From ba5e3bbf2fef32b2e49d3ed10aeb2d002910595f Mon Sep 17 00:00:00 2001 From: Andy Grove Date: Wed, 25 Sep 2024 09:52:07 -0600 Subject: [PATCH 1/6] add TPC-H benchmark results --- .../2024-09-25/comet-0.3.0-tpch.json | 158 ++++++++++++++++++ .../datafusion-python-40.1.0-tpch.json | 73 ++++++++ .../2024-09-25/spark-3.4.2-tpch.json | 139 +++++++++++++++ 3 files changed, 370 insertions(+) create mode 100644 docs/source/contributor-guide/benchmark-results/2024-09-25/comet-0.3.0-tpch.json create mode 100644 docs/source/contributor-guide/benchmark-results/2024-09-25/datafusion-python-40.1.0-tpch.json create mode 100644 docs/source/contributor-guide/benchmark-results/2024-09-25/spark-3.4.2-tpch.json diff --git a/docs/source/contributor-guide/benchmark-results/2024-09-25/comet-0.3.0-tpch.json b/docs/source/contributor-guide/benchmark-results/2024-09-25/comet-0.3.0-tpch.json new file mode 100644 index 0000000000..a944d634eb --- /dev/null +++ b/docs/source/contributor-guide/benchmark-results/2024-09-25/comet-0.3.0-tpch.json @@ -0,0 +1,158 @@ +{ + "engine": "datafusion-comet", + "benchmark": "tpch", + "data_path": "/mnt/bigdata/tpch/sf100/", + "query_path": "../../tpch/queries", + "spark_conf": { + "spark.app.id": "app-20240925073153-0063", + "spark.eventLog.enabled": "true", + "spark.comet.cast.allowIncompatible": "true", + "spark.comet.explainFallback.enabled": "false", + "spark.comet.exec.shuffle.enabled": "true", + "spark.app.startTime": "1727271112517", + "spark.app.name": "DataFusion Comet Benchmark derived from TPC-H / TPC-DS", + "spark.jars": "file:///opt/comet-0.3.0-rc1/comet-spark-spark3.4_2.12-0.3.0.jar", + "spark.repl.local.jars": "file:///opt/comet-0.3.0-rc1/comet-spark-spark3.4_2.12-0.3.0.jar", + "spark.driver.port": "34811", + "spark.serializer.objectStreamReset": "100", + "spark.sql.shuffle.partitions": "200", + "spark.comet.exec.optimizer.enabled": "true", + "spark.submit.deployMode": "client", + 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--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.sql.warehouse.dir": "file:/home/andy/git/apache/datafusion-benchmarks/runners/datafusion-comet/spark-warehouse", + "spark.executor.id": "driver", + "spark.master": "spark://woody:7077", + "spark.app.name": "DataFusion Comet Benchmark derived from TPC-H / TPC-DS", + "spark.driver.memory": "8G", + "spark.driver.port": "44751", + "spark.executor.memory": "32G", + "spark.app.id": "app-20240925084221-0064", + "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.app.startTime": "1727275341382", + "spark.serializer.objectStreamReset": "100", + "spark.executor.instances": "1", + "spark.cores.max": "8", + "spark.submit.pyFiles": "", + "spark.submit.deployMode": "client", + "spark.executor.cores": "8", + "spark.driver.host": "woody.lan" + }, + "1": [ + 104.32338833808899, + 101.92840933799744, + 102.29649090766907 + ], + "2": [ + 12.577291488647461, + 11.24374008178711, + 11.141963481903076 + ], + "3": [ + 23.692935943603516, + 21.609262943267822, + 21.613842725753784 + ], + "4": [ + 16.685965538024902, + 16.50067663192749, + 16.418885707855225 + ], + "5": [ + 43.853904008865356, + 43.304861545562744, + 43.29374384880066 + ], + "6": [ + 3.5047988891601562, + 3.3367137908935547, + 3.3941538333892822 + ], + "7": [ + 20.229097604751587, + 19.84404230117798, + 19.959458589553833 + ], + "8": [ + 31.940091371536255, + 31.665536165237427, + 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58.909135580062866, + 58.7743935585022 + ], + "22": [ + 8.485138177871704, + 9.303241729736328, + 8.181260108947754 + ] +} \ No newline at end of file From ae97da83b03c961a13bd3040e1b2f3499c9c38aa Mon Sep 17 00:00:00 2001 From: Andy Grove Date: Wed, 25 Sep 2024 10:00:57 -0600 Subject: [PATCH 2/6] updat TPC-H results --- README.md | 10 +- .../2024-09-25/tpch_allqueries.png | Bin 0 -> 32035 bytes .../2024-09-25/tpch_queries_compare.png | Bin 0 -> 36149 bytes .../2024-09-25/tpch_queries_speedup_rel.png | Bin 0 -> 44133 bytes .../2024-08-23/comet-tpch.json | 200 ------------------ .../2024-08-23/datafusion-python-tpch.json | 73 ------- .../2024-08-23/spark-tpch.json | 183 ---------------- .../benchmark-results/tpc-h.md | 12 +- 8 files changed, 11 insertions(+), 467 deletions(-) create mode 100644 docs/source/_static/images/benchmark-results/2024-09-25/tpch_allqueries.png create mode 100644 docs/source/_static/images/benchmark-results/2024-09-25/tpch_queries_compare.png create mode 100644 docs/source/_static/images/benchmark-results/2024-09-25/tpch_queries_speedup_rel.png delete mode 100644 docs/source/contributor-guide/benchmark-results/2024-08-23/comet-tpch.json delete mode 100644 docs/source/contributor-guide/benchmark-results/2024-08-23/datafusion-python-tpch.json delete mode 100644 docs/source/contributor-guide/benchmark-results/2024-08-23/spark-tpch.json diff --git a/README.md b/README.md index bf6c8612c2..4e2982d455 100644 --- a/README.md +++ b/README.md @@ -44,8 +44,8 @@ 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 616 seconds to 379 seconds, a 1.62x speedup, with query 1 -running more than 7x faster than Spark. +When using Comet, the overall run time is reduced from 616 seconds to 374 seconds, a 1.6x speedup, with query 1 +running 9x faster than Spark. Running the same queries with DataFusion standalone (without Spark) using the same number of cores results in a 3.6x speedup compared to Spark. @@ -53,16 +53,16 @@ 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 a broader set of queries. -![](docs/source/_static/images/benchmark-results/2024-08-23/tpch_allqueries.png) +![](docs/source/_static/images/benchmark-results/2024-09-25/tpch_allqueries.png) Here is a breakdown showing relative performance of Spark, Comet, and DataFusion for each TPC-H query. -![](docs/source/_static/images/benchmark-results/2024-08-23/tpch_queries_compare.png) +![](docs/source/_static/images/benchmark-results/2024-09-25/tpch_queries_compare.png) The following chart shows how much Comet currently accelerates each query from the benchmark. Performance optimization is an ongoing task, and we welcome contributions from the community to help achieve even greater speedups in the future. -![](docs/source/_static/images/benchmark-results/2024-08-23/tpch_queries_speedup_rel.png) +![](docs/source/_static/images/benchmark-results/2024-09-25/tpch_queries_speedup_rel.png) These benchmarks can be reproduced in any environment using the documentation in the [Comet Benchmarking Guide](https://datafusion.apache.org/comet/contributor-guide/benchmarking.html). 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