 Infinity 1.0X
+q22-v2.7 16149 16356 293 0.7 1364.4 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22a-v2.7 3770 3840 98 0.0 Infinity 1.0X
+q22a-v2.7 3107 3290 259 3.8 262.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24-v2.7 694 711 15 0.0 Infinity 1.0X
+q24-v2.7 533 574 36 6.3 159.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q27a-v2.7 296 347 59 0.0 Infinity 1.0X
+q27a-v2.7 2055 2211 221 2.4 420.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q34-v2.7 197 330 77 0.0 Infinity 1.0X
+q34-v2.7 678 715 33 4.5 221.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35-v2.7 3115 3220 148 0.0 Infinity 1.0X
+q35-v2.7 2592 2650 82 0.8 1251.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35a-v2.7 2843 2882 55 0.0 Infinity 1.0X
+q35a-v2.7 2176 2329 217 1.0 1050.9 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q36a-v2.7 948 961 12 0.0 Infinity 1.0X
+q36a-v2.7 795 808 20 3.7 267.6 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47-v2.7 2833 3373 765 0.0 Infinity 1.0X
+q47-v2.7 2348 2770 597 1.3 790.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49-v2.7 1696 1802 150 0.0 Infinity 1.0X
+q49-v2.7 1158 1380 314 4.8 206.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51a-v2.7 25198 26070 1232 0.0 Infinity 1.0X
+q51a-v2.7 20194 20996 1135 0.2 5499.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57-v2.7 2218 2351 188 0.0 Infinity 1.0X
+q57-v2.7 1601 1783 258 1.0 1045.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64-v2.7 2121 3511 1966 0.0 Infinity 1.0X
+q64-v2.7 5253 5424 242 1.3 759.0 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67a-v2.7 13048 13273 318 0.0 Infinity 1.0X
+q67a-v2.7 11145 11459 443 0.3 3751.5 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70a-v2.7 1673 1940 377 0.0 Infinity 1.0X
+q70a-v2.7 1303 1358 78 2.3 441.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72-v2.7 1526 1882 504 0.0 Infinity 1.0X
+q72-v2.7 108129 110913 NaN 0.1 7045.1 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74-v2.7 2252 2704 638 0.0 Infinity 1.0X
+q74-v2.7 1874 2366 697 2.0 496.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75-v2.7 872 935 66 0.0 Infinity 1.0X
+q75-v2.7 2672 2955 401 2.1 474.3 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77a-v2.7 2183 2197 20 0.0 Infinity 1.0X
+q77a-v2.7 1696 1758 88 3.3 302.0 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78-v2.7 4960 5094 190 0.0 Infinity 1.0X
+q78-v2.7 4100 4483 541 1.4 730.2 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80a-v2.7 3584 4060 673 0.0 Infinity 1.0X
+q80a-v2.7 3268 3309 58 1.7 579.0 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86a-v2.7 438 456 15 0.0 Infinity 1.0X
+q86a-v2.7 383 453 75 2.1 472.7 1.0X
OpenJDK 64-Bit Server VM 11.0.15+10-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98-v2.7 91 125 23 0.0 Infinity 1.0X
+q98-v2.7 520 617 71 5.7 175.0 1.0X
diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt
index 9e2c6551256..29801027f71 100644
--- a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt
+++ b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt
@@ -1,810 +1,810 @@
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q1 1490 1639 211 0.0 Infinity 1.0X
+q1 1033 1152 168 0.4 2239.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q2 1520 1628 153 0.0 Infinity 1.0X
+q2 1091 1127 50 2.0 488.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q3 489 516 21 0.0 Infinity 1.0X
+q3 319 344 19 9.3 107.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q4 8399 8984 828 0.0 Infinity 1.0X
+q4 6286 6719 613 0.8 1206.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5 2341 2708 519 0.0 Infinity 1.0X
+q5 1569 1904 473 3.6 278.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6 2329 2444 162 0.0 Infinity 1.0X
+q6 1535 1679 204 2.0 491.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q7 181 250 38 0.0 Infinity 1.0X
+q7 885 935 54 5.5 181.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q8 946 980 30 0.0 Infinity 1.0X
+q8 660 716 72 4.7 212.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q9 1859 1934 105 0.0 Infinity 1.0X
+q9 1381 1434 76 0.0 39451080.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10 3375 3577 286 0.0 Infinity 1.0X
+q10 2354 2505 214 0.9 1136.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q11 3465 3637 243 0.0 Infinity 1.0X
+q11 2480 2607 180 1.5 657.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12 128 171 18 0.0 Infinity 1.0X
