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

19 Seconds

Average Run Time

1 Minute, 39 Seconds

Accolades

5k+ Downloads

Supported Platforms

* 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 Thu, 21 Jan 2021 13:21:44 GMT.

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

Python

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,106 public results since 10 January 2020 with the latest data as of 21 January 2021.

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

# Matching Public Results

Seconds (Average)

AMD EPYC 7551 32-Core

100th

9.2

Intel Core i7-4790K

96th

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

Intel Core i7-4960X

88th

13.7

AMD Ryzen 5 2400G

87th

13.9 ^{+/- 3.1}

AMD Ryzen Threadripper 3970X 32-Core

87th

14.0 ^{+/- 4.0}

Intel Core i7-7740K

87th

14.3

AMD Ryzen 7 1700 Eight-Core

86th

14.3

AMD Ryzen 9 3950X 16-Core

86th

14.5 ^{+/- 4.0}

AMD Ryzen 9 3900X 12-Core

84th

14.8 ^{+/- 4.0}

AMD Ryzen Threadripper 3960X 24-Core

84th

14.9

AMD Ryzen 7 2700X Eight-Core

84th

14.9

Intel Core i7-5775C

84th

15.0 ^{+/- 3.6}

Intel Core i7-7900X

83rd

15.1

Intel Core i9-9900KS

82nd

15.3 ^{+/- 3.6}

Intel Xeon W-2295

82nd

15.3 ^{+/- 0.2}

AMD Ryzen 5 3600X 6-Core

81st

15.5 ^{+/- 4.2}

2 x AMD EPYC 7601 32-Core

78th

15.8 ^{+/- 0.2}

Intel Xeon Silver 4108

77th

16.0 ^{+/- 0.1}

AMD Ryzen 7 3700X 8-Core

76th

16.1 ^{+/- 4.5}

2 x AMD EPYC 7302 16-Core

76th

16.1 ^{+/- 0.5}

AMD Ryzen Threadripper 3990X 64-Core

76th

16.1 ^{+/- 4.6}

Mid-Tier

75th

> 16.2

AMD Ryzen 9 5950X 16-Core

73rd

16.3 ^{+/- 0.1}

AMD Ryzen 9 5900X 12-Core

71st

16.6 ^{+/- 0.3}

AMD Ryzen 7 5800X 8-Core

71st

16.7 ^{+/- 0.4}

Intel Xeon E-2288G

70th

16.8 ^{+/- 4.3}

Intel Core i3-7100

70th

16.9 ^{+/- 0.4}

AMD Ryzen 5 5600X 6-Core

69th

17.0 ^{+/- 0.2}

Intel Xeon Platinum 8280

66th

17.5 ^{+/- 0.5}

AMD Ryzen 5 2600 Six-Core

66th

17.6 ^{+/- 4.6}

Intel Xeon Gold 5220R

63rd

18.1 ^{+/- 0.5}

Intel Core i7-2700K

62nd

18.3

Intel Core i7-5600U

61st

18.4

AMD EPYC 7402 24-Core

61st

18.5

2 x Intel Xeon Platinum 8272CL

60th

18.6 ^{+/- 0.7}

AMD Ryzen 3 1300X

59th

18.9 ^{+/- 5.3}

AMD Ryzen 7 3800XT 8-Core

59th

18.9 ^{+/- 0.7}

AMD Ryzen 9 3900XT 12-Core

58th

19.0 ^{+/- 0.2}

Intel Core i9-9900K

57th

19.2 ^{+/- 4.0}

AMD EPYC 7642 48-Core

56th

19.3 ^{+/- 5.7}

2 x Intel Xeon Platinum 8259L

56th

19.4 ^{+/- 0.6}

Intel Xeon E5-1680 v3

56th

19.4 ^{+/- 4.6}

AMD Ryzen 3 3300X 4-Core

56th

19.4 ^{+/- 0.2}

2 x AMD EPYC 7252 8-Core

56th

19.4 ^{+/- 5.4}

Intel Core i7-9750H

55th

19.4 ^{+/- 4.5}

AMD Ryzen 3 2200G

55th

19.5 ^{+/- 4.6}

AMD Ryzen 5 3600XT 6-Core

54th

19.7 ^{+/- 0.2}

2 x Intel Xeon Platinum 8280

52nd

20.3 ^{+/- 4.7}

AMD Ryzen 3 3100 4-Core

52nd

20.3 ^{+/- 3.1}

Intel Core i9-7980XE

52nd

20.3 ^{+/- 5.0}

Intel Xeon E5-2687W v3

52nd

20.4 ^{+/- 5.5}

Intel Core i7-8700K

52nd

20.4 ^{+/- 4.2}

2 x Intel Xeon Gold 6250

52nd

20.5 ^{+/- 5.3}

AMD Ryzen 7 1800X Eight-Core

51st

20.6 ^{+/- 0.1}

Intel Core i9-10900K

51st

20.7 ^{+/- 0.3}

AMD EPYC 7601 32-Core

51st

20.8 ^{+/- 5.7}

Median

50th

20.8

Intel Core i7-1065G7

50th

20.8 ^{+/- 5.4}

Intel Core i7-3770K

49th

20.9 ^{+/- 4.7}

2 x AMD EPYC 7272 12-Core

49th

21.1 ^{+/- 5.9}

2 x AMD EPYC 7F32 8-Core

