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

2 Minutes, 12 Seconds

Average Run Time

2 Minutes, 6 Seconds

Test Dependencies

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

Accolades

100k+ 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 29 April 2024.

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: 20 Newsgroups / Logistic Regression

OpenBenchmarking.org metrics for this test profile configuration based on 36 public results since 10 May 2023 with the latest data as of 22 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)

AMD Ryzen 9 7950X 16-Core

92nd

25 ^{+/- 1}

AMD Ryzen 9 7950X3D 16-Core

87th

Mid-Tier

75th

> 34

AMD Ryzen 7 7840U

73rd

Median

50th

AMD Ryzen 9 5900HX

45th

Low-Tier

25th

> 56

Intel Core i7-1165G7

23rd

57 ^{+/- 1}

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 1.2.2 - Benchmark: 20 Newsgroups / Logistic Regression) 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 0.4%.

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)

machine learning Featured Graphics Comparison	NVIDIA GeForce RTX 3060 12GB - NVIDIA GeForce RTX 3060
baseline Featured Kernel Comparison	6.8.0-22-generic - 6.8.0-13-generic
baseline 2 Systems - 147 Benchmark Results	Intel Core i7-1260P - Dell 0MTH72 - Intel Alder Lake PCH Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
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
cpu-bench 2 Systems - 390 Benchmark Results	ARMv8 Cortex-A76 - BCM2835 Raspberry Pi 5 Model B Rev 1.0 - 8GB Ubuntu 23.10 - 6.5.0-1011-raspi - GNOME Shell 45.2
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
test-run2 1 System - 102 Benchmark Results	Intel Core i3-N305 - ROUTER - Intel FreeBSD - 13.2-RELEASE - Clang 14.0.5
cpu-bench 1 System - 379 Benchmark Results	ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9
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
scikit-learn-test-amd-ryzen 2 Systems - 10 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG STRIX B550-I GAMING - AMD Starship 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

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
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 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
Intel Core Ultra 7 155H vs. AMD Ryzen 7 7840U Linux Benchmarks 2 Systems - 831 Benchmark Results	Intel Core Ultra 7 155H - MTL Coral_MTH - Intel Device 7e7f Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
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
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
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-normal - KDE Plasma 5.27.8
scikit-learn-test-amd-ryzen 2 Systems - 10 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG STRIX B550-I GAMING - AMD Starship Ubuntu 22.04 - 6.2.0-39-generic - GNOME Shell 42.9
cpu-bench 2 Systems - 390 Benchmark Results	ARMv8 Cortex-A76 - BCM2835 Raspberry Pi 5 Model B Rev 1.0 - 8GB Ubuntu 23.10 - 6.5.0-1011-raspi - GNOME Shell 45.2
AMD Ryzen 7 7840HS Linux Benchmarks 3 Systems - 832 Benchmark Results
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
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
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