+q12 243 267 19 3.3 299.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q13 344 394 60 0.0 Infinity 1.0X
+q13 1066 1096 42 4.6 216.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a 10213 10560 491 0.0 Infinity 1.0X
+q14a 7371 7682 441 0.7 1436.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14b 8215 8404 268 0.0 Infinity 1.0X
+q14b 6048 6229 255 0.8 1179.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q15 805 814 11 0.0 Infinity 1.0X
+q15 565 594 49 2.9 339.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q16 1443 1514 100 0.0 Infinity 1.0X
+q16 919 1046 179 1.7 587.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q17 2760 2957 278 0.0 Infinity 1.0X
+q17 2047 2259 300 2.3 435.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18 450 1022 810 0.0 Infinity 1.0X
+q18 1461 1558 137 2.5 405.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q19 718 745 39 0.0 Infinity 1.0X
+q19 530 541 12 5.9 169.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20 125 148 16 0.0 Infinity 1.0X
+q20 273 285 10 5.6 178.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q21 1420 1471 72 0.0 Infinity 1.0X
+q21 1003 1017 20 11.8 84.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22 6247 6276 42 0.0 Infinity 1.0X
+q22 4546 4606 85 2.6 384.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q23a 10907 11288 538 0.0 Infinity 1.0X
+q23a 8246 8453 294 0.6 1576.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q23b 11178 11414 335 0.0 Infinity 1.0X
+q23b 8717 8809 130 0.6 1666.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24a 558 701 124 0.0 Infinity 1.0X
+q24a 358 440 62 9.3 107.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24b 387 651 201 0.0 Infinity 1.0X
+q24b 205 406 137 16.3 61.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q25 2939 2940 1 0.0 Infinity 1.0X
+q25 2259 2417 224 2.1 480.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q26 115 185 45 0.0 Infinity 1.0X
+q26 674 700 22 5.1 195.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q27 155 244 67 0.0 Infinity 1.0X
+q27 956 1016 86 5.1 195.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q28 2673 2817 204 0.0 Infinity 1.0X
+q28 2062 2425 514 1.4 715.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q29 2677 2855 251 0.0 Infinity 1.0X
+q29 2317 2339 32 2.0 493.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q30 956 1080 175 0.0 Infinity 1.0X
+q30 960 970 13 0.3 3257.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q31 2181 2475 415 0.0 Infinity 1.0X
+q31 1870 2278 577 2.0 502.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q32 499 506 12 0.0 Infinity 1.0X
+q32 467 632 118 3.3 304.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q33 306 337 42 0.0 Infinity 1.0X
+q33 1086 1233 207 4.8 209.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q34 143 316 91 0.0 Infinity 1.0X
+q34 717 749 28 4.3 234.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35 2857 3024 236 0.0 Infinity 1.0X
+q35 2308 2440 187 0.9 1114.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q36 1088 1136 68 0.0 Infinity 1.0X
+q36 955 1004 70 3.1 321.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q37 1800 1824 33 0.0 Infinity 1.0X
+q37 1416 1449 47 9.4 106.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q38 1281 1362 114 0.0 Infinity 1.0X
+q38 1282 1308 36 4.1 246.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q39a 2867 2976 154 0.0 Infinity 1.0X
+q39a 2686 2769 118 4.4 226.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q39b 2927 2974 66 0.0 Infinity 1.0X
+q39b 2444 2446 3 4.8 206.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q40 727 760 46 0.0 Infinity 1.0X
+q40 512 599 131 3.3 305.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q41 128 142 14 0.0 Infinity 1.0X
+q41 182 251 77 0.1 10102.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q42 366 373 6 0.0 Infinity 1.0X
+q42 334 367 27 8.9 112.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q43 573 620 41 0.0 Infinity 1.0X
+q43 518 557 40 5.7 175.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q44 759 799 36 0.0 Infinity 1.0X
+q44 596 625 32 4.9 205.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q45 526 548 26 0.0 Infinity 1.0X
+q45 322 359 40 3.0 335.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q46 975 1054 111 0.0 Infinity 1.0X
+q46 911 950 54 3.4 293.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47 2987 3078 128 0.0 Infinity 1.0X
