Mlpack Benchmark

Mlpack benchmark scripts for machine learning libraries

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

Project Site

github.com

Test Created

10 January 2020

Last Updated

27 September 2020

Test Maintainer

Yu Ma

Test Type

System

Average Install Time

27 Seconds

Average Run Time

1 Minute, 23 Seconds

Test Dependencies

Python Scipy + Python Sklearn + Python + C/C++ Compiler Toolchain

Accolades

10k+ 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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 21 November 2023.

Revision History

pts/mlpack-1.0.2 [View Source] Sun, 27 Sep 2020 08:59:52 GMT
Set --user for pip3 argument to fix install on some distros.

pts/mlpack-1.0.1 [View Source] Mon, 24 Feb 2020 07:53:06 GMT
Add new tests per https://github.com/phoronix-test-suite/test-profiles/pull/129

pts/mlpack-1.0.0 [View Source] Fri, 10 Jan 2020 09:28:52 GMT
Initial commit of mlpack per https://github.com/phoronix-test-suite/test-profiles/pull/124

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Python

Performance Metrics

Analyze Test Configuration:

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,253 public results since 10 January 2020 with the latest data as of 14 November 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)

Intel Core i9-12900K

99th

10.9 ^{+/- 0.6}

Intel Core i7-4790K

95th

11.6 ^{+/- 0.1}

AMD Ryzen Threadripper 2990WX 32-Core

94th

11.9

AMD Ryzen Threadripper 2950X 16-Core

93rd

12.4 ^{+/- 0.2}

AMD Ryzen 7 2700 Eight-Core

93rd

12.7

AMD EPYC 7K83 64-Core

89th

13.4 ^{+/- 0.1}

Intel Core i7-4960X

88th

13.7

Intel Core i7-7740K

87th

14.3

AMD Ryzen 7 1700 Eight-Core

86th

14.3

Intel Core i7-7900X

83rd

15.1

Intel Xeon W-2295

82nd

15.3 ^{+/- 0.2}

2 x AMD EPYC 7601 32-Core

79th

15.8 ^{+/- 0.2}

Intel Xeon Silver 4108

78th

16.0 ^{+/- 0.1}

2 x AMD EPYC 7302 16-Core

77th

16.1 ^{+/- 0.5}

AMD Ryzen 7 5800X3D 8-Core

76th

16.2

Mid-Tier

75th

> 16.2

AMD Ryzen 9 5950X 16-Core

74th

16.4 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

72nd

16.6 ^{+/- 0.3}

Intel Core i3-7100

70th

16.9 ^{+/- 0.4}

AMD Ryzen 5 5600X 6-Core

69th

17.1 ^{+/- 0.3}

Intel Xeon Platinum 8280

67th

17.5 ^{+/- 0.5}

AMD Ryzen 9 5900HX

66th

17.7 ^{+/- 0.2}

Intel Xeon Gold 5220R

63rd

18.1 ^{+/- 0.5}

2 x Intel Xeon Platinum 8272CL

61st

18.6 ^{+/- 0.7}

AMD Ryzen 7 5800X 8-Core

60th

18.8 ^{+/- 1.6}

AMD Ryzen 7 3800XT 8-Core

60th

18.9 ^{+/- 0.7}

AMD Ryzen 9 3900XT 12-Core

59th

19.0 ^{+/- 0.2}

AMD EPYC 7373X 16-Core

57th

19.2 ^{+/- 0.1}

2 x AMD EPYC 7373X 16-Core

57th

19.2

2 x Intel Xeon Platinum 8259L

56th

19.4 ^{+/- 0.6}

AMD Ryzen 3 3300X 4-Core

56th

19.4 ^{+/- 0.2}

AMD Ryzen 5 3600XT 6-Core

54th

19.7 ^{+/- 0.2}

AMD EPYC 75F3 32-Core

53rd

19.8 ^{+/- 0.3}

2 x AMD EPYC 75F3 32-Core

53rd

19.8 ^{+/- 0.2}

Median

50th

20.3

AMD Ryzen 7 1800X Eight-Core

49th

20.6 ^{+/- 0.1}

Intel Core i9-10900K

49th

20.7 ^{+/- 0.3}

Intel Core i7-4770K

48th

20.9 ^{+/- 1.9}

2 x AMD EPYC 7313 16-Core

46th

21.2 ^{+/- 0.4}

2 x Intel Xeon Silver 4216

44th

21.7 ^{+/- 0.6}

2 x AMD EPYC 7713 64-Core

44th

21.7 ^{+/- 0.6}

Intel Xeon Platinum 8253

42nd

22.3 ^{+/- 0.5}

Intel Core i5-10600K

40th

22.5 ^{+/- 0.1}

AMD Ryzen 5 4500U

39th

22.7 ^{+/- 0.1}

Intel Core i5-4670

39th

22.7

Intel Core i7-7700K

36th

23.6 ^{+/- 0.1}

Intel Core i3-10100

30th

25.4 ^{+/- 0.2}

AMD EPYC 7402P 24-Core

29th

25.5 ^{+/- 3.7}

Low-Tier

25th

> 26.3

AMD EPYC 7542 32-Core

24th

26.6

Intel Core i7-8565U

21st

26.9 ^{+/- 0.1}

AMD EPYC 7552 48-Core

19th

27.1

Intel Xeon E3-1280 v5

15th

27.8 ^{+/- 0.3}

Intel Pentium Gold G6400

15th

27.8

AMD EPYC 7532 32-Core

15th

27.8

Intel Xeon E3-1245 v5

14th

28.0 ^{+/- 0.2}

AMD EPYC 7252 8-Core

13th

28.0

AMD EPYC 7272 12-Core

11th

28.5

Intel Core i7-9700TE

10th

28.8 ^{+/- 0.2}

Intel Core i5-6500

8th

29.5 ^{+/- 0.1}

Intel Xeon Gold 5217

7th

30.2 ^{+/- 3.7}

2 x Intel Xeon Platinum 8380

7th

30.5 ^{+/- 2.2}

Intel Celeron N4000

6th

32.0 ^{+/- 0.3}

Intel Celeron G5900

5th

32.4

Intel Core i7-6700HQ

4th

33.3 ^{+/- 0.2}

POWER9 44-Core

2nd

44.7

