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.orgSource Repository
github.comTest Created
28 September 2016Last Updated
10 May 2023Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
2 Minutes, 17 SecondsAverage Run Time
2 Minutes, 6 SecondsTest Dependencies
Python + C/C++ Compiler Toolchain + CMake + Fortran + Meson Build SystemAccolades
100k+ DownloadsSupported Platforms
** 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 20 November 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Scikit-Learn 1.2.2
Benchmark: Sparsify
OpenBenchmarking.org metrics for this test profile configuration based on 52 public results since 10 May 2023 with the latest data as of 10 November 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%.
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.
Recent Test Results
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1 System - 323 Benchmark Results |
AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0 |
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1 System - 342 Benchmark Results |
Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0 |
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1 System - 150 Benchmark Results |
2 x Montage Jintide C6230R - H3C UniServer R4700 G3 RS33M2C3S - 384GB Ubuntu 20.04.6 LTS - 6.8.0-47-generic - GCC 9.4.0 |
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2 Systems - 195 Benchmark Results |
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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Most Popular Test Results
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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3 Systems - 7 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - Gigabyte B550M DS3H - AMD Starship NixOS 23.05 - 6.3.1 - GNOME |
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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 |
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3 Systems - 141 Benchmark Results |
Intel Xeon Gold 6148 - Supermicro X11SPW-TF v1.03 - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-113-generic - X Server |
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Featured Kernel Comparison |
Intel Core i7-1260P - Dell 0MTH72 - Intel Alder Lake PCH Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0 |
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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 |
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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 |
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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 |
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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 |
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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 |