+q47 2642 2771 183 1.1 889.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q48 168 216 41 0.0 Infinity 1.0X
+q48 1288 1309 30 3.8 261.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49 1370 1887 730 0.0 Infinity 1.0X
+q49 1308 1356 68 4.3 233.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q50 1329 1357 40 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51 4950 5088 195 0.0 Infinity 1.0X
+q51 3978 4253 388 0.9 1083.4 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q52 366 374 8 0.0 Infinity 1.0X
+q52 305 342 29 9.7 102.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q53 219 257 33 0.0 Infinity 1.0X
+q53 540 592 56 5.5 181.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q54 1568 1615 67 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q55 331 375 31 0.0 Infinity 1.0X
+q55 241 300 47 12.3 81.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q56 268 306 33 0.0 Infinity 1.0X
+q56 687 763 87 7.5 132.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57 1691 1804 159 0.0 Infinity 1.0X
+q57 1271 1558 407 1.2 829.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q58 1037 1048 15 0.0 Infinity 1.0X
+q58 693 735 39 7.4 135.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q59 1184 1192 11 0.0 Infinity 1.0X
+q59 952 1011 83 3.1 322.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q60 280 317 46 0.0 Infinity 1.0X
+q60 944 1228 402 5.5 182.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q61 457 475 32 0.0 Infinity 1.0X
+q61 1199 1230 44 2.6 384.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q62 383 401 18 0.0 Infinity 1.0X
+q62 356 409 42 2.2 450.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q63 153 189 28 0.0 Infinity 1.0X
+q63 532 546 11 5.6 179.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64 4423 5097 954 0.0 Infinity 1.0X
+q64 4899 4991 130 1.4 707.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q65 1642 1726 118 0.0 Infinity 1.0X
+q65 1304 1324 28 2.3 439.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q66 375 428 46 0.0 Infinity 1.0X
+q66 1240 1620 537 1.9 535.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67 10886 10906 27 0.0 Infinity 1.0X
+q67 8365 8506 200 0.4 2815.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q68 997 1086 126 0.0 Infinity 1.0X
+q68 938 980 43 3.3 301.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q69 2911 3023 159 0.0 Infinity 1.0X
+q69 2476 2618 201 0.8 1195.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70 1216 1230 20 0.0 Infinity 1.0X
+q70 1058 1069 16 2.8 358.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q71 156 177 23 0.0 Infinity 1.0X
+q71 742 833 81 7.0 142.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72 1594 1707 160 0.0 Infinity 1.0X
+q72 102897 104819 2719 0.1 6704.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q73 136 277 63 0.0 Infinity 1.0X
+q73 627 692 57 4.9 204.9 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74 2449 2904 644 0.0 Infinity 1.0X
+q74 2139 2604 658 1.8 567.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75 745 761 26 0.0 Infinity 1.0X
+q75 2587 3123 758 2.2 459.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q76 661 725 63 0.0 Infinity 1.0X
+q76 499 571 70 10.3 97.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77 1470 1622 216 0.0 Infinity 1.0X
+q77 1553 1625 102 3.6 276.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78 4014 4581 802 0.0 Infinity 1.0X
+q78 3020 3287 378 1.9 537.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q79 884 936 46 0.0 Infinity 1.0X
+q79 698 805 104 4.4 228.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80 3052 3287 332 0.0 Infinity 1.0X
+q80 2539 2653 161 2.2 449.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q81 765 896 215 0.0 Infinity 1.0X
+q81 481 513 34 0.8 1310.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q82 2215 2299 119 0.0 Infinity 1.0X
+q82 1627 1665 53 9.0 110.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q83 657 718 94 0.0 Infinity 1.0X
+q83 445 479 23 1.3 748.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q84 1232 1281 69 0.0 Infinity 1.0X
+q84 857 927 61 2.8 362.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q85 1340 1649 436 0.0 Infinity 1.0X
+q85 2816 2851 50 1.0 993.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86 543 595 60 0.0 Infinity 1.0X
+q86 328 369 32 2.5 405.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q87 1376 1650 388 0.0 Infinity 1.0X
