Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark spark.

Project Site

spark.apache.org

Source Repository

github.com

Test Created

4 August 2022

Last Updated

20 January 2023

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

4 Seconds

Average Run Time

18 Minutes, 59 Seconds

Test Dependencies

Java + Python

Accolades

5k+ Downloads + Recently Updated Test Profile

Supported Platforms

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
Data current as of 22 January 2023.

Revision History

pts/spark-1.0.1 [View Source] Fri, 20 Jan 2023 07:57:46 GMT
Update download mirror for Spark 3.3.0. Closes: https://github.com/phoronix-test-suite/test-profiles/issues/265

pts/spark-1.0.0 [View Source] Thu, 04 Aug 2022 04:35:20 GMT
Initial commit of Apache Spark benchmark.

Suites Using This Test

Database Test Suite

Server

Performance Metrics

Analyze Test Configuration:

Apache Spark 3.3

Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 220 public results since 4 August 2022 with the latest data as of 25 January 2023.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component

Percentile Rank

# Compatible Public Results

Seconds (Average)

2 x AMD EPYC 7773X 64-Core

97th

2 x AMD EPYC 7713 64-Core

94th

2 x AMD EPYC 7742 64-Core

92nd

2 x AMD EPYC 75F3 32-Core

91st

2 x Intel Xeon Platinum 8380

89th

AMD Ryzen Threadripper 3990X 64-Core

87th

38 ^{+/- 1}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

84th

50 ^{+/- 1}

Intel Core i9-13900K

81st

AMD Ryzen 9 7950X 16-Core

77th

56 ^{+/- 1}

AMD Ryzen Threadripper 2990WX 32-Core

76th

Mid-Tier

75th

> 61

2 x Intel Xeon Gold 5220R

71st

AMD Ryzen Threadripper 3960X 24-Core

69th

69 ^{+/- 1}

AMD Ryzen 9 5950X 16-Core

61st

79 ^{+/- 7}

AMD EPYC 7551 32-Core

61st

79 ^{+/- 1}

AMD Ryzen Threadripper 2970WX 24-Core

61st

79 ^{+/- 1}

Intel Core i9-12900K

59th

82 ^{+/- 1}

AMD Ryzen 9 3950X 16-Core

55th

AMD Ryzen Threadripper 2950X 16-Core

51st

109 ^{+/- 1}

Median

50th

121

AMD Ryzen 9 3900X 12-Core

50th

122 ^{+/- 1}

Intel Core i5-12600K

48th

124

AMD Ryzen 7 5800X3D 8-Core

44th

148 ^{+/- 1}

AMD Ryzen 9 5900HX

41st

157 ^{+/- 5}

AMD Ryzen 5 7600X 6-Core

41st

157 ^{+/- 16}

Intel Xeon Silver 4216

39th

165

AMD EPYC 7F32 8-Core

36th

187

AMD Ryzen 7 PRO 5850U

32nd

229 ^{+/- 1}

Intel Core i7-1280P

28th

242 ^{+/- 18}

AMD Ryzen 7 PRO 6850U

28th

242 ^{+/- 6}

Low-Tier

25th

> 251

Apple M1

25th

251 ^{+/- 1}

Intel Core i7-8700K

21st

269 ^{+/- 5}

AMD Ryzen 7 4700U

17th

329 ^{+/- 3}

AMD Ryzen 5 4500U

16th

339 ^{+/- 3}

Intel Core i7-10700T

14th

374 ^{+/- 1}

Apple M2

8th

405 ^{+/- 29}

Intel Xeon E3-1275 v6

8th

405 ^{+/- 1}

Intel Xeon E3-1280 v5

6th

441 ^{+/- 1}

Intel Core i3-12100

3rd

584 ^{+/- 6}

Intel Core i7-1065G7

2nd

709 ^{+/- 50}

Based on OpenBenchmarking.org data, the selected test / test configuration (Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark) has an average run-time of 17 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

