Mlpack Benchmark

Mlpack benchmark scripts for machine learning libraries

Learn more about this test at the upstream project site: https://github.com/mlpack/benchmarks.

This utility test profile is maintained by Yu Ma. This OpenBenchmarking.org test profile was created on 10 January 2020 and last updated on 27 September 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark mlpack.

This test has an average install time of 6 seconds and an average run-time of 1 minute, 39 seconds.

5k+ Downloads

Installation StatsTest Completion StatsOpenBenchmarking.orgEventsMlpack Benchmark Popularitypts/mlpack2020.012020.022020.032020.042020.052020.062020.072020.082020.0938152266380494608

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

scikit_svm31.3%scikit_qda21.5%scikit_linearridgeregression22.2%scikit_ica25.0%Benchmark Option PopularityOpenBenchmarking.org

Revision History

pts/mlpack-1.0.2   [View Source]   27 Sep 2020 08:59 EDT
Set --user for pip3 argument to fix install on some distros.

pts/mlpack-1.0.1   [View Source]   24 Feb 2020 07:53 EST
Add new tests per https://github.com/phoronix-test-suite/test-profiles/pull/129

pts/mlpack-1.0.0   [View Source]   10 Jan 2020 09:28 EST
Initial commit of mlpack per https://github.com/phoronix-test-suite/test-profiles/pull/124

Suites Using This Test

Machine Learning

Python

Performance Metrics

Analyze Test Configuration:

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 868 public samples since 10 January 2020 with the latest data as of 24 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
> 15.6
Median
50th
19.6
Low-Tier
25th
> 26.2
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: scikit_svm868 Results Range From 1 To 81 Seconds18152229364350576471788570140210280350

Based on OpenBenchmarking.org data, the selected test / test configuration (Mlpack Benchmark - Benchmark: scikit_svm) 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 BenchmarkBenchmark: scikit_svmRun-Time246810Min: 1 / Avg: 1.37 / Max: 5

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.6%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBenchmark: scikit_svmDeviation3691215Min: 0 / Avg: 0.57 / Max: 11

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