+q87 1176 1191 21 4.4 225.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q88 2670 3031 510 0.0 Infinity 1.0X
+q88 2280 2501 313 1.3 766.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q89 145 166 17 0.0 Infinity 1.0X
+q89 569 593 30 5.2 191.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q90 308 343 34 0.0 Infinity 1.0X
+q90 240 290 25 3.4 295.5 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q91 262 294 29 0.0 Infinity 1.0X
+q91 463 516 46 5.0 201.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q92 338 455 113 0.0 Infinity 1.0X
+q92 277 405 185 2.9 341.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q93 186 252 63 0.0 Infinity 1.0X
+q93 682 688 6 4.6 215.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q94 352 403 32 0.0 Infinity 1.0X
+q94 629 671 37 1.3 746.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q95 831 938 139 0.0 Infinity 1.0X
+q95 9785 9986 285 0.1 11620.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q96 402 415 16 0.0 Infinity 1.0X
+q96 335 352 26 8.9 112.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q97 2341 2408 95 0.0 Infinity 1.0X
+q97 1786 1921 191 2.5 406.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98 105 121 11 0.0 Infinity 1.0X
+q98 570 590 19 5.2 191.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q99 544 556 10 0.0 Infinity 1.0X
+q99 450 527 89 3.4 297.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5a-v2.7 2615 2669 76 0.0 Infinity 1.0X
+q5a-v2.7 2379 2579 283 2.4 422.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6-v2.7 1930 1973 61 0.0 Infinity 1.0X
+q6-v2.7 1651 1831 254 1.9 529.1 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10a-v2.7 2960 3167 293 0.0 Infinity 1.0X
+q10a-v2.7 2612 2730 167 0.8 1261.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q11-v2.7 3051 3426 531 0.0 Infinity 1.0X
+q11-v2.7 2739 3086 491 1.4 726.2 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12-v2.7 103 118 16 0.0 Infinity 1.0X
+q12-v2.7 190 212 17 4.3 234.8 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14-v2.7 7824 8092 379 0.0 Infinity 1.0X
+q14-v2.7 6097 6714 872 0.8 1188.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a-v2.7 14580 14906 460 0.0 Infinity 1.0X
+q14a-v2.7 10786 11440 925 0.5 2102.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18a-v2.7 1159 1189 43 0.0 Infinity 1.0X
+q18a-v2.7 2742 2969 321 1.3 761.3 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20-v2.7 101 113 15 0.0 Infinity 1.0X
+q20-v2.7 308 353 24 5.0 201.0 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22-v2.7 23425 23570 206 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22a-v2.7 3879 4024 204 0.0 Infinity 1.0X
+q22a-v2.7 2990 3106 164 4.0 252.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24-v2.7 427 601 119 0.0 Infinity 1.0X
+q24-v2.7 363 523 99 9.2 108.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q27a-v2.7 345 402 45 0.0 Infinity 1.0X
+q27a-v2.7 2185 2512 462 2.2 446.7 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q34-v2.7 335 374 28 0.0 Infinity 1.0X
+q34-v2.7 666 703 63 4.6 217.6 1.0X
OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35-v2.7 3034 3303 380 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35a-v2.7 3086 3376 410 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q36a-v2.7 1276 1283 9 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47-v2.7 3659 3838 253 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49-v2.7 1736 2185 634 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51a-v2.7 27884 28472 832 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57-v2.7 1661 1890 324 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64-v2.7 5080 5348 379 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67a-v2.7 15043 15489 631 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70a-v2.7 1665 1923 364 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72-v2.7 2368 2497 182 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74-v2.7 3024 3779 1067 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75-v2.7 761 993 210 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77a-v2.7 3336 3354 24 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78-v2.7 4390 4976 829 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80a-v2.7 3767 4269 710 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86a-v2.7 610 655 44 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98-v2.7 98 112 13 0.0 Infinity 1.0X
