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Posted to commits@spark.apache.org by do...@apache.org on 2022/07/05 19:45:57 UTC
[spark] branch master updated: [SPARK-34927][INFRA] Support TPCDSQueryBenchmark in Benchmarks
This is an automated email from the ASF dual-hosted git repository.
dongjoon 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 ed108e15d1e [SPARK-34927][INFRA] Support TPCDSQueryBenchmark in Benchmarks
ed108e15d1e is described below
commit ed108e15d1ee35b98c7bdcd9f4bb4aaa14412ebe
Author: Kazuyuki Tanimura <kt...@apple.com>
AuthorDate: Tue Jul 5 12:45:41 2022 -0700
[SPARK-34927][INFRA] Support TPCDSQueryBenchmark in Benchmarks
### What changes were proposed in this pull request?
Currently `org.apache.spark.sql.execution.benchmark.TPCDSQueryBenchmark` cannot start via Github Actions. That is due to the extra required `--data-location` argument.
This PR proposes to provide an option to pass the argument by `SPARK_TPCDS_DATA` environment variable. This is the same approach taken by `TPCDSQueryTestSuite`. This PR also adds the Github workflow step to generate the TPC-DS data and set the `SPARK_TPCDS_DATA` location.
Developers still can use `--data-location` argument to `TPCDSQueryBenchmark` just like before for manual testing.
This PR is a refinement of [the earlier attempt](https://github.com/apache/spark/pull/33544)
### Why are the changes needed?
Currently `TPCDSQueryBenchmark` is excluded from benchmark runs via Github Actions. Therefore, benchmark results e.g. TPCDSQueryBenchmark-results.txt are not updated regularly and obsolete.
### Does this PR introduce _any_ user-facing change?
No
### How was this patch tested?
Tested on Github Actions.
Closes #37020 from kazuyukitanimura/SPARK-34927.
Lead-authored-by: Kazuyuki Tanimura <kt...@apple.com>
Co-authored-by: mingkim <mi...@gmail.com>
Co-authored-by: Myeongju Kim <mi...@gmail.com>
Signed-off-by: Dongjoon Hyun <do...@apache.org>
---
.github/workflows/benchmark.yml | 66 +-
.github/workflows/build_and_test.yml | 1 +
.../org/apache/spark/benchmark/Benchmarks.scala | 2 -
.../TPCDSQueryBenchmark-jdk11-results.txt | 810 ++++++++++-----------
.../TPCDSQueryBenchmark-jdk17-results.txt | 810 +++++++++++++++++++++
.../benchmarks/TPCDSQueryBenchmark-results.txt | 810 ++++++++++-----------
.../benchmark/TPCDSQueryBenchmarkArguments.scala | 2 +-
7 files changed, 1686 insertions(+), 815 deletions(-)
diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index a322fe065b5..3170c7c6bb0 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -56,9 +56,64 @@ jobs:
id: set-matrix
run: echo "::set-output name=matrix::["`seq -s, 1 $SPARK_BENCHMARK_NUM_SPLITS`"]"
+ # Any TPC-DS related updates on this job need to be applied to tpcds-1g job of build_and_test.yml as well
+ tpcds-1g-gen:
+ name: "Generate an input dataset for TPCDSQueryBenchmark with SF=1"
+ runs-on: ubuntu-20.04
+ env:
+ SPARK_LOCAL_IP: localhost
+ steps:
+ - name: Checkout Spark repository
+ uses: actions/checkout@v2
+ # In order to get diff files
+ with:
+ fetch-depth: 0
+ - name: Cache Scala, SBT and Maven
+ uses: actions/cache@v2
+ with:
+ path: |
+ build/apache-maven-*
+ build/scala-*
+ build/*.jar
+ ~/.sbt
+ key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
+ restore-keys: |
+ build-
+ - name: Cache Coursier local repository
+ uses: actions/cache@v2
+ with:
+ path: ~/.cache/coursier
+ key: benchmark-coursier-${{ github.event.inputs.jdk }}-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
+ restore-keys: |
+ benchmark-coursier-${{ github.event.inputs.jdk }}
+ - name: Cache TPC-DS generated data
+ id: cache-tpcds-sf-1
+ uses: actions/cache@v2
+ with:
+ path: ./tpcds-sf-1
+ key: tpcds-${{ hashFiles('.github/workflows/benchmark.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
+ - name: Checkout tpcds-kit repository
+ if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
+ uses: actions/checkout@v2
+ with:
+ repository: databricks/tpcds-kit
+ ref: 2a5078a782192ddb6efbcead8de9973d6ab4f069
+ path: ./tpcds-kit
+ - name: Build tpcds-kit
+ if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
+ run: cd tpcds-kit/tools && make OS=LINUX
+ - name: Install Java ${{ github.event.inputs.jdk }}
+ if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
+ uses: actions/setup-java@v1
+ with:
+ java-version: ${{ github.event.inputs.jdk }}
+ - name: Generate TPC-DS (SF=1) table data
+ if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
+ run: build/sbt "sql/test:runMain org.apache.spark.sql.GenTPCDSData --dsdgenDir `pwd`/tpcds-kit/tools --location `pwd`/tpcds-sf-1 --scaleFactor 1 --numPartitions 1 --overwrite"
+
benchmark:
name: "Run benchmarks: ${{ github.event.inputs.class }} (JDK ${{ github.event.inputs.jdk }}, Scala ${{ github.event.inputs.scala }}, ${{ matrix.split }} out of ${{ github.event.inputs.num-splits }} splits)"
- needs: matrix-gen
+ needs: [matrix-gen, tpcds-1g-gen]
