Scikit-Learn
Scikit-learn is a Python module for machine learning
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.
Project Site
scikit-learn.orgTest Created
28 September 2016Last Updated
10 January 2020Test Maintainer
Victor RodriguezTest Type
SystemAverage Install Time
1 SecondAverage Run Time
2 Minutes, 6 SecondsTest Dependencies
Python Scipy + Python Sklearn + PythonAccolades
60k+ DownloadsSupported Platforms
Data current as of Sat, 10 Apr 2021 06:31:18 GMT.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Scikit-Learn 0.22.1
OpenBenchmarking.org metrics for this test profile configuration based on 1,240 public results since 10 January 2020 with the latest data as of 10 April 2021.
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 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.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.9%.
Does It Scale Well With Increasing Cores?
No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.
Recent Test Results
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7 Systems - 1 Benchmark Result |
ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 4 Model B Rev 1.2 - 2048MB Debian GNU - 5.10.17-v8+ - ext4 |
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5 Systems - 1 Benchmark Result |
ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 4 Model B Rev 1.2 - 2048MB Debian GNU - 5.10.5-v8+ - ext4 |
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5 Systems - 67 Benchmark Results |
Intel Pentium Gold G6400 - Gigabyte B460M DS3H - Intel Device 9b73 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4 |
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1 System - 89 Benchmark Results |
2 x Intel Xeon Gold 5218R - Supermicro X11DPX-T - Intel Device 2020 Ubuntu 16.04 - 4.15.0-140-generic - Unity 7.4.0 |
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1 System - 272 Benchmark Results |
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1 System - 272 Benchmark Results
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1 System - 96 Benchmark Results
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Intel Core i5-6600 - ASUS Z170-A - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-70-generic - X Server 1.20.9
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1 System - 92 Benchmark Results
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AMD Ryzen 5 5600X 6-Core - ASRock X570 Phantom Gaming-ITX/TB3 - AMD Device 1480 Ubuntu 18.04 - 5.4.0-70-generic - GNOME Shell 3.28.4
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5 Systems - 74 Benchmark Results
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Intel Pentium Gold G6400 - Gigabyte B460M DS3H - Intel Device 9b73 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4
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4 Systems - 23 Benchmark Results
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2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 19.04 - 5.0.0-8-generic - GNOME Shell 3.32.0
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5 Systems - 74 Benchmark Results
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Intel Pentium Gold G6400 - Gigabyte B460M DS3H - Intel Device 9b73 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4
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11 Systems - 119 Benchmark Results
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Intel Xeon Silver 4216 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3 |
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12 Systems - 593 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASRock X570 Taichi - AMD Starship Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1 |
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4 Systems - 55 Benchmark Results |
AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Device 15d0 Ubuntu 18.04 - 5.3.0-28-generic - GNOME Shell 3.28.4 |
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Featured Processor Comparison |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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3 Systems - 301 Benchmark Results |
Intel Core i5-7600K - Gigabyte Z270M-D3H-CF - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3 |
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3 Systems - 173 Benchmark Results |
AMD Ryzen Threadripper 3970X 32-Core - 52GB - 2 x 275GB Virtual Disk Ubuntu 20.04 - 4.19.104-microsoft-standard - X Server |
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2 Systems - 403 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0 |
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3 Systems - 406 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4 |
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2 Systems - 475 Benchmark Results |
AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 19.10 - 5.3.0-18-generic - GNOME Shell 3.34.1 |
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2 Systems - 3 Benchmark Results |
Intel Core i3-2120 - Dell 0J3C2F - Intel 2nd Generation Core DRAM Ubuntu 20.04 - 5.4.0-60-generic - GCC 9.3.0 |
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Featured Processor Comparison |
Intel Xeon Silver 4215R - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0 |
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18 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 |