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

23 Seconds

Average Run Time

1 Minute, 23 Seconds

Test Dependencies

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

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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 21 April 2024.

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_ica

OpenBenchmarking.org metrics for this test profile configuration based on 706 public results since 24 February 2020 with the latest data as of 13 March 2024.

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 i7-8086K

98th

AMD Ryzen 7 5800X3D 8-Core

97th

AMD Ryzen 7 5800X 8-Core

94th

40 ^{+/- 5}

AMD Ryzen 9 5900X 12-Core

92nd

43 ^{+/- 4}

Intel Core i9-9900KS

92nd

43 ^{+/- 5}

Intel Xeon E-2288G

89th

44 ^{+/- 2}

AMD Ryzen 5 5600X 6-Core

88th

44 ^{+/- 6}

AMD EPYC 7K83 64-Core

88th

44 ^{+/- 2}

AMD Ryzen 9 5950X 16-Core

85th

46 ^{+/- 6}

Intel Xeon W-2295

84th

47 ^{+/- 5}

Intel Core i5-9400F

83rd

48 ^{+/- 4}

Intel Core i5-8400

83rd

48 ^{+/- 4}

2 x AMD EPYC 75F3 32-Core

83rd

48 ^{+/- 1}

AMD Ryzen 9 5900HX

82nd

AMD Ryzen 3 3100 4-Core

79th

AMD Ryzen 9 3900X 12-Core

79th

49 ^{+/- 4}

2 x AMD EPYC 7713 64-Core

79th

49 ^{+/- 5}

Intel Core i9-9900K

78th

49 ^{+/- 4}

Intel Core i9-10900K

78th

50 ^{+/- 7}

AMD Ryzen 5 3600XT 6-Core

77th

50 ^{+/- 1}

AMD EPYC 7373X 16-Core

76th

50 ^{+/- 1}

Mid-Tier

75th

> 50

AMD Ryzen 9 3900XT 12-Core

75th

50 ^{+/- 2}

AMD Ryzen 7 3800XT 8-Core

75th

51 ^{+/- 2}

Intel Core i7-7900X

71st

Intel Core i7-7740K

70th

AMD Ryzen 7 3700X 8-Core

68th

52 ^{+/- 4}

AMD Ryzen Threadripper 2950X 16-Core

67th

53 ^{+/- 3}

AMD EPYC 7F32 8-Core

66th

53 ^{+/- 1}

AMD EPYC 7F52 16-Core

64th

Intel Core i7-8700K

63rd

54 ^{+/- 4}

AMD Ryzen 3 3300X 4-Core

62nd

AMD Ryzen 7 1800X Eight-Core

57th

55 ^{+/- 1}

2 x AMD EPYC 7742 64-Core

56th

55 ^{+/- 1}

Intel Core i7-4790K

56th

Intel Core i9-10980XE

55th

55 ^{+/- 1}

2 x Intel Xeon Platinum 8272CL

54th

56 ^{+/- 1}

AMD EPYC 75F3 32-Core

54th

56 ^{+/- 2}

Intel Core i7-7700K

53rd

56 ^{+/- 1}

Intel Core i5-7600K

53rd

56 ^{+/- 1}

2 x AMD EPYC 7373X 16-Core

52nd

57 ^{+/- 2}

Median

50th

AMD EPYC 7F72 24-Core

48th

59 ^{+/- 5}

2 x Intel Xeon Platinum 8259L

48th

59 ^{+/- 1}

AMD Ryzen 7 2700 Eight-Core

46th

Intel Xeon Gold 6226R

46th

60 ^{+/- 2}

Intel Core i3-8100

46th

60 ^{+/- 3}

Intel Core i7-5775C

46th

60 ^{+/- 1}

Intel Core i5-6500

43rd

61 ^{+/- 1}

Intel Core i5-4670

43rd

AMD Ryzen 3 2200G

43rd

Intel Core i5-10600K

40th

62 ^{+/- 1}

2 x Intel Xeon Platinum 8380

38th

63 ^{+/- 9}

Intel Core i7-9700TE

36th

64 ^{+/- 1}

Intel Xeon E3-1275 v6

36th

64 ^{+/- 2}

Intel Xeon E5-1680 v3

31st

67 ^{+/- 4}

Intel Xeon E3-1280 v5

29th

68 ^{+/- 3}

Intel Core i7-5960X

29th

68 ^{+/- 4}

AMD Ryzen 3 1300X

29th

Intel Core i3-7100

29th

68 ^{+/- 1}

AMD Ryzen 5 2600 Six-Core

26th

70 ^{+/- 8}

Intel Xeon E3-1245 v5

26th

70 ^{+/- 2}

2 x Intel Xeon Gold 5220R

26th

70 ^{+/- 9}

Low-Tier

25th

> 70

AMD Ryzen 5 2400G

24th

72 ^{+/- 3}

Intel Xeon Silver 4216

23rd

74 ^{+/- 9}

Intel Xeon E5-2687W v3

23rd

74 ^{+/- 5}

2 x Intel Xeon Gold 6226R

22nd

2 x AMD EPYC 7272 12-Core

22nd

75 ^{+/- 1}

Intel Core i5-2500K

22nd

AMD Ryzen 5 4500U

20th

76 ^{+/- 1}

Intel Core i3-10100

16th

81 ^{+/- 1}

2 x AMD EPYC 7313 16-Core

15th

82 ^{+/- 9}

Intel Core i7-3770K

15th

85 ^{+/- 3}

AMD EPYC 7601 32-Core

14th

88 ^{+/- 10}

Intel Core i7-6700HQ

14th

88 ^{+/- 4}

2 x Intel Xeon Silver 4216

13th

89 ^{+/- 10}

POWER9 44-Core

13th

89 ^{+/- 1}

Intel Core i7-8565U

10th

104 ^{+/- 1}

Intel Xeon E5-2609 v4

9th

106 ^{+/- 2}

Intel Pentium Gold G6400

8th

115 ^{+/- 2}