# Ubuntu 20.04 is the latest LTS. The next LTS is 22.04.
runs-on: ubuntu-20.04
strategy:
@@ -73,6 +128,7 @@ jobs:
SPARK_LOCAL_IP: localhost
# To prevent spark.test.home not being set. See more detail in SPARK-36007.
SPARK_HOME: ${{ github.workspace }}
+ SPARK_TPCDS_DATA: ${{ github.workspace }}/tpcds-sf-1
steps:
- name: Checkout Spark repository
uses: actions/checkout@v2
@@ -101,6 +157,12 @@ jobs:
uses: actions/setup-java@v1
with:
java-version: ${{ github.event.inputs.jdk }}
+ - name: Cache TPC-DS generated data
+ id: cache-tpcds-sf-1
+ uses: actions/cache@v2
+ with:
+ path: ./tpcds-sf-1
+ key: tpcds-${{ hashFiles('.github/workflows/benchmark.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
- name: Run benchmarks
run: |
dev/change-scala-version.sh ${{ github.event.inputs.scala }}
@@ -119,7 +181,7 @@ jobs:
# To keep the directory structure and file permissions, tar them
# See also https://github.com/actions/upload-artifact#maintaining-file-permissions-and-case-sensitive-files
echo "Preparing the benchmark results:"
- tar -cvf benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar `git diff --name-only` `git ls-files --others --exclude-standard`
+ tar -cvf benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar `git diff --name-only` `git ls-files --others --exclude=tpcds-sf-1 --exclude-standard`
- name: Upload benchmark results
uses: actions/upload-artifact@v2
with:
diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index ca375be2777..bc5eef68afe 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -644,6 +644,7 @@ jobs:
./dev/change-scala-version.sh 2.13
./build/sbt -Pyarn -Pmesos -Pkubernetes -Pvolcano -Phive -Phive-thriftserver -Phadoop-cloud -Pkinesis-asl -Pdocker-integration-tests -Pkubernetes-integration-tests -Pspark-ganglia-lgpl -Pscala-2.13 compile test:compile
+ # Any TPC-DS related updates on this job need to be applied to tpcds-1g-gen job of benchmark.yml as well
tpcds-1g:
needs: precondition
if: fromJson(needs.precondition.outputs.required).tpcds-1g == 'true'
diff --git a/core/src/test/scala/org/apache/spark/benchmark/Benchmarks.scala b/core/src/test/scala/org/apache/spark/benchmark/Benchmarks.scala
index 2bb70bc75f6..9799eab113d 100644
--- a/core/src/test/scala/org/apache/spark/benchmark/Benchmarks.scala
+++ b/core/src/test/scala/org/apache/spark/benchmark/Benchmarks.scala
@@ -96,8 +96,6 @@ object Benchmarks {
require(args.length > 0, "Benchmark class to run should be specified.")
if (
info.getName.endsWith("Benchmark") &&
- // TODO(SPARK-34927): Support TPCDSQueryBenchmark in Benchmarks
- !info.getName.endsWith("TPCDSQueryBenchmark") &&
matcher.matches(Paths.get(info.getName)) &&
Try(runBenchmark).isSuccess && // Does this has a main method?
