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

25 Minutes, 33 Seconds

Test Dependencies

Java + Python

Accolades

20k+ Downloads

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 updated weekly as of 27 September 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 375 public results since 4 August 2022 with the latest data as of 24 September 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

98th

2 x AMD EPYC 7713 64-Core

97th

2 x AMD EPYC 7742 64-Core

96th

2 x AMD EPYC 75F3 32-Core

95th

AMD EPYC 7763 64-Core

93rd

2 x Intel Xeon Platinum 8380

92nd

AMD Ryzen Threadripper 3990X 64-Core

90th

38 ^{+/- 1}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

88th

50 ^{+/- 1}

Intel Core i9-13900K

86th

52 ^{+/- 1}

AMD Ryzen Threadripper 3970X 32-Core

83rd

AMD Ryzen 9 7950X 16-Core

83rd

56 ^{+/- 1}

AMD Ryzen 9 7950X3D 16-Core

80th

59 ^{+/- 1}

AMD Ryzen Threadripper 2990WX 32-Core

79th

2 x Intel Xeon Gold 5220R

76th

Mid-Tier

75th

> 66

AMD Ryzen Threadripper 3960X 24-Core

73rd

70 ^{+/- 1}

AMD Ryzen 9 7900X 12-Core

69th

73 ^{+/- 2}

AMD Ryzen 9 7900X3D 12-Core

66th

78 ^{+/- 1}

AMD Ryzen Threadripper 2970WX 24-Core

65th

79 ^{+/- 1}

AMD EPYC 7551 32-Core

65th

79 ^{+/- 1}

AMD Ryzen 9 5950X 16-Core

62nd

81 ^{+/- 6}

AMD Ryzen 9 7900 12-Core

62nd

82 ^{+/- 1}

Intel Core i9-12900K

62nd

82 ^{+/- 1}

AMD Ryzen 9 3950X 16-Core

57th

Intel Core i9-10980XE

54th

103

AMD Ryzen 7 7700X 8-Core

53rd

107 ^{+/- 1}

AMD Ryzen Threadripper 2950X 16-Core

51st

109 ^{+/- 1}

Median

50th

110

AMD Ryzen 7 7700 8-Core

50th

112

AMD Ryzen 7 7800X3D 8-Core

48th

117 ^{+/- 2}

AMD Ryzen 9 3900X 12-Core

47th

122 ^{+/- 1}

Intel Core i5-12600K

46th

124

AMD Ryzen 7 5800X 8-Core

46th

136 ^{+/- 1}

AMD Ryzen 9 3900XT 12-Core

43rd

139

AMD Ryzen 7 5800X3D 8-Core

38th

147 ^{+/- 2}

AMD Ryzen 5 7600X 6-Core

38th

148 ^{+/- 10}

AMD Ryzen 9 5900HX

37th

157 ^{+/- 5}

Intel Xeon Silver 4216

35th

165

AMD EPYC 7F32 8-Core

32nd

187 ^{+/- 1}

Intel Xeon E-2388G

26th

229

Low-Tier

25th

> 229

Intel Core i7-1280P

25th

230 ^{+/- 23}

AMD Ryzen 7 PRO 5850U

24th

231 ^{+/- 3}

AMD Ryzen 7 PRO 6850U

22nd

242 ^{+/- 6}

Apple M1

19th

251 ^{+/- 1}

Intel Core i7-8700K

18th

265 ^{+/- 1}

AMD Ryzen 7 4800U

15th

305 ^{+/- 3}

AMD Ryzen 7 4700U

13th

317 ^{+/- 15}

Intel Xeon E-2336

12th

334 ^{+/- 1}

AMD Ryzen 5 4500U

10th

359 ^{+/- 22}

Intel Core i7-10700T

10th

374 ^{+/- 1}

Apple M2

5th

405 ^{+/- 29}

Intel Xeon E3-1275 v6

5th

405 ^{+/- 1}

Intel Xeon E3-1280 v5

4th

441 ^{+/- 1}

Intel Core i3-12100

2nd

584 ^{+/- 6}

Intel Core i7-1065G7

1st

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 16 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 0.1%.

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

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 Cortex-A72, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 64-Core, Apple M1, Apple M2

benchmark_ye 1 System - 57 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760xa [0CRRF2] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
benchmark_ye 1 System - 69 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760 [0NH8MJ] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
benchmark 1 System - 43 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760xa [0CRRF2] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
ALL 1 System - 108 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760 [0NH8MJ] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
benchmark 1 System - 115 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760 [0NH8MJ] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
benchmark 1 System - 105 Benchmark Results	2 x Intel Xeon Silver 4416+ - Dell PowerEdge R760 [0NH8MJ] - Intel Device 1bce Ubuntu 18.04 - 5.4.0-150-generic - GNOME Shell 3.28.4
Bergamo 1 System - 188 Benchmark Results	AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.5.1-060501-generic - GNOME Shell
a1.4xlarge 1 System - 286 Benchmark Results	ARMv8 Cortex-A72 - Amazon EC2 a1.4xlarge - Amazon Device 0200 Amazon Linux 2 - 5.10.186-179.751.amzn2.aarch64 - GCC 10.4.1 20221124
m5.4xlarge 1 System - 297 Benchmark Results	Intel Xeon Platinum 8259CL - Amazon EC2 m5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2 - 5.10.186-179.751.amzn2.x86_64 - GCC 10.4.1 20221124
m5.4xlarge 1 System - 297 Benchmark Results	Intel Xeon Platinum 8259CL - Amazon EC2 m5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2 - 5.10.186-179.751.amzn2.x86_64 - GCC 10.4.1 20221124
m5.4xlarge 1 System - 291 Benchmark Results	Intel Xeon Platinum 8259CL - Amazon EC2 m5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2 - 5.10.186-179.751.amzn2.x86_64 - GCC 10.4.1 20221124
m6i.4xlarge 1 System - 297 Benchmark Results
m6g.4xlarge 1 System - 286 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 m6g.4xlarge - Amazon Device 0200 Amazon Linux 2 - 5.10.186-179.751.amzn2.aarch64 - GCC 10.4.1 20221124
m5.4xlarge 1 System - 291 Benchmark Results	Intel Xeon Platinum 8259CL - Amazon EC2 m5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2 - 5.10.186-179.751.amzn2.x86_64 - GCC 10.4.1 20221124
m7g.4xlarge 1 System - 286 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.4xlarge - Amazon Device 0200 Amazon Linux 2 - 5.10.186-179.751.amzn2.aarch64 - GCC 10.4.1 20221124

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
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
AMD Ryzen 5 7600X CPU Security Mitigations Featured Graphics Comparison	AMD Ryzen 5 7600X 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc7daily20221001-generic - GNOME Shell 42.4
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
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
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
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
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
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
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 - 5.19.0-051900-generic - GNOME Shell 42.2
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
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
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
4500u db Featured Graphics Comparison	AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1
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

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

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results