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 40 public results since 10 May 2023 with the latest data as of 22 March 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 0.2%.
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.
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 |
|
Featured Graphics Comparison |
|
Featured Kernel Comparison |
|
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 |
1 System - 102 Benchmark Results |
Intel Core i3-N305 - ROUTER - Intel FreeBSD - 13.2-RELEASE - Clang 14.0.5 |
1 System - 379 Benchmark Results |
ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9 |
20 Systems - 119 Benchmark Results |
2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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 - 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 |
3 Systems - 7 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - Gigabyte B550M DS3H - AMD Starship NixOS 23.05 - 6.3.1 - GNOME |
Featured Kernel Comparison |
AMD Ryzen 9 7900X 12-Core - ASRock X670E Steel Legend - AMD Device 14d8 Ubuntu 23.04 - 6.5.2-normal - KDE Plasma 5.27.8 |
2 Systems - 390 Benchmark Results |
ARMv8 Cortex-A76 - BCM2835 Raspberry Pi 5 Model B Rev 1.0 - 8GB Ubuntu 23.10 - 6.5.0-1011-raspi - GNOME Shell 45.2 |
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 - 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 - 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 - 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 |
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 |