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diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt
index 3b1fbf4524a..2a0a11ae15c 100644
--- a/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt
+++ b/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt
@@ -2,809 +2,809 @@ OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q1 946 1023 108 0.0 Infinity 1.0X
+q1 962 1073 157 0.5 2085.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q2 997 1013 23 0.0 Infinity 1.0X
+q2 1117 1124 10 2.0 500.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q3 281 309 16 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q4 6194 6262 96 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5 1481 1641 227 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6 1618 1623 7 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q7 103 157 50 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q8 586 622 44 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q9 1098 1102 5 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10 2614 2652 54 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q11 2179 2267 125 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12 91 106 13 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q13 201 217 15 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a 6352 6612 368 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14b 5215 5495 396 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q15 521 537 21 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q16 918 926 7 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q17 2045 2095 71 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18 275 682 383 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q19 440 484 39 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20 81 92 9 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q21 762 775 12 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22 4226 4269 60 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q23a 7596 7608 17 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q23b 7830 8052 313 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24a 365 409 39 0.0 Infinity 1.0X
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OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24b 294 420 109 0.0 Infinity 1.0X
+q24b 264 459 233 12.6 79.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q25 2059 2065 7 0.0 Infinity 1.0X
+q25 2068 2244 250 2.3 440.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q26 95 135 25 0.0 Infinity 1.0X
+q26 530 558 26 6.5 153.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q27 119 145 16 0.0 Infinity 1.0X
+q27 793 807 14 6.2 162.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q28 1507 1578 100 0.0 Infinity 1.0X
+q28 1556 1657 142 1.9 540.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q29 1990 2073 119 0.0 Infinity 1.0X
+q29 2112 2240 181 2.2 449.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q30 613 672 80 0.0 Infinity 1.0X
+q30 634 661 21 0.5 2149.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q31 1202 1330 182 0.0 Infinity 1.0X
+q31 1253 1325 103 3.0 336.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q32 300 336 29 0.0 Infinity 1.0X
+q32 317 342 25 4.8 207.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q33 195 228 22 0.0 Infinity 1.0X
+q33 736 741 6 7.0 142.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q34 152 208 29 0.0 Infinity 1.0X
+q34 513 571 42 6.0 167.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35 1870 1939 98 0.0 Infinity 1.0X
+q35 2100 2118 26 1.0 1014.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q36 748 766 16 0.0 Infinity 1.0X
+q36 800 829 37 3.7 269.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q37 1079 1086 9 0.0 Infinity 1.0X
+q37 1123 1152 41 11.8 84.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q38 820 888 71 0.0 Infinity 1.0X
+q38 911 936 39 5.7 174.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q39a 1607 1867 367 0.0 Infinity 1.0X
+q39a 1656 1823 236 7.1 139.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q39b 1618 1627 13 0.0 Infinity 1.0X
+q39b 1627 1688 86 7.3 137.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q40 453 478 28 0.0 Infinity 1.0X
+q40 511 539 24 3.3 305.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q41 91 98 9 0.0 Infinity 1.0X
+q41 183 202 26 0.1 10144.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q42 226 239 10 0.0 Infinity 1.0X
