Scikit-Learn

Scikit-learn is a Python module for machine learning

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

20 November 2022

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 42 Seconds

Average Run Time

2 Minutes, 6 Seconds

Test Dependencies

Python

Accolades

60k+ Downloads + Recently Updated Test Profile

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsScikit-Learn Popularity Statisticspts/scikit-learn2016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.114K8K12K16K20K
* 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 current as of 19 November 2022.

Revision History

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

CPU Massive

Server CPU Tests

HPC - High Performance Computing

Python


Performance Metrics

Analyze Test Configuration:

Scikit-Learn 1.1.3

Benchmark: Sparse Random Projections, 100 Iterations

OpenBenchmarking.org metrics for this test profile configuration based on 50 public results since 20 November 2022 with the latest data as of 24 November 2022.

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)
85th
4
152 +/- 16
Mid-Tier
75th
> 163
67th
3
169 +/- 1
55th
3
173 +/- 1
53rd
3
174 +/- 2
Median
50th
185
45th
3
186 +/- 1
41st
3
188 +/- 3
39th
3
189 +/- 1
29th
3
230 +/- 3
Low-Tier
25th
> 252
23rd
3
273 +/- 33
17th
3
1187 +/- 1
11th
4
2441 +/- 10
3rd
3
3423
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: Sparse Random Projections, 100 Iterations32 Results Range From 94 To 2450 Seconds94143192241290339388437486535584633682731780829878927976102510741123117212211270131913681417146615151564161316621711176018091858190719562005205421032152220122502299234823972446249548121620

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 1.1.3 - Benchmark: Sparse Random Projections, 100 Iterations) has an average run-time of 19 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: Sparse Random Projections, 100 IterationsRun-Time1224364860Min: 8 / Avg: 18.86 / Max: 59

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
Apple M2

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 270 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6

3 Systems - 3 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 21.10 - 5.13.0-52-generic - GNOME Shell 40.5

3 Systems - 3 Benchmark Results

AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir

Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1

3 Systems - 3 Benchmark Results

Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 22.04 - 5.18.19-051819-generic - GNOME Shell 42.5

4 Systems - 3 Benchmark Results

Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH

Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

3 Systems - 3 Benchmark Results

AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h

Debian 11 - 5.10.0-9-amd64 - GCC 10.2.1 20210110

2 Systems - 9 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir

Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1

3 Systems - 9 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 3 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

3 Systems - 3 Benchmark Results

Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 8 Benchmark Results

AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5

Ubuntu 22.10 - 6.1.0-060100rc2daily20221028-generic - GNOME Shell 43.0

3 Systems - 3 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

Ubuntu 22.10 - 6.0.9-060009-generic - GNOME Shell 43.0

Find More Test Results