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, 21 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 21 December 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 48 public results since 10 May 2023 with the latest data as of 15 December 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

86th

25 ^{+/- 1}

AMD Ryzen 9 7950X3D 16-Core

80th

Mid-Tier

75th

> 29

AMD Ryzen 7 7840U

69th

AMD Ryzen 9 3900X 12-Core

55th

40 ^{+/- 2}

Median

50th

AMD Ryzen 9 5900HX

42nd

Low-Tier

25th

> 54

Intel Core i7-1165G7

19th

57 ^{+/- 1}

Detailed Performance Overview

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 0.3%.

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 Neoverse-V1, HiSilicon TSV110

CCTA_Bespoke_CPU-bench 1 System - 120 Benchmark Results	AMD Ryzen 9 7945HX - Shenzhen Meigao Electronic Equipment DRFXI - AMD Device 14d8 Ubuntu 22.04 - 6.5.0-45-generic - GNOME Shell 42.9
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
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
20241019-c6230r-server-cpu-tests-01 1 System - 150 Benchmark Results	2 x Montage Jintide C6230R - H3C UniServer R4700 G3 RS33M2C3S - 384GB Ubuntu 20.04.6 LTS - 6.8.0-47-generic - GCC 9.4.0
scikit 0905 1 System - 40 Benchmark Results	HiSilicon TSV110 - Huawei TaiShan 200 - Huawei HiSilicon Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
c7g.4xlarge 4 Systems - 46 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c6i.4xlarge 10 Systems - 52 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c6i.4xlarge 10 Systems - 52 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c7g.4xlarge 4 Systems - 46 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1020-aws - GCC 11.4.0

Intel Core Ultra 7 155H vs. AMD Ryzen 7 7840U Linux Benchmarks 2 Systems - 831 Benchmark Results	AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
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
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
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
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
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
c6i.4xlarge 2 Systems - 51 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c7g.4xlarge 4 Systems - 46 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1020-aws - GCC 11.4.0
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
baseline Featured Kernel Comparison	Intel Core i7-1260P - Dell 0MTH72 - Intel Alder Lake PCH Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
Desktop machine learning 3 Systems - 209 Benchmark Results	AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship Ubuntu 23.10 - 6.5.0-9-generic - X Server 1.21.1.7
AMD Ryzen 7 7840HS Linux Benchmarks 3 Systems - 832 Benchmark Results
governors 2 Systems - 147 Benchmark Results	2 x Intel $0000% - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0
c6i.4xlarge 2 Systems - 44 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255