+q42 240 255 14 12.4 80.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q43 376 394 15 0.0 Infinity 1.0X
+q43 417 433 14 7.1 141.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q44 498 524 27 0.0 Infinity 1.0X
+q44 525 534 8 5.5 181.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q45 296 348 38 0.0 Infinity 1.0X
+q45 313 354 32 3.1 325.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q46 693 702 13 0.0 Infinity 1.0X
+q46 692 697 8 4.5 222.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47 2101 2180 112 0.0 Infinity 1.0X
+q47 2328 2357 42 1.3 783.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q48 128 146 15 0.0 Infinity 1.0X
+q48 1125 1136 15 4.4 228.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49 935 955 19 0.0 Infinity 1.0X
+q49 996 1012 22 5.6 177.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q50 927 955 32 0.0 Infinity 1.0X
+q50 1013 1039 37 3.2 312.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51 3373 3459 121 0.0 Infinity 1.0X
+q51 3408 3446 54 1.1 928.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q52 220 230 9 0.0 Infinity 1.0X
+q52 236 244 10 12.6 79.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q53 101 116 14 0.0 Infinity 1.0X
+q53 413 430 15 7.2 139.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q54 1069 1072 5 0.0 Infinity 1.0X
+q54 1819 1868 69 2.9 344.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q55 213 223 13 0.0 Infinity 1.0X
+q55 233 251 19 12.8 78.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q56 186 208 18 0.0 Infinity 1.0X
+q56 659 702 37 7.9 127.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57 1105 1180 105 0.0 Infinity 1.0X
+q57 1163 1182 27 1.3 759.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q58 679 690 10 0.0 Infinity 1.0X
+q58 726 739 12 7.1 141.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q59 724 754 28 0.0 Infinity 1.0X
+q59 889 902 18 3.3 300.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q60 202 218 11 0.0 Infinity 1.0X
+q60 697 727 36 7.4 134.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q61 280 320 35 0.0 Infinity 1.0X
+q61 912 913 1 3.4 292.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q62 266 279 16 0.0 Infinity 1.0X
+q62 276 287 12 2.9 348.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q63 100 116 12 0.0 Infinity 1.0X
+q63 407 419 18 7.3 136.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64 3031 3122 129 0.0 Infinity 1.0X
+q64 3772 4011 338 1.8 545.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q65 843 858 23 0.0 Infinity 1.0X
+q65 925 955 32 3.2 311.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q66 280 299 18 0.0 Infinity 1.0X
+q66 998 1009 15 2.3 430.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67 8520 8649 182 0.0 Infinity 1.0X
+q67 8340 8436 135 0.4 2807.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q68 589 626 35 0.0 Infinity 1.0X
+q68 630 681 45 4.9 202.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q69 2081 2203 172 0.0 Infinity 1.0X
+q69 2272 2359 124 0.9 1097.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70 809 819 17 0.0 Infinity 1.0X
+q70 843 862 32 3.5 285.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q71 104 123 14 0.0 Infinity 1.0X
+q71 554 571 13 9.4 106.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72 1118 1180 89 0.0 Infinity 1.0X
+q72 112849 113359 720 0.1 7352.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q73 111 191 31 0.0 Infinity 1.0X
+q73 472 482 17 6.5 154.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74 1564 1608 62 0.0 Infinity 1.0X
+q74 1641 1704 89 2.3 435.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75 459 575 134 0.0 Infinity 1.0X
+q75 2089 2270 257 2.7 370.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q76 434 452 15 0.0 Infinity 1.0X
+q76 457 487 25 11.2 89.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77 817 891 126 0.0 Infinity 1.0X
+q77 822 848 22 6.8 146.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78 2769 2939 240 0.0 Infinity 1.0X
+q78 2696 2708 17 2.1 480.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q79 531 572 30 0.0 Infinity 1.0X
+q79 569 586 25 5.4 185.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80 1692 1925 330 0.0 Infinity 1.0X
+q80 2081 2094 19 2.7 368.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q81 410 449 29 0.0 Infinity 1.0X
+q81 438 492 38 0.8 1193.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q82 1479 1498 26 0.0 Infinity 1.0X
