Skip to content

Commit

Permalink
chore: Update benchmark results (apache#614)
Browse files Browse the repository at this point in the history
* Update benchmark script and results

* update diagrams

* update docs

* revert cbo change
  • Loading branch information
andygrove authored and viirya committed Jul 12, 2024
1 parent fb6c81b commit 806b269
Show file tree
Hide file tree
Showing 9 changed files with 134 additions and 131 deletions.
5 changes: 3 additions & 2 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -34,13 +34,14 @@ The following chart shows the time it takes to run the 22 TPC-H queries against
using a single executor with 8 cores. See the [Comet Benchmarking Guide](https://datafusion.apache.org/comet/contributor-guide/benchmarking.html)
for details of the environment used for these benchmarks.

When using Comet, the overall run time is reduced from 649 seconds to 440 seconds, a 1.5x speedup.
When using Comet, the overall run time is reduced from 649 seconds to 433 seconds, a 1.5x speedup, with some queries
showing a 2x-3x speedup.

Running the same queries with DataFusion standalone (without Spark) using the same number of cores results in a 3.9x
speedup compared to Spark.

Comet is not yet achieving full DataFusion speeds in all cases, but with future work we aim to provide a 2x-4x speedup
for many use cases.
for a broader set of queries.

![](docs/source/_static/images/tpch_allqueries.png)