!Modifier.isAbstract(clazz.getModifiers) // Is this a regular class?
diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
index 0e1a6d504da..1bdda6a53ee 100644
--- a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
+++ b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk11-results.txt
@@ -1,810 +1,810 @@
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q1 1460 1941 680 0.0 Infinity 1.0X
+q1 1582 1896 444 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q2 2422 2665 344 0.0 Infinity 1.0X
+q2 1380 1648 380 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q3 566 578 8 0.0 Infinity 1.0X
+q3 469 606 126 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q4 15396 15718 456 0.0 Infinity 1.0X
+q4 8474 8819 488 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q5 3251 3670 592 0.0 Infinity 1.0X
+q5 2383 2587 289 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q6 2139 2232 131 0.0 Infinity 1.0X
+q6 2887 3209 456 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q7 1285 1365 113 0.0 Infinity 1.0X
+q7 129 229 97 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q8 1038 1085 67 0.0 Infinity 1.0X
+q8 1261 1531 382 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q9 2709 2729 28 0.0 Infinity 1.0X
+q9 2049 2056 11 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q10 5975 6075 140 0.0 Infinity 1.0X
+q10 3251 3529 393 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q12 503 541 45 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q13 2950 3044 132 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a 24716 25725 1427 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14b 20165 20747 822 0.0 Infinity 1.0X
+q14b 7150 7356 290 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q15 837 896 55 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q16 2124 2190 93 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q17 3178 3351 245 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
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+Intel(R) Xeon(R) CPU E5-2673 v3 @ 2.40GHz
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q18 2523 2653 184 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q19 818 876 53 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q20 513 521 7 0.0 Infinity 1.0X
+q20 115 168 51 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q21 1458 1496 54 0.0 Infinity 1.0X
+q21 1731 1814 117 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q22 4247 4364 166 0.0 Infinity 1.0X
+q22 5287 5697 580 0.0 Infinity 1.0X
-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q23a 15449 15516 95 0.0 Infinity 1.0X
+q23a 9940 10614 953 0.0 Infinity 1.0X
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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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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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
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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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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
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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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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
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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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-OpenJDK 64-Bit Server VM 11.0.5+10-post-Ubuntu-0ubuntu1.118.04 on Linux 4.15.0-1044-aws
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt
new file mode 100644
index 00000000000..9e2c6551256
--- /dev/null
+++ b/sql/core/benchmarks/TPCDSQueryBenchmark-jdk17-results.txt
@@ -0,0 +1,810 @@
+OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
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+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
+
+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
+TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
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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
+TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
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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
+TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
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+
+OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
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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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+
+OpenJDK 64-Bit Server VM 17.0.3+7-LTS on Linux 5.13.0-1031-azure
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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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+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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+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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+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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+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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diff --git a/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt b/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt
index 8228e191ec4..3b1fbf4524a 100644
--- a/sql/core/benchmarks/TPCDSQueryBenchmark-results.txt
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q14a 23714 24391 957 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 19056 19103 66 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1658 1707 69 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2905 2979 104 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2272 2423 213 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 707 730 35 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 449 506 42 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1154 1167 19 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 4056 4476 594 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 14557 14780 317 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 17887 18451 799 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2930 3193 372 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2760 2958 280 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2913 3150 335 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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 810 819 15 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1171 1217 65 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 3212 3273 86 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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 2917 3107 270 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1924 2091 237 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 559 597 26 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q78 4717 4827 155 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q82 1674 1738 89 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-q84 1166 1210 62 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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+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 3682 3831 211 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
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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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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2415 2523 153 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 414 429 19 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 508 530 24 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1138 1155 24 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 979 1060 115 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 5805 6024 310 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 337 345 10 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1641 1748 152 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 538 587 61 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 619 633 19 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 4861 4954 132 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 1798 1861 89 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 4093 4209 164 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 3336 3404 96 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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-v2.7 380 408 30 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 17331 17776 629 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 111982 112268 404 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 4063 4659 843 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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-v2.7 420 446 29 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 18976 19164 265 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 9087 9281 275 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2817 2834 24 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 2301 2401 141 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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-v2.7 700 731 48 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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 4158 4513 503 0.0 Infinity 1.0X
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-OpenJDK 64-Bit Server VM 1.8.0_232-8u232-b09-0ubuntu1~18.04.1-b09 on Linux 4.15.0-1044-aws
-Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz
+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
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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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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TPCDS Snappy: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
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diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmarkArguments.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmarkArguments.scala
index 80a6bffc61e..0628acb8f9f 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmarkArguments.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/TPCDSQueryBenchmarkArguments.scala
@@ -21,7 +21,7 @@ import java.util.Locale
class TPCDSQueryBenchmarkArguments(val args: Array[String]) {
- var dataLocation: String = null
+ var dataLocation: String = sys.env.getOrElse("SPARK_TPCDS_DATA", null)
var queryFilter: Set[String] = Set.empty
var cboEnabled: Boolean = false
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