Scikit-Learn
Scikit-learn is a Python module for machine learning
Learn more about this test at the upstream project site: http://scikit-learn.org/.
This utility test profile is maintained by Victor Rodriguez. This OpenBenchmarking.org test profile was created on 28 September 2016 and last updated on 10 January 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.
This test has an average install time of 1 second and an average run-time of 1 minute, 45 seconds.
* Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting.
Revision History
pts/scikit-learn-1.1.0 [View Source] 10 Jan 2020 09:06 EST
Update test profile per https://github.com/phoronix-test-suite/test-profiles/pull/124 but bump version to 1.1.0 due to scikit-learn version change. Also explicitly use python3 binary name.
pts/scikit-learn-1.0.1 [View Source] 04 May 2017 10:41 EDT
Use unzip -o
pts/scikit-learn-1.0.0 [View Source] 28 Sep 2016 09:45 EDT
Initial commit.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Scikit-Learn 0.22.1
OpenBenchmarking.org metrics for this test profile configuration based on 674 public samples since 10 January 2020 with the latest data as of 19 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.
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 0.7%.
Recent Test Results
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9 Systems - 57 Benchmark Results |
Intel Core i7-9750H - Notebook P95_96_97Ex Rx - Intel Cannon Lake PCH Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3 |
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10 Systems - 119 Benchmark Results |
2 x Intel Xeon Platinum 8272CL - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1 |
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1 System - 26 Benchmark Results |
Intel Core i7-7700 - Dell 0MWYPT - Intel Xeon E3-1200 v6 MarIuX64 2.0 GNU - 5.9.0.mx64.348 - Xfce 4.14 |
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1 System - 66 Benchmark Results |
2 x Intel Xeon X5670 - Dell 0CRH6C - Intel 5520 I Fedora 32 - 5.8.13-200.fc32.x86_64 - X Server 1.19.5 |
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3 Systems - 171 Benchmark Results |
Intel Xeon E3-1270 v5 - ASUS E3 PRO GAMING V5 - Intel Xeon E3-1200 v5 Clear Linux OS 31470 - 5.3.8-854.native - GNOME Shell 3.34.1 |
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2 Systems - 403 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4 |
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17 Systems - 43 Benchmark Results |
ARMv7 rev 5 - sun8i - 2048MB Raspbian 8.0 - 3.4.39-BPI-M3-Kernel - LXDE |
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10 Systems - 119 Benchmark Results |
2 x Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1 |
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18 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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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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18 Systems - 43 Benchmark Results |
ARMv7 rev 1 - ODROIDC - 804MB Ubuntu 16.04 - 3.10.107-190 - X Server 1.18.4 |
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17 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 |
Most Popular Test Results
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16 Systems - 119 Benchmark Results |
2 x Intel Xeon Gold 6226R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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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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2 Systems - 403 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4 |
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Featured Processor Comparison |
AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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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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18 Systems - 119 Benchmark Results |
Intel Xeon Gold 5220R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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Featured Processor Comparison |
Intel Xeon Gold 5217 - 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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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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3 Systems - 301 Benchmark Results |
Intel Core i5-4670 - MSI B85M-P33 - Intel 4th Gen Core DRAM Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3 |
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9 Systems - 412 Benchmark Results |
2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.8.0-050800rc6daily20200721-generic - GNOME Shell 3.36.1 |
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6 Systems - 733 Benchmark Results |
Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
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