Expand Down
Binary file modified docs/source/_static/images/tpch_allqueries.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file modified docs/source/_static/images/tpch_queries_compare.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file modified docs/source/_static/images/tpch_queries_speedup.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Original file line number Diff line number Diff line change
Expand Up @@ -5,197 +5,198 @@
"query_path": "../../tpch/queries",
"spark_conf": {
"spark.comet.explainFallback.enabled": "true",
"spark.eventLog.enabled": "true",
"spark.jars": "file:///home/andy/git/apache/datafusion-comet/spark/target/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.comet.cast.allowIncompatible": "true",
"spark.app.startTime": "1719691158901",
"spark.executor.extraClassPath": "/home/andy/git/apache/datafusion-comet/spark/target/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.executor.memory": "8G",
"spark.comet.exec.shuffle.enabled": "true",
"spark.app.name": "DataFusion Comet Benchmark derived from TPC-H / TPC-DS",
"spark.driver.port": "36573",
"spark.sql.adaptive.coalescePartitions.enabled": "false",
"spark.app.startTime": "1716923498046",
"spark.app.id": "app-20240629135919-0008",
"spark.comet.batchSize": "8192",
"spark.app.id": "app-20240528131138-0043",
"spark.serializer.objectStreamReset": "100",
"spark.app.initial.jar.urls": "spark://woody.lan:36573/jars/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.driver.host": "10.0.0.118",
"spark.submit.deployMode": "client",
"spark.sql.autoBroadcastJoinThreshold": "-1",
"spark.comet.exec.all.enabled": "true",
"spark.eventLog.enabled": "false",
"spark.driver.host": "woody.lan",
"spark.executor.cores": "8",
"spark.driver.extraJavaOptions": "-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.lang.invoke=ALL-UNNAMED --add-opens=java.base/java.lang.reflect=ALL-UNNAMED --add-opens=java.base/java.io=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.nio=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.base/java.util.concurrent=ALL-UNNAMED --add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED --add-opens=java.base/jdk.internal.ref=ALL-UNNAMED --add-opens=java.base/sun.nio.ch=ALL-UNNAMED --add-opens=java.base/sun.nio.cs=ALL-UNNAMED --add-opens=java.base/sun.security.action=ALL-UNNAMED --add-opens=java.base/sun.util.calendar=ALL-UNNAMED --add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED -Djdk.reflect.useDirectMethodHandle=false",
"spark.comet.shuffle.enforceMode.enabled": "true",
"spark.sql.warehouse.dir": "file:/home/andy/git/apache/datafusion-benchmarks/runners/datafusion-comet/spark-warehouse",
"spark.shuffle.manager": "org.apache.spark.sql.comet.execution.shuffle.CometShuffleManager",
"spark.comet.exec.enabled": "true",
"spark.app.submitTime": "1719691158623",
"spark.repl.local.jars": "file:///home/andy/git/apache/datafusion-comet/spark/target/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.comet.exec.enabled": "true",
"spark.executor.id": "driver",
"spark.master": "spark://woody:7077",
"spark.executor.instances": "8",
"spark.comet.exec.shuffle.mode": "auto",
"spark.driver.port": "34629",
"spark.sql.extensions": "org.apache.comet.CometSparkSessionExtensions",
"spark.driver.memory": "8G",
"spark.driver.extraClassPath": "/home/andy/git/apache/datafusion-comet/spark/target/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.sql.adaptive.coalescePartitions.enabled": "true",
"spark.executor.memory": "32G",
"spark.rdd.compress": "True",
"spark.executor.extraJavaOptions": "-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.lang.invoke=ALL-UNNAMED --add-opens=java.base/java.lang.reflect=ALL-UNNAMED --add-opens=java.base/java.io=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.nio=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.base/java.util.concurrent=ALL-UNNAMED --add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED --add-opens=java.base/jdk.internal.ref=ALL-UNNAMED --add-opens=java.base/sun.nio.ch=ALL-UNNAMED --add-opens=java.base/sun.nio.cs=ALL-UNNAMED --add-opens=java.base/sun.security.action=ALL-UNNAMED --add-opens=java.base/sun.util.calendar=ALL-UNNAMED --add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED -Djdk.reflect.useDirectMethodHandle=false",
"spark.executor.instances": "1",
"spark.cores.max": "8",
"spark.comet.enabled": "true",
"spark.app.submitTime": "1716923497738",
"spark.submit.pyFiles": "",
"spark.executor.cores": "1",
"spark.comet.parquet.io.enabled": "false"
"spark.app.initial.jar.urls": "spark://10.0.0.118:34629/jars/comet-spark-spark3.4_2.12-0.1.0-SNAPSHOT.jar",
"spark.comet.cbo.enabled": "false"
},
"1": [
32.121661901474,
27.997092485427856,
27.756758451461792,
28.55236315727234,
28.332542181015015
28.735982179641724,
27.904003858566284,
27.98918342590332,
27.998026847839355,
27.7985897064209
],
"2": [
18.269107580184937,
16.200955629348755,
16.194639682769775,
16.745808839797974,
16.59864115715027
15.840301513671875,
15.137918710708618,
15.086657047271729,
15.252221584320068,
15.093742370605469
],
"3": [
17.265466690063477,
17.069786310195923,
17.12887978553772,
19.33678102493286,
18.182055234909058
18.124080181121826,
18.498253345489502,
18.420130252838135,
18.309802055358887,
18.46897006034851
],
"4": [
8.367004156112671,
8.172023296356201,
8.023266077041626,
8.350765228271484,
8.258736610412598
9.55617070198059,
9.518851518630981,
9.514896392822266,
9.583910465240479,
9.444581985473633
],
"5": [
34.10048794746399,
32.69314408302307,
33.21383595466614,
36.391114473342896,
39.00048065185547