Intel Celeron G5900

5th

131

Based on OpenBenchmarking.org data, the selected test / test configuration (Mlpack Benchmark - Benchmark: scikit_ica) has an average run-time of 4 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 0.7%.

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

ARMv8 64-bit

aarch64

ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 64-Core, ARMv8 rev 0 8-Core

lcu-amd-python2 1 System - 126 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-intel-python2 1 System - 126 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-intel-python 1 System - 126 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-amd-python 1 System - 126 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
24.03.13.Pop.2204.ML.test1 1 System - 341 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8 Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5
HDR3-A44000-1 1 System - 304 Benchmark Results	AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
Xeon & EPYC Tests 20 Systems - 119 Benchmark Results	2 x AMD EPYC 7V13 64-Core - Supermicro H12DSi-N6 v1.02 - AMD Starship Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
Xeon & EPYC Tests 19 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8375C - Supermicro X12DPi-N6 v1.00 - Intel Device 0998 Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
Xeon & EPYC Tests 18 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8375C - Supermicro X12DPi-N6 v1.00 - Intel Device 0998 Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
Xeon & EPYC Tests 17 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8272CL - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
ml-benchmark2 1 System - 295 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASUS PRIME X670E-PRO WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.2.0-39-generic - GNOME Shell 42.9
HDVR4-A8.9600-1 1 System - 301 Benchmark Results	AMD A8-9600 RADEON R7 10 COMPUTE CORES 4C+6G - ASRock A320M-HDV R4.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
mlpack236pm 1 System - 4 Benchmark Results	2 x AMD EPYC 9474F 48-Core - Supermicro H13DSG-O-CPU v1.10 - AMD Device 14a4 Ubuntu 22.04 - 5.15.0-60-generic - 1.3.238
h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
Xeon & EPYC Tests 17 Systems - 119 Benchmark Results	2 x 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

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	Intel Xeon Gold 5218 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0
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
sys76-kudu-ML 1 System - 115 Benchmark Results	AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5
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
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
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
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
System76 Thelio Major 3990X Pop OS 2 Systems - 297 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.04 - 5.4.0-7642-generic - GNOME Shell 3.36.4
GM-1000, Karbon 700, CompuLab Airtop PCs 4 Systems - 513 Benchmark Results	Intel Core i7-5775C - CompuLab v1.0 - Intel Broadwell-U DMI 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
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
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
Intel Core i3 10100 vs. AMD Ryzen 3 3300X Benchmarks 2 Systems - 1708 Benchmark Results	Intel Core i3-10100 - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
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
Ubuntu 22.04 Server Benchmarks 2 Systems - 705 Benchmark Results	AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4

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_ica

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results