Scikit-Learn

Scikit-learn is a Python module for machine learning

Learn more about this test at the upstream project site: http://scikit-learn.org/.

This utility test profile is maintained by Victor Rodriguez. This OpenBenchmarking.org test profile was created on 28 September 2016 and last updated on 10 January 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.

This test has an average install time of 1 second and an average run-time of 1 minute, 45 seconds.

60k+ Downloads

Installation StatsTest Completion StatsOpenBenchmarking.orgEventsScikit-Learn Popularitypts/scikit-learn2016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.0930060090012001500

* Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting.

Revision History

pts/scikit-learn-1.1.0   [View Source]   10 Jan 2020 09:06 EST
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]   04 May 2017 10:41 EDT
Use unzip -o

pts/scikit-learn-1.0.0   [View Source]   28 Sep 2016 09:45 EDT
Initial commit.

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

Python

Performance Metrics

Analyze Test Configuration:

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 674 public samples since 10 January 2020 with the latest data as of 19 October 2020.

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
Seconds (Average)
Mid-Tier
75th
> 9
Median
50th
11
Low-Tier
25th
> 14
OpenBenchmarking.orgDistribution Of Public Results674 Results Range From 6 To 457 Seconds627486990111132153174195216237258279300321342363384405426447468130260390520650

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 0.22.1) has an average run-time of 2 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 BenchmarkRun-Time3691215Min: 1 / Avg: 1.38 / Max: 10

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.7%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.69 / Max: 3

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