33.23771286010742,
33.053247690200806,
32.84638738632202,
32.790276765823364,
32.90981197357178
],
"6": [
3.1693499088287354,
3.044705390930176,
3.047694206237793,
3.2817511558532715,
3.274174928665161
3.34500789642334,
2.9966821670532227,
3.0137181282043457,
2.9657068252563477,
2.919524908065796
],
"7": [
25.369214296340942,
24.020941257476807,
24.0787034034729,
28.47402787208557,
28.23443365097046
20.84096646308899,
20.373249053955078,
20.337918519973755,
20.32623314857483,
20.321190357208252
],
"8": [
40.06126809120178,
39.828824281692505,
45.250510454177856,
44.406742572784424,
48.98451232910156
36.99943470954895,
36.097434520721436,
36.08603119850159,
36.26709461212158,
36.22776746749878
],
"9": [
62.822797775268555,
61.26328158378601,
64.95581865310669,
69.51708793640137,
73.52380013465881
58.00954031944275,
56.75375247001648,
57.23253607749939,
57.04572892189026,
57.06179666519165
],
"10": [
20.55334782600403,
20.546096324920654,
20.57452392578125,
22.84211039543152,
23.724371671676636
19.51328682899475,
19.17092227935791,
19.110991716384888,
19.05888819694519,
19.292072534561157
],
"11": [
11.068235158920288,
10.715423822402954,
11.353424310684204,
11.37632942199707,
11.530814170837402
12.222111463546753,
12.186187267303467,
12.177972316741943,
12.100908517837524,
12.061741828918457
],
"12": [
10.264788389205933,
8.67864990234375,
8.845952033996582,
8.593009233474731,
8.540803909301758
7.657347679138184,
7.598176002502441,
7.568347930908203,
7.4833292961120605,
7.551736116409302
],
"13": [
9.603406190872192,
9.648627042770386,
13.040799140930176,
10.154011249542236,
9.716034412384033
9.64631199836731,
9.536576509475708,
9.564186096191406,
9.570204496383667,
9.662892580032349
],
"14": [
6.20926308631897,
6.0385496616363525,
7.674488544464111,
10.53052043914795,
7.661675691604614
6.022975921630859,
5.84771203994751,
6.049532175064087,
5.998222827911377,
5.899066925048828
],
"15": [
11.466301918029785,
11.473632097244263,
11.279382228851318,
13.291078329086304,
12.81026816368103
10.946545600891113,
10.68128228187561,
10.473867416381836,
10.72830843925476,
10.45834231376648
],
"16": [
8.096073865890503,
7.73410701751709,
7.742897272109985,
8.477537631988525,
7.821273326873779
7.951048851013184,
6.773421049118042,
6.630566120147705,
6.826274633407593,
6.515024185180664
],
"17": [
43.69264578819275,
43.33040428161621,
46.291987657547,
54.654345989227295,
54.37124800682068
46.03706979751587,
42.801599740982056,
42.59856081008911,
42.84500861167908,
42.899412870407104
],
"18": [
27.205485105514526,
26.785916090011597,
27.331408262252808,
29.946768760681152,
28.037617444992065
34.244925022125244,
31.239882469177246,
31.353251695632935,
31.224499940872192,
31.53875970840454
],
"19": [
8.100102186203003,
7.845783472061157,
8.52329158782959,
8.907397985458374,
9.13755488395691
7.07506251335144,
6.813824892044067,
6.79759407043457,
6.941055059432983,
6.83566427230835
],
"20": [
13.09695029258728,
12.683861255645752,
15.612725019454956,
13.361177206039429,
16.614356517791748
10.964829683303833,
10.757019996643066,
10.806366205215454,
10.990953922271729,
10.887315273284912
],
"21": [
43.69623780250549,
43.26758122444153,
46.91650056838989,
47.875754833221436,
57.9763662815094
44.07762622833252,
44.03535461425781,
43.978052377700806,
43.928617000579834,
43.93204379081726
],
"22": [
4.5090577602386475,
4.420571804046631,
4.639787673950195,
5.118046998977661,
5.017346143722534
4.871158599853516,
4.810696601867676,
4.873842239379883,
4.817774534225464,
4.927582740783691
]
}
11 changes: 6 additions & 5 deletions docs/source/contributor-guide/benchmarking.md
Original file line number Diff line number Diff line change
Expand Up @@ -51,7 +51,8 @@ $SPARK_HOME/bin/spark-submit \
$SPARK_HOME/bin/spark-submit \
--master $SPARK_MASTER \
--conf spark.driver.memory=8G \
--conf spark.executor.memory=64G \
--conf spark.executor.instances=1 \
--conf spark.executor.memory=32G \
--conf spark.executor.cores=8 \
--conf spark.cores.max=8 \
--conf spark.sql.autoBroadcastJoinThreshold=-1 \
Expand All @@ -68,8 +69,8 @@ $SPARK_HOME/bin/spark-submit \
--conf spark.comet.batchSize=8192 \
--conf spark.comet.exec.shuffle.enabled=true \
--conf spark.comet.exec.shuffle.mode=auto \
--conf spark.comet.shuffle.enforceMode.enabled=true \
--conf spark.shuffle.manager=org.apache.spark.sql.comet.execution.shuffle.CometShuffleManager \
--conf spark.sql.adaptive.coalescePartitions.enabled=false \
tpcbench.py \
--benchmark tpch \
--data /mnt/bigdata/tpch/sf100/ \
Expand Down Expand Up @@ -99,7 +100,7 @@ is an ongoing task, and we welcome contributions from the community to help achi

The raw results of these benchmarks in JSON format is available here:

- [Spark](./benchmark-results/2024-05-30/spark-8-exec-5-runs.json)
- [Comet](./benchmark-results/2024-05-30/comet-8-exec-5-runs.json)
- [DataFusion](./benchmark-results/2024-05-30/datafusion-python-8-cores.json)
- [Spark](./benchmark-results/2024-06-29/spark-8-exec-5-runs.json)
- [Comet](./benchmark-results/2024-06-29/comet-8-exec-5-runs.json)
- [DataFusion](./benchmark-results/2024-06-29/datafusion-python-8-cores.json)

Original file line number Diff line number Diff line change
Expand Up @@ -2301,7 +2301,7 @@ object QueryPlanSerde extends Logging with ShimQueryPlanSerde with CometExprShim
.addAllSortOrders(sortOrders.map(_.get).asJava)
Some(result.setSort(sortBuilder).build())
} else {
withInfo(op, sortOrder: _*)
withInfo(op, "sort order not supported", sortOrder: _*)
None
}

Expand Down

0 comments on commit 806b269

Please sign in to comment.