Based on OpenBenchmarking.org data, the selected test / test configuration (Mlpack Benchmark - Benchmark: scikit_svm) has an average run-time of 2 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 0.5%.

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not 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)

IBM POWER (PowerPC) 64-bit

ppc64le

POWER9 44-Core

ARMv7 32-bit

armv7l

ARMv7 Cortex-A53 4-Core, ARMv7 Cortex-A72 4-Core

ARMv8 64-bit

aarch64

AArch64 rev 1, ARMv8 Cortex-A72 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 32-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1 32-Core, Rockchip ARMv8 Cortex-A76 6-Core

Xeon & EPYC Tests 17 Systems - 119 Benchmark Results	Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0
mltrail1hsgp1 1 System - 4 Benchmark Results	2 x AMD EPYC 7313 16-Core - TYAN S8251GM2NE-2T - AMD Starship Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.4
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
TestRunNewCMake 1 System - 264 Benchmark Results	Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
atomicrulez_ubuntu_2204_mlpack 1 System - 4 Benchmark Results	Intel Core i9-10850K - ASUS ROG MAXIMUS XII APEX - Intel Comet Lake PCH Ubuntu 22.04 - 6.2.0-34-generic - GNOME Shell 42.9
python1-result 1 System - 126 Benchmark Results	Intel Core i7-1260P - Intel NUC12WSBi7 - Intel Alder Lake PCH Ubuntu 22.04 - 6.5.5-pve-v4-realtime-rt8 - GNOME Shell 42.9
svc05_hpc_run_1_23-09-22 1 System - 543 Benchmark Results	AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 1 System - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 1 System - 195 Benchmark Results
testpython 1 System - 146 Benchmark Results	Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.large - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.19.0-1029-aws - 1.3.238
m1test 1 System - 253 Benchmark Results	AMD Ryzen 5 7600X 6-Core - ASUS TUF GAMING B650-PLUS WIFI - AMD Device 14d8 Ubuntu 22.04 - 5.19.0-50-generic - GNOME Shell 42.9
machine_learning_test 1 System - 197 Benchmark Results	ARMv8 Cortex-A78E - EDK II 3.1-32827747 - 8GB Ubuntu 20.04 - 5.10.104-tegra - GNOME Shell 3.36.9

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8275CL - ASRockRack EP2C621D12 WS - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-55-generic - GNOME Shell 3.34.1
Ryzen 9 5900X / Ryzen 9 5950X Linux Performance 11 Systems - 217 Benchmark Results	AMD Ryzen 5 2600X Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks Featured Processor Comparison	AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Ryzen 9 5900X LInux 5.11 Featured Kernel Comparison	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.2-051002-generic - GNOME Shell 3.38.1
Ryzen 5 5600X Linux Performance 12 Systems - 229 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
Ryzen 7 4700U vs. Core i7 1065G7 Ubuntu Linux 2 Systems - 150 Benchmark Results	Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Core i9 9900KS Intel Linux LKRG Testing 2 Systems - 90 Benchmark Results	Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH Ubuntu 20.04 - 5.4.0-14-generic - GNOME Shell 3.34.3
GM-1000, Karbon 700, CompuLab Airtop PCs 4 Systems - 513 Benchmark Results	Intel Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 2 Systems - 403 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0
System76 Thelio Major 3990X Pop OS 2 Systems - 297 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.10 - 5.8.0-7625-generic - GNOME Shell 3.38.1
Ryzen 7 5800X Linux Performance 11 Systems - 229 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
Core i5 10600K vs. Core i5 7600K vs. Core i5 4670 3 Systems - 301 Benchmark Results	Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3
Coder Radio XPS 13 ML Ubuntu Benchmark 2 Systems - 85 Benchmark Results	Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4
Pop OS 20.04 vs. Ubuntu 20.04 Benchmarks 2 Systems - 269 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.04 - 5.4.0-7626-generic - GNOME Shell 3.36.1
TR 3960X WK 3 Systems - 46 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4

Mlpack Benchmark

Project Site

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

Mlpack Benchmark

Benchmark: scikit_svm

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results