+q82 1584 1597 18 9.3 107.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q83 418 464 32 0.0 Infinity 1.0X
+q83 441 481 26 1.3 741.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q84 882 902 25 0.0 Infinity 1.0X
+q84 990 1002 17 2.4 418.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q85 989 1081 131 0.0 Infinity 1.0X
+q85 2324 2542 309 1.2 819.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86 276 368 170 0.0 Infinity 1.0X
+q86 304 318 14 2.7 375.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q87 849 855 7 0.0 Infinity 1.0X
+q87 858 879 21 6.1 164.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q88 1643 1823 255 0.0 Infinity 1.0X
+q88 1664 1778 162 1.8 559.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q89 101 121 15 0.0 Infinity 1.0X
+q89 446 478 25 6.7 150.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q90 208 224 15 0.0 Infinity 1.0X
+q90 209 232 26 3.9 256.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q91 148 196 25 0.0 Infinity 1.0X
+q91 523 546 21 4.4 227.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q92 224 237 13 0.0 Infinity 1.0X
+q92 240 254 11 3.4 296.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q93 75 153 42 0.0 Infinity 1.0X
+q93 591 613 15 5.4 186.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q94 246 271 28 0.0 Infinity 1.0X
+q94 511 538 20 1.6 607.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q95 543 574 26 0.0 Infinity 1.0X
+q95 6991 7538 773 0.1 8303.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q96 231 244 24 0.0 Infinity 1.0X
+q96 242 252 15 12.3 81.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q97 1463 1468 8 0.0 Infinity 1.0X
+q97 1491 1501 14 2.9 339.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98 73 81 9 0.0 Infinity 1.0X
+q98 394 407 14 7.5 132.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q99 367 381 16 0.0 Infinity 1.0X
+q99 378 396 15 4.0 250.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5a-v2.7 1837 1892 77 0.0 Infinity 1.0X
+q5a-v2.7 1630 1773 203 3.5 289.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6-v2.7 1429 1434 8 0.0 Infinity 1.0X
+q6-v2.7 1493 1510 25 2.1 478.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10a-v2.7 2812 2891 111 0.0 Infinity 1.0X
+q10a-v2.7 2526 2683 222 0.8 1219.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q11-v2.7 2192 2360 237 0.0 Infinity 1.0X
+q11-v2.7 2161 2524 514 1.7 572.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12-v2.7 77 84 11 0.0 Infinity 1.0X
+q12-v2.7 208 224 21 3.9 256.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14-v2.7 4956 5111 219 0.0 Infinity 1.0X
+q14-v2.7 5125 5232 152 1.0 999.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a-v2.7 9481 9606 177 0.0 Infinity 1.0X
+q14a-v2.7 10315 10351 51 0.5 2010.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18a-v2.7 736 803 68 0.0 Infinity 1.0X
+q18a-v2.7 2708 3029 453 1.3 751.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20-v2.7 75 85 15 0.0 Infinity 1.0X
+q20-v2.7 233 247 17 6.6 151.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22-v2.7 17526 17636 157 0.0 Infinity 1.0X
+q22-v2.7 16824 16841 24 0.7 1421.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22a-v2.7 2450 2469 27 0.0 Infinity 1.0X
+q22a-v2.7 2460 2511 71 4.8 207.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q24-v2.7 237 357 96 0.0 Infinity 1.0X
+q24-v2.7 263 402 84 12.7 78.8 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q27a-v2.7 215 240 21 0.0 Infinity 1.0X
+q27a-v2.7 1640 1692 74 3.0 335.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q34-v2.7 177 197 16 0.0 Infinity 1.0X
+q34-v2.7 469 489 19 6.5 153.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35-v2.7 1867 1917 70 0.0 Infinity 1.0X
+q35-v2.7 1901 2004 146 1.1 917.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q35a-v2.7 1739 1780 58 0.0 Infinity 1.0X
+q35a-v2.7 1873 1904 45 1.1 904.4 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q36a-v2.7 711 736 24 0.0 Infinity 1.0X
+q36a-v2.7 761 815 51 3.9 256.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q47-v2.7 2016 2018 3 0.0 Infinity 1.0X
+q47-v2.7 2070 2150 114 1.4 696.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q49-v2.7 883 946 55 0.0 Infinity 1.0X
+q49-v2.7 934 949 14 6.0 166.2 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q51a-v2.7 22538 22725 265 0.0 Infinity 1.0X
+q51a-v2.7 22864 23113 352 0.2 6226.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q57-v2.7 1118 1126 10 0.0 Infinity 1.0X
