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

1 Minute, 46 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


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsScikit-Learn Popularity Statisticspts/scikit-learn2016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.122024.032024.065K10K15K20K25K
* 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 8 June 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: Sparsify

OpenBenchmarking.org metrics for this test profile configuration based on 43 public results since 10 May 2023 with the latest data as of 3 May 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)
Mid-Tier
75th
> 87
Median
50th
104
Low-Tier
25th
> 115
24th
3
116 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: Sparsify43 Results Range From 4 To 254 Seconds4203652688410011613214816418019621222824426048121620

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 1.2.2 - Benchmark: Sparsify) has an average run-time of 8 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: SparsifyRun-Time48121620Min: 1 / Avg: 8.11 / Max: 17

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.3%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBenchmark: SparsifyDeviation246810Min: 0 / Avg: 0.33 / Max: 2

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-A76 4-Core, ARMv8 Cortex-A78E 6-Core

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 40 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

2 Systems - 145 Benchmark Results

2 x Intel Xeon Gold 6252 - Intel S2600WFD - Intel Sky Lake-E DMI3 Registers

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

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

3 Systems - 209 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

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

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

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

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

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

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

2 Systems - 390 Benchmark Results

ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB

Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9

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

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

3 Systems - 7 Benchmark Results

AMD Ryzen 9 5950X 16-Core - Gigabyte B550M DS3H - AMD Starship

NixOS 23.05 - 6.3.1 - GNOME

2 Systems - 390 Benchmark Results

ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB

Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9

2 Systems - 145 Benchmark Results

2 x Intel Xeon Gold 6252 - Intel S2600WFD - Intel Sky Lake-E DMI3 Registers

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

3 Systems - 209 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

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

2 Systems - 40 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

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

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