49th

21.1 ^{+/- 4.7}

2 x AMD EPYC 7262 8-Core

49th

21.1 ^{+/- 5.4}

2 x Intel Xeon Gold 6226R

48th

21.3

Intel Core i9-10980XE

48th

21.3 ^{+/- 4.7}

2 x AMD EPYC 7282 16-Core

47th

21.4 ^{+/- 5.5}

AMD Ryzen 3 3200U

47th

21.4 ^{+/- 5.1}

2 x AMD EPYC 7742 64-Core

47th

21.5 ^{+/- 5.9}

AMD EPYC 7F52 16-Core

47th

21.5 ^{+/- 4.8}

2 x AMD EPYC 7352 24-Core

47th

21.6 ^{+/- 5.8}

2 x Intel Xeon Silver 4216

47th

21.7 ^{+/- 0.6}

Intel Xeon Gold 5218

46th

21.8 ^{+/- 5.4}

2 x AMD EPYC 7F52 16-Core

46th

21.9 ^{+/- 5.4}

Intel Core i7-4770K

45th

22.1 ^{+/- 0.2}

2 x AMD EPYC 7532 32-Core

45th

22.2 ^{+/- 5.6}

Intel Xeon Platinum 8253

44th

22.3 ^{+/- 0.5}

2 x AMD EPYC 7502 32-Core

44th

22.4 ^{+/- 5.8}

AMD EPYC 7F32 8-Core

44th

22.4 ^{+/- 4.6}

2 x AMD EPYC 7F72 24-Core

43rd

22.5 ^{+/- 4.8}

Intel Core i5-10600K

43rd

22.5 ^{+/- 0.1}

2 x AMD EPYC 7402 24-Core

43rd

22.6 ^{+/- 5.3}

Intel Core i7-5960X

43rd

22.6 ^{+/- 4.4}

AMD Ryzen 5 4500U

42nd

22.7 ^{+/- 0.1}

Intel Core i5-4670

42nd

22.7

Intel Core i5-8400

41st

22.8 ^{+/- 5.2}

2 x AMD EPYC 7642 48-Core

40th

23.0 ^{+/- 5.6}

Intel Core i7-8550U

40th

23.2 ^{+/- 6.2}

AMD EPYC 7452 32-Core

40th

23.3 ^{+/- 5.3}

AMD EPYC 7262 8-Core

39th

23.4 ^{+/- 6.9}

AMD EPYC 7F72 24-Core

39th

23.4 ^{+/- 3.8}

Intel Core i5-2500K

39th

23.5 ^{+/- 4.4}

2 x Intel Xeon Gold 6258R

39th

23.5 ^{+/- 5.2}

Intel Xeon Gold 6226R

39th

23.5 ^{+/- 6.3}

AMD EPYC 7502P 32-Core

39th

23.5 ^{+/- 5.4}

Intel Core i7-7700K

39th

23.6 ^{+/- 0.1}

Intel Xeon E3-1275 v6

38th

23.6 ^{+/- 5.1}

Intel Core i5-9400F

37th

24.3 ^{+/- 4.6}

2 x AMD EPYC 7542 32-Core

37th

24.3 ^{+/- 5.0}

AMD EPYC 7502 32-Core

37th

24.5 ^{+/- 5.4}

2 x Intel Xeon Gold 6230R

37th

24.5 ^{+/- 5.5}

AMD EPYC 7302P 16-Core

36th

24.6 ^{+/- 5.6}

Intel Xeon Silver 4216

36th

24.6 ^{+/- 6.9}

Intel Core i5-7600K

36th

24.7 ^{+/- 4.1}

2 x AMD EPYC 7452 32-Core

35th

24.7 ^{+/- 4.4}

2 x Intel Xeon Gold 6138

34th

24.9 ^{+/- 6.2}

AMD EPYC 7702 64-Core

34th

25.0 ^{+/- 4.2}

Intel Xeon Gold 5218R

34th

25.1 ^{+/- 6.1}

AMD EPYC 7232P 8-Core

34th

25.1 ^{+/- 5.2}

2 x Intel Xeon Gold 5220R

34th

25.2 ^{+/- 4.9}

Intel Core i3-10100

32nd

25.4 ^{+/- 0.2}

AMD EPYC 7662 64-Core

32nd

25.4 ^{+/- 4.2}

AMD EPYC 7402P 24-Core

31st

25.5 ^{+/- 3.7}

Intel Core i3-8100

31st

25.6 ^{+/- 5.5}

2 x AMD EPYC 7552 48-Core

31st

25.6 ^{+/- 5.4}

AMD EPYC 7282 16-Core

30th

25.8 ^{+/- 4.6}

AMD EPYC 7542 32-Core

26th

26.6

Low-Tier

25th

> 26.6

Intel Core i7-8565U

23rd

26.9 ^{+/- 0.1}

AMD EPYC 7552 48-Core

20th

27.1

2 x Intel Xeon Silver 4215R

20th

27.2 ^{+/- 5.5}

Intel Xeon E3-1280 v5

16th

27.8 ^{+/- 0.3}

Intel Pentium Gold G6400

16th

27.8

AMD EPYC 7532 32-Core

16th

27.8

Intel Xeon E3-1245 v5

15th

28.0 ^{+/- 0.2}

AMD EPYC 7252 8-Core

14th

28.0

AMD EPYC 7272 12-Core

12th

28.5

AMD EPYC 7352 24-Core

11th

28.7

Intel Xeon Silver 4215R

11th

28.8 ^{+/- 5.6}

Intel Core i7-9700TE

11th

28.8 ^{+/- 0.2}

2 x Intel Xeon Silver 4214R

7th

29.4 ^{+/- 5.8}

Intel Core i5-6500

7th

29.5 ^{+/- 0.1}

Intel Xeon Gold 5217

7th

30.2 ^{+/- 3.7}

Intel Xeon Silver 4214R

7th

30.3 ^{+/- 5.4}

2 x Intel Xeon Silver 4210R

6th

31.1 ^{+/- 7.3}

2 x Intel Xeon Silver 4210

5th

31.9 ^{+/- 6.3}