+q57-v2.7 1180 1197 25 1.3 770.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q64-v2.7 2773 3019 348 0.0 Infinity 1.0X
+q64-v2.7 3784 4197 585 1.8 546.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q67a-v2.7 11000 11090 127 0.0 Infinity 1.0X
+q67a-v2.7 11365 11488 173 0.3 3825.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q70a-v2.7 915 939 21 0.0 Infinity 1.0X
+q70a-v2.7 972 990 24 3.0 329.3 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q72-v2.7 832 1116 402 0.0 Infinity 1.0X
+q72-v2.7 110614 111100 688 0.1 7207.1 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q74-v2.7 1561 1638 109 0.0 Infinity 1.0X
+q74-v2.7 1681 1732 72 2.2 445.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q75-v2.7 379 549 123 0.0 Infinity 1.0X
+q75-v2.7 2053 2236 258 2.7 364.5 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q77a-v2.7 1230 1355 176 0.0 Infinity 1.0X
+q77a-v2.7 1488 1587 140 3.8 264.9 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78-v2.7 2499 2651 215 0.0 Infinity 1.0X
+q78-v2.7 2789 2963 247 2.0 496.7 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q80a-v2.7 1972 2151 254 0.0 Infinity 1.0X
+q80a-v2.7 2535 2561 37 2.2 449.0 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q86a-v2.7 353 379 31 0.0 Infinity 1.0X
+q86a-v2.7 388 404 16 2.1 478.6 1.0X
OpenJDK 64-Bit Server VM 1.8.0_332-b09 on Linux 5.13.0-1031-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q98-v2.7 67 74 9 0.0 Infinity 1.0X
+q98-v2.7 389 402 13 7.6 131.1 1.0X
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmark.scala
index f2d4ea8e1a4..b4f1802cedb 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmark.scala
@@ -23,12 +23,14 @@ import org.apache.spark.SparkConf
import org.apache.spark.benchmark.Benchmark
import org.apache.spark.internal.Logging
import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.TPCDSSchema
import org.apache.spark.sql.catalyst.catalog.HiveTableRelation
import org.apache.spark.sql.catalyst.plans.logical.SubqueryAlias
import org.apache.spark.sql.catalyst.util._
import org.apache.spark.sql.catalyst.util.DateTimeConstants.NANOS_PER_SECOND
import org.apache.spark.sql.execution.datasources.LogicalRelation
import org.apache.spark.sql.internal.SQLConf
+import org.apache.spark.sql.types.StructType
/**
* Benchmark to measure TPCDS query performance.
@@ -65,23 +67,19 @@ object TPCDSQueryBenchmark extends SqlBasedBenchmark with Logging {
"web_returns", "web_site", "reason", "call_center", "warehouse", "ship_mode", "income_band",
"time_dim", "web_page")
- def setupTables(dataLocation: String, createTempView: Boolean): Map[String, Long] = {
+ def setupTables(dataLocation: String, tableColumns: Map[String, StructType]): Map[String, Long] =
tables.map { tableName =>
- if (createTempView) {
- spark.read.parquet(s"$dataLocation/$tableName").createOrReplaceTempView(tableName)
- } else {
- spark.sql(s"DROP TABLE IF EXISTS $tableName")
- spark.catalog.createTable(tableName, s"$dataLocation/$tableName", "parquet")
- // Recover partitions but don't fail if a table is not partitioned.
- Try {
- spark.sql(s"ALTER TABLE $tableName RECOVER PARTITIONS")
- }.getOrElse {
- logInfo(s"Recovering partitions of table $tableName failed")
- }
+ spark.sql(s"DROP TABLE IF EXISTS $tableName")
+ val options = Map("path" -> s"$dataLocation/$tableName")
+ spark.catalog.createTable(tableName, "parquet", tableColumns(tableName), options)
+ // Recover partitions but don't fail if a table is not partitioned.
+ Try {
+ spark.sql(s"ALTER TABLE $tableName RECOVER PARTITIONS")
+ }.getOrElse {
+ logInfo(s"Recovering partitions of table $tableName failed")
}
tableName -> spark.table(tableName).count()
}.toMap
- }
def runTpcdsQueries(
queryLocation: String,
@@ -163,7 +161,7 @@ object TPCDSQueryBenchmark extends SqlBasedBenchmark with Logging {
}
val tableSizes = setupTables(benchmarkArgs.dataLocation,
- createTempView = !benchmarkArgs.cboEnabled)
+ TPCDSSchemaHelper.getTableColumns)
if (benchmarkArgs.cboEnabled) {
spark.sql(s"SET ${SQLConf.CBO_ENABLED.key}=true")
spark.sql(s"SET ${SQLConf.PLAN_STATS_ENABLED.key}=true")
@@ -186,3 +184,8 @@ object TPCDSQueryBenchmark extends SqlBasedBenchmark with Logging {
nameSuffix = nameSuffixForQueriesV2_7)
}
}
+
+object TPCDSSchemaHelper extends TPCDSSchema {
+ def getTableColumns: Map[String, StructType] =
+ tableColumns.map(kv => kv._1 -> StructType.fromDDL(kv._2))
+}
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