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, 3 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-learn2016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.122024.032024.062024.095K10K15K20K25K
* 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 9 October 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: 20 Newsgroups / Logistic Regression

OpenBenchmarking.org metrics for this test profile configuration based on 44 public results since 10 May 2023 with the latest data as of 6 September 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
> 34
Median
50th
42
Low-Tier
25th
> 54
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: 20 Newsgroups / Logistic Regression44 Results Range From 8 To 127 Seconds818283848586878889810811812848121620

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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkBenchmark: 20 Newsgroups / Logistic RegressionRun-Time3691215Min: 1 / Avg: 3.45 / Max: 9

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: 20 Newsgroups / Logistic RegressionDeviation246810Min: 0 / Avg: 0.31 / 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 Neoverse-V1, HiSilicon TSV110

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 40 Benchmark Results

HiSilicon TSV110 - Huawei TaiShan 200 - Huawei HiSilicon

Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255

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

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

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

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

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

8 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

3 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

1 System - 45 Benchmark Results

ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200

Ubuntu 22.04 - 6.5.0-1020-aws - GCC 11.4.0

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

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

1 System - 5 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

2 Systems - 47 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

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

Most Popular Test Results

OpenBenchmarking.org Results Compare

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

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 5900HX - ASUS G513QY v1.0 - AMD Renoir

Ubuntu 22.10 - 5.19.0-41-generic - GNOME Shell 43.0

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 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 - 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

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

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

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

3 Systems - 832 Benchmark Results

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 - 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

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