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.
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.
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.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.3%.
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.
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 23.10 - 6.5.0-9-generic - X Server 1.21.1.7 |
Featured Graphics Comparison |
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Featured Graphics Comparison |
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Featured Kernel Comparison |
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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 |
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 |
Featured Kernel Comparison |
AMD Ryzen 9 7900X 12-Core - ASRock X670E Steel Legend - AMD Device 14d8 Ubuntu 23.04 - 6.5.2-native - KDE Plasma 5.27.8 |
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 |
1 System - 543 Benchmark Results |
AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9 |
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 |
1 System - 200 Benchmark Results |
AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514 |
1 System - 200 Benchmark Results |
AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514 |
1 System - 200 Benchmark Results |
AMD EPYC 7313P 16-Core - Supermicro H12SSW-NTR v1.02 - AMD Starship Rocky Linux 8.6 - 4.18.0-372.32.1.el8_6.x86_64 - GCC 8.5.0 20210514 |
1 System - 279 Benchmark Results |
Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9 |
1 System - 141 Benchmark Results |
Intel Core i7-6700 - Dell 0JCTF8 - Intel Xeon E3-1200 v5 Rocky Linux 9.2 - 5.14.0-284.18.1.el9_2.x86_64 - GNOME Shell 40.10 |