Scikit-Learn

Scikit-learn is a Python module for machine learning built on NumPy, SciPy, and is BSD-licensed.

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

Project Site

scikit-learn.org

Source Repository

github.com

Test Created

28 September 2016

Last Updated

10 May 2023

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

4 Minutes, 23 Seconds

Average Run Time

2 Minutes, 6 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake + Fortran + Meson Build System

Accolades

90k+ 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 4 December 2023.

Revision History

pts/scikit-learn-2.0.0 [View Source] Wed, 10 May 2023 09:00:04 GMT
Update against SciKit-Learn 1.2.2 upstream, enable more tests.

pts/scikit-learn-1.2.0 [View Source] Sun, 20 Nov 2022 14:33:40 GMT
Update test against upstream, add more benchmark options...

pts/scikit-learn-1.1.0 [View Source] Fri, 10 Jan 2020 09:06:48 GMT
Update test profile per https://github.com/phoronix-test-suite/test-profiles/pull/124 but bump version to 1.1.0 due to scikit-learn version change. Also explicitly use python3 binary name.

pts/scikit-learn-1.0.1 [View Source] Thu, 04 May 2017 10:41:34 GMT
Use unzip -o

pts/scikit-learn-1.0.0 [View Source] Wed, 28 Sep 2016 09:45:52 GMT
Initial commit.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

CPU Massive

Server CPU Tests

Python

Performance Metrics

Analyze Test Configuration:

Scikit-Learn 1.2.2

Benchmark: Sparsify

OpenBenchmarking.org metrics for this test profile configuration based on 32 public results since 10 May 2023 with the latest data as of 21 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)

AMD Ryzen 9 7950X 16-Core

88th

AMD Ryzen 7 6800U

82nd

Mid-Tier

75th

> 84

AMD Ryzen 9 7950X3D 16-Core

57th

Median

50th

101

AMD Ryzen 9 5950X 16-Core

29th

109 ^{+/- 1}

Low-Tier

25th

> 115

AMD Ryzen 9 5900HX

16th

115

Intel Core i7-1165G7

7th

116 ^{+/- 1}

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 1.2.2 - Benchmark: Sparsify) has an average run-time of 7 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%.

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-A78E 6-Core

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	Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3
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
scikit-ryzen-7-5700g-3 1 System - 29 Benchmark Results	AMD Ryzen 7 5700G - Gigabyte B450 I AORUS PRO WIFI-CF - AMD Renoir Fedora Linux 37 - 6.5.6-100.fc37.x86_64 - GNOME Shell 43.9
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
Ryzen 9 7950X LONG 7 Systems - 263 Benchmark Results	Intel Core i5-13600K - ASUS ROG STRIX B760-A GAMING WIFI D4 - Intel Device 7a27 ManjaroLinux 22.0.4 - 6.1.12-1-MANJARO - KDE Plasma 5.26.5
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
Ryzen 9 7950X LONG 5 Systems - 329 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS TUF GAMING X670E-PLUS WIFI - AMD Device 14d8 EndeavourOS rolling - 6.1.12-arch1-1 - Cinnamon 5.6.7
Ryzen 9 7950X LONG 5 Systems - 359 Benchmark Results	Intel Core i5-13600K - ASUS ROG STRIX B760-F GAMING WIFI - Intel Device 7a27 ManjaroLinux 22.0.4 - 6.1.12-1-MANJARO - KDE Plasma 5.26.5
Ryzen 9 7950X LONG 4 Systems - 354 Benchmark Results	Intel Core i9-14900K - ASUS ROG STRIX Z790-E GAMING WIFI - Intel Device 7a27 Nobara Linux 38 - 6.5.5-201.fsync.fc38.x86_64 - GNOME Shell 44.2
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
native vs stock Featured Kernel Comparison	6.5.2-native - 6.5.2-normal

scikit tigerlake 3 Systems - 32 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0
5900hx scikit learn 3 Systems - 40 Benchmark Results	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-41-generic - GNOME Shell 43.0
scikit learn 5950X 3 Systems - 40 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.3.0-060300rc7daily20230417-generic - GNOME Shell 42.5
pre zenbleed fix 2 Systems - 150 Benchmark Results	AMD Ryzen 7 3800X 8-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Ubuntu 23.04 - 6.2.4-060204-generic - KDE Plasma 5.27.4
scikit learn zen 4 3d v-cache 3 Systems - 40 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRock X670E PG Lightning - AMD Device 14d8 Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0
after 3 Systems - 7 Benchmark Results	AMD Ryzen 9 5950X 16-Core - Gigabyte B550M DS3H - AMD Starship NixOS 23.05 - 6.3.1 - GNOME
native vs stock Featured Kernel Comparison	AMD Ryzen 9 7900X 12-Core - ASRock X670E Steel Legend - AMD Device 14d8 Ubuntu 23.04 - 6.5.2-native - KDE Plasma 5.27.8
2023-05-15-1903 1 System - 200 Benchmark Results	AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514
2023-05-15-1903 1 System - 200 Benchmark Results	AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514
2023-05-15-1903 1 System - 200 Benchmark Results	AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514
ML 1 System - 253 Benchmark Results	Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-42-generic - GNOME Shell 42.5
rocky-sci-set 1 System - 141 Benchmark Results	Intel Core i7-6700 - Dell 0JCTF8 - Intel Xeon E3-1200 v5 Rocky Linux 9.2 - 5.14.0-284.18.1.el9_2.x86_64 - GNOME Shell 40.10
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
pangolin scikit 1 System - 29 Benchmark Results	AMD Ryzen 7 6800U - System76 Pangolin - AMD Device 14b5 Pop 22.04 - 6.2.6-76060206-generic - GNOME Shell 42.5
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