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

17 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 20 November 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_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,030 public results since 10 January 2020 with the latest data as of 20 August 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 i9-12900K

99th

10.9 ^{+/- 0.6}

Intel Core i7-4790K

95th

11.6 ^{+/- 0.1}

AMD Ryzen Threadripper 2990WX 32-Core

93rd

11.9

AMD Ryzen Threadripper 2950X 16-Core

92nd

12.4 ^{+/- 0.2}

AMD Ryzen 7 2700 Eight-Core

91st

12.7

AMD EPYC 7K83 64-Core

87th

13.4 ^{+/- 0.1}

Intel Core i7-4960X

86th

13.7

Intel Core i7-7740K

84th

14.3

AMD Ryzen 7 1700 Eight-Core

83rd

14.3

Intel Core i7-7900X

80th

15.1

Intel Xeon W-2295

78th

15.3 ^{+/- 0.2}

Mid-Tier

75th

> 15.8

2 x AMD EPYC 7601 32-Core

75th

15.8 ^{+/- 0.2}

Intel Xeon Silver 4108

75th

16.0 ^{+/- 0.1}

AMD Ryzen 7 5800X3D 8-Core

74th

16.2

AMD Ryzen 9 5950X 16-Core

71st

16.4 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

69th

16.6 ^{+/- 0.3}

Intel Core i3-7100

68th

16.9 ^{+/- 0.4}

AMD Ryzen 5 5600X 6-Core

66th

17.1 ^{+/- 0.3}

AMD Ryzen 9 5900HX

63rd

17.7 ^{+/- 0.2}

2 x Intel Xeon Platinum 8272CL

59th

18.6 ^{+/- 0.7}

AMD Ryzen 7 5800X 8-Core

58th

18.8 ^{+/- 1.6}

AMD Ryzen 7 3800XT 8-Core

57th

19.0 ^{+/- 0.7}

AMD Ryzen 9 3900XT 12-Core

57th

19.0 ^{+/- 0.2}

AMD EPYC 7373X 16-Core

55th

19.2 ^{+/- 0.1}

2 x AMD EPYC 7373X 16-Core

55th

19.2

2 x Intel Xeon Platinum 8259L

54th

19.4 ^{+/- 0.6}

AMD Ryzen 3 3300X 4-Core

54th

19.4 ^{+/- 0.2}

AMD Ryzen 5 3600XT 6-Core

51st

19.7 ^{+/- 0.2}

Median

50th

19.8

AMD EPYC 75F3 32-Core

50th

19.8 ^{+/- 0.3}

2 x AMD EPYC 75F3 32-Core

50th

19.8 ^{+/- 0.2}

AMD Ryzen 7 1800X Eight-Core

46th

20.6 ^{+/- 0.1}

Intel Core i9-10900K

46th

20.7 ^{+/- 0.3}

Intel Core i7-4770K

45th

20.7 ^{+/- 2.1}

2 x AMD EPYC 7313 16-Core

42nd

21.2 ^{+/- 0.4}

2 x Intel Xeon Silver 4216

41st

21.5 ^{+/- 0.7}

2 x AMD EPYC 7713 64-Core

40th

21.7 ^{+/- 0.6}

Intel Xeon Platinum 8253

38th

22.3 ^{+/- 0.5}

Intel Core i5-10600K

37th

22.5 ^{+/- 0.1}

AMD Ryzen 5 4500U

36th

22.7 ^{+/- 0.1}

Intel Core i5-4670

36th

22.7

Intel Core i7-7700K

32nd

23.6

AMD EPYC 7F72 24-Core

28th

24.8 ^{+/- 0.4}

Low-Tier

25th

> 25.4

Intel Core i3-10100

25th

25.4 ^{+/- 0.2}

AMD EPYC 7542 32-Core

21st

26.6

AMD EPYC 7702 64-Core

21st

26.7

Intel Core i7-8565U

19th

26.9 ^{+/- 0.1}

AMD EPYC 7662 64-Core

18th

27.1

AMD EPYC 7402P 24-Core

17th

27.1

AMD EPYC 7552 48-Core

17th

27.1

AMD EPYC 7502 32-Core

16th

27.2

Intel Xeon E3-1280 v5

14th

27.8 ^{+/- 0.3}

Intel Pentium Gold G6400

14th

27.8

AMD EPYC 7532 32-Core

14th

27.8

Intel Xeon E3-1245 v5

13th

28.0 ^{+/- 0.2}

AMD EPYC 7252 8-Core

13th

28.0

AMD EPYC 7232P 8-Core

13th

28.2

AMD EPYC 7272 12-Core

11th

28.5

Intel Core i7-9700TE

10th

28.8 ^{+/- 0.2}

Intel Core i5-6500

7th

29.5 ^{+/- 0.1}

2 x Intel Xeon Platinum 8380

7th

30.5 ^{+/- 2.2}

Intel Xeon Silver 4215R

6th

31.2

Intel Xeon Gold 5217

6th

31.6 ^{+/- 0.5}

Intel Celeron N4000

6th

32.0 ^{+/- 0.3}

Intel Celeron G5900

5th

32.4

Intel Xeon Silver 4214R

5th

32.5

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, ARMv8 Neoverse-V1 32-Core, Rockchip ARMv8 Cortex-A76 6-Core

test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
phoronix-machine-learning.txt 1 System - 323 Benchmark Results	AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
kubuntu-2404-nvme 2 Systems - 541 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11
kubuntu-2404-nvme 2 Systems - 525 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
102424machinelearningtest 1 System - 342 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
kubuntu-2404-nvme 1 System - 495 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	2 x Intel Xeon Silver 4216 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0
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 / Ryzen 9 5950X Linux Performance 11 Systems - 217 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship 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 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
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
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
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 4700U vs. Core i7 1065G7 Ubuntu Linux 2 Systems - 150 Benchmark Results	AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Ryzen 5 5600X Linux Performance 12 Systems - 229 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
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
GM-1000, Karbon 700, CompuLab Airtop PCs 4 Systems - 513 Benchmark Results	Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - 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 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4
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
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
Ryzen 7 4700U / Ryzen 5 4500U vs. Intel Linux Performance 5 Systems - 142 Benchmark Results	AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.2

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