CPU Architecture

Kernel Identifier

Verified On

Intel / AMD x86 64-bit

x86_64

(Many Processors)

ARMv8 64-bit

aarch64

ARMv8 Neoverse-N1, ARMv8 Neoverse-V1, Apple M1, Apple M2

spark ryzen 9 7950x 3 Systems - 112 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.10 - 6.2.0-rc3-phx-tip-x86-cpu - GNOME Shell 43.1
EPYC Genoa Linux Distros 5 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Fedora Linux 37 - 6.0.15-300.fc37.x86_64 - GCC 12.2.1 20221121
EPYC Genoa Linux Distros 5 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 CentOS Stream 9 - 5.14.0-214.el9.x86_64 - GNOME Shell 40.10
EPYC Genoa Linux Distros 4 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0
EPYC Genoa Linux Distros 3 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 CentOS Stream 9 - 5.14.0-214.el9.x86_64 - GNOME Shell 40.10
Linux 6.2 Kernel Benchmark Ryzen 9 7950X 3 Systems - 149 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1
threadripper eo 2022 2 Systems - 361 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
EPYC Genoa Linux Distros 2 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0
Linux 6.2 Retbleed 2 Systems - 146 Benchmark Results	2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 6.1.0-phx - GNOME Shell 3.36.9
cascade lake refresh 2 Systems - 389 Benchmark Results	2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4
Threadripper 1920x 2 Systems - 226 Benchmark Results	AMD Ryzen Threadripper 1920X 12-Core - ASRock X399 Taichi - AMD 17h Ubuntu 22.04 - 5.15.0-50-generic - GNOME Shell 42.4
Core i9 13900K Linux Distros 2 Systems - 384 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Clear Linux OS 37600 - 6.0.7-1207.native - GNOME Shell 43.0
Core i9 13900K Linux Distros 1 System - 384 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0
Core i9 13900K Linux Distros 1 System - 380 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0
13600k 1 System - 351 Benchmark Results	Intel Core i5-13600K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

spark rembrandty 2 Systems - 112 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Ubuntu 22.04 - 5.15.0-41-generic - GNOME Shell 42.2
august 4 Systems - 134 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2
Apple M1 Mac Mini 2 Systems - 219 Benchmark Results	Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4
5850u spark 2 Systems - 112 Benchmark Results	AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
75f3 2p august 2 Systems - 156 Benchmark Results	2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship Ubuntu 21.10 - 5.19.0-rc2-phx-mglru-v12 - GNOME Shell 40.5
alderlake-p-spark 3 Systems - 112 Benchmark Results	Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-051900rc7daily20220723-generic - GNOME Shell 42.2
3990X spark 3 Systems - 112 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
Linux 6.0 AMD Threadripper 5965WX Benchmarks Featured Kernel Comparison	AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship Ubuntu 22.04 - 5.19.0-051900daily20220809-generic - GNOME Shell 42.2
Apple M1 Mac Mini vs. Core i7 2 Systems - 218 Benchmark Results	Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Arch Linux - 5.18.16-arch1-1 - KDE Plasma 5.25.4
Apple M2 MacBook vs. AMD Ryzen 7 PRO 6850U On Linux 3 Systems - 190 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Arch rolling - 5.18.16-arch1-1 - KDE Plasma 5.25.4
apache spark 5900HX Featured Graphics Comparison	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.15.0-27-generic - GNOME Shell 42.3.1
12600k sept 3 Systems - 311 Benchmark Results	Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 22.04 - 5.19.0-051900rc6daily20220716-generic - GNOME Shell 42.1
xeon aug 2 Systems - 130 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 11 - 5.10.0-10-amd64 - X Server
lappy M1 3 Systems - 211 Benchmark Results	Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4
Tau T2A 16 vCPUs 2 Systems - 136 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 m6g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-1009-aws - GCC 12.0.1 20220319

Apache Spark

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

Apache Spark 3.3

Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark

Tested CPU Architectures

Recent Test Results

Most Popular Test Results