Intel Celeron G5900

4th

32.4

Intel Core i7-6700HQ

4th

33.3 ^{+/- 0.2}

Intel Xeon E5-2609 v4

2nd

42.9 ^{+/- 7.9}

POWER9 44-Core

1st

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%.

xps13-hpc-baseline-x11-20210121-1 1 System - 94 Benchmark Results	Intel Core i7-1165G7 - Dell 08607K - Intel Device a0ef Ubuntu 20.04 - 5.6.0-1042-oem - GNOME Shell 3.36.4
linkp 1 System - 23 Benchmark Results	AMD Ryzen 5 4600H - HUAWEI HLYL-WXX9-PCB - AMD Renoir Root Complex Ubuntu 20.10 - 5.8.0-25-generic - Budgie
POWER9 44c 176t 2021 4 Systems - 210 Benchmark Results	POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB Ubuntu 20.10 - 5.9.10-050910-generic - X Server
Core i7 5960X 2021 3 Systems - 313 Benchmark Results	Intel Core i7-5960X - ASRock X99 Extreme3 - Intel Xeon E7 v3 Ubuntu 20.04 - 5.4.0-58-generic - GNOME Shell 3.36.4
Coder Radio XPS 13 ML Ubuntu Benchmark 2 Systems - 85 Benchmark Results	Intel Core i7-10510U - LENOVO 20U9CTO1WW - Intel Comet Lake PCH-LP Fedora 33 - 5.9.16-200.fc33.x86_64 - KDE Plasma 5.20.4
Coder Radio XPS 13 ML Ubuntu Benchmark 1 System - 83 Benchmark Results	Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4
AMD FX-8150 Featured Graphics Comparison	AMD FirePro V5800 - AMD FirePro V5800 1GB
AMD EPYC 7F52 Featured Kernel Comparison	5.10.3-051003-generic - 5.11.0-rc1-phx
AMD EPYC 7F52 Featured Kernel Comparison	5.8.0-050800rc6daily20200721-generic - 5.10.3-051003-generic
Core i7 5775C EOY 2020 3 Systems - 122 Benchmark Results	Intel Core i7-5775C - MSI Z97-G45 GAMING - Intel Broadwell-U DMI Ubuntu 18.10 - 5.0.0-999-generic - GNOME Shell 3.30.2
Core i7 7740X Xmas 3 Systems - 142 Benchmark Results	Intel Core i7-7740K - Gigabyte X299 AORUS Gaming-CF - Intel Xeon E3-1200 v6 Ubuntu 18.10 - 4.18.0-25-generic - GNOME Shell 3.30.2
Ryzen 9 5950X Linux 5.11 Regression Schedutil Featured Kernel Comparison	5.10.2-051002-generic - 5.10.0-phx

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	Intel Xeon Gold 5220R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0
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 - 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
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 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 3 Systems - 406 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4
Core i9 9900KS vs. AMD Ryzen 9 3950X - Ubuntu 20.04 LTS Linux Featured Processor Comparison	AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.4.0-9-generic - GNOME Shell 3.34.3
Core i5 10600K October 3 Systems - 131 Benchmark Results	Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4
Ryzen 5 3600X 10.0 L 3 Systems - 31 Benchmark Results	AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4
Big Threadripper 2 Systems - 475 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 19.10 - 5.3.0-40-generic - GNOME Shell 3.34.1
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
Ryzen 3 3300X Linux 5.9 Kernel Test Featured Kernel Comparison	AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4
7700K Intel 2020 3 Systems - 202 Benchmark Results	Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-28-generic - GNOME Shell 3.36.1

Mlpack Benchmark

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

Mlpack Benchmark

Benchmark: scikit_svm

Recent Test Results

Most Popular Test Results

User Comments