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, 6 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


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsScikit-Learn Popularity Statisticspts/scikit-learn2016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.125K10K15K20K25K
* 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 19 February 2024.
Benchmark Option PopularityOpenBenchmarking.org

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: MNIST Dataset

OpenBenchmarking.org metrics for this test profile configuration based on 36 public results since 10 May 2023 with the latest data as of 21 December 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)
Mid-Tier
75th
> 56
Median
50th
60
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: MNIST Dataset36 Results Range From 42 To 206 Seconds425568819410712013314615917218519821148121620

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 1.2.2 - Benchmark: MNIST Dataset) has an average run-time of 5 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkBenchmark: MNIST DatasetRun-Time3691215Min: 3 / Avg: 4.9 / Max: 12

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

Recent Test Results

OpenBenchmarking.org Results Compare

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

1 System - 102 Benchmark Results

Intel Core i3-N305 - ROUTER - Intel

FreeBSD - 13.2-RELEASE - Clang 14.0.5

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

20 Systems - 119 Benchmark Results

AMD EPYC 7R32 48-Core - Supermicro H11SSL-i v2.00 - AMD Starship

Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1

19 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1

18 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

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

5 Systems - 74 Benchmark Results

AMD EPYC 7502P 32-Core - TYAN S8030GM2NE-NFX - AMD [AMD] Starship

FreeBSD - 15.0-CURRENT - X Server 1.20.11

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

4 Systems - 74 Benchmark Results

AMD EPYC 7502P 32-Core - MFG-NOT-FILLED HWREV-NOT-FILLED - AMD [AMD] Starship

FreeBSD - 13.0-RELEASE - Clang 11.0.1

1 System - 1 Benchmark Result

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

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

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

1 System - 862 Benchmark Results

1 System - 82 Benchmark Results

AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

Most Popular Test Results

OpenBenchmarking.org Results Compare

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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