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.org

Test Created

28 September 2016

Last Updated

10 January 2020

Test Maintainer

Victor Rodriguez

Test Type

System

Average Install Time

1 Second

Average Run Time

2 Minutes, 6 Seconds

Test Dependencies

Python Scipy + Python Sklearn + Python

Accolades

60k+ Downloads

Supported Platforms

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** 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 current as of 23 September 2022.

Revision History

pts/scikit-learn-1.1.0 [View Source] Fri, 10 Jan 2020 09:06:48 GMT
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] Thu, 04 May 2017 10:41:34 GMT
Use unzip -o

pts/scikit-learn-1.0.0 [View Source] Wed, 28 Sep 2016 09:45:52 GMT
Initial commit.

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

HPC - High Performance Computing

Python

Performance Metrics

Analyze Test Configuration:

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 981 public results since 10 January 2020 with the latest data as of 29 September 2022.

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.

Component

Percentile Rank

# Compatible Public Results

Seconds (Average)

Intel Core i9-12900K

99th

AMD Ryzen 7 5700G

95th

Intel Core i9-9900K

92nd

AMD Ryzen 9 3950X 16-Core

91st

AMD Ryzen 9 3900XT 12-Core

88th

Intel Core i9-10900K

85th

AMD Ryzen 3 3300X 4-Core

82nd

Intel Core i7-7700K

82nd

2 x Intel Xeon Gold 6250

82nd

9 ^{+/- 1}

AMD Ryzen 5 3600X 6-Core

82nd

9 ^{+/- 1}

Intel Xeon Platinum 8280

79th

10 ^{+/- 1}

AMD Ryzen 3 3100 4-Core

79th

2 x Intel Xeon Gold 6258R

78th

10 ^{+/- 1}

2 x Intel Xeon Platinum 8280

78th

10 ^{+/- 1}

Intel Core i5-8400

76th

Mid-Tier

75th

> 10

AMD EPYC 7F32 8-Core

74th

10 ^{+/- 1}

AMD EPYC 7F72 24-Core

72nd

10 ^{+/- 1}

2 x AMD EPYC 7F52 16-Core

72nd

10 ^{+/- 1}

2 x AMD EPYC 7F32 8-Core

71st

10 ^{+/- 1}

Intel Xeon Gold 5220R

69th

11 ^{+/- 1}

Intel Xeon Gold 6226R

69th

AMD EPYC 7542 32-Core

68th

Intel Core i5-10600K

67th

2 x Intel Xeon Gold 5220R

64th

11 ^{+/- 1}

Intel Core i5-7600K

64th

2 x Intel Xeon Gold 6226R

62nd

11 ^{+/- 1}

AMD EPYC 7702 64-Core

61st

11 ^{+/- 1}

AMD EPYC 7552 48-Core

60th

AMD EPYC 7532 32-Core

58th

AMD EPYC 7662 64-Core

57th

11 ^{+/- 1}

Intel Xeon E3-1280 v5

57th

AMD EPYC 7402P 24-Core

57th

11 ^{+/- 1}

AMD EPYC 7282 16-Core

57th

AMD EPYC 7452 32-Core

57th

11 ^{+/- 1}

AMD EPYC 7302P 16-Core

57th

11 ^{+/- 1}

Intel Core i5-6500

54th

11 ^{+/- 1}

2 x AMD EPYC 7742 64-Core

54th

11 ^{+/- 1}

AMD EPYC 7272 12-Core

53rd

AMD EPYC 7262 8-Core

53rd

2 x Intel Xeon Silver 4215R

52nd

11 ^{+/- 1}

Median

50th

2 x AMD EPYC 7F72 24-Core

49th

12 ^{+/- 2}

2 x Intel Xeon Platinum 8272CL

49th

Intel Xeon Gold 5217

48th

AMD EPYC 7252 8-Core

48th

2 x AMD EPYC 7532 32-Core

47th

12 ^{+/- 1}

Intel Xeon Silver 4215R

46th

2 x Intel Xeon Silver 4214R

46th

12 ^{+/- 1}

2 x AMD EPYC 7302 16-Core

45th

12 ^{+/- 1}

Intel Xeon Silver 4214R

45th

2 x AMD EPYC 7262 8-Core

44th

12 ^{+/- 1}

2 x AMD EPYC 7402 24-Core

44th

12 ^{+/- 1}

Intel Xeon Silver 4216

43rd

13 ^{+/- 1}

2 x AMD EPYC 7352 24-Core

43rd

13 ^{+/- 1}

2 x AMD EPYC 7272 12-Core

43rd

13 ^{+/- 1}

2 x AMD EPYC 7252 8-Core

43rd

13 ^{+/- 1}

AMD EPYC 7232P 8-Core

43rd

13 ^{+/- 1}

2 x Intel Xeon Platinum 8259L

42nd

2 x AMD EPYC 7282 16-Core

41st

13 ^{+/- 2}

Intel Core i7-4770K

41st

13 ^{+/- 1}

AMD Ryzen 3 2200G

39th

2 x Intel Xeon Silver 4216

39th

13 ^{+/- 1}

2 x Intel Xeon Silver 4210

37th

13 ^{+/- 1}

Intel Xeon Silver 4108

37th

AMD Ryzen 5 2400G

36th

Intel Core i7-2700K

31st

POWER9 44-Core

30th

Intel Xeon E5-2609 v4

29th

21 ^{+/- 1}

Low-Tier

25th

> 24

AMD A10-7870K Radeon R7 12 Compute Cores 4C

25th

25 ^{+/- 3}

Intel Core i7-1065G7

25th

27 ^{+/- 3}

ARMv7 4-Core

18th

78 ^{+/- 6}

AMD Ryzen 5 PRO 4650G

14th

105 ^{+/- 1}

AMD Ryzen 5 3500X 6-Core

13th

110 ^{+/- 1}

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 0.22.1) has an average run-time of 3 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 0.4%.

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.

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.

CPU Architecture

Kernel Identifier

Verified On

Intel / AMD x86 64-bit

x86_64

(Many Processors)

IBM POWER (PowerPC) 64-bit

ppc64le

POWER9 44-Core

Intel / AMD x86 32-bit

i686

(Many Processors)

ARMv7 32-bit

armv7l

ARMv7 4-Core, ARMv7 Cortex-A53 4-Core, ARMv7 Cortex-A72 4-Core

ARMv8 64-bit

aarch64

AArch64 rev 1, AArch64 rev 4, ARMv8 Cortex-A53 4-Core, ARMv8 Cortex-A53 8-Core, ARMv8 Cortex-A55 4-Core, ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A72 6-Core, ARMv8 Neoverse-N1 4-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1 4-Core, ARMv8 rev 0 2-Core, ARMv8 rev 0 8-Core, Rockchip ARMv8 Cortex-A72 6-Core

scikit-learn-results 2 Systems - 1 Benchmark Result	AMD Ryzen Threadripper 1950X 16-Core - 32GB - 9GB Virtual Disk + 2 x 275GB Virtual Disk + 1100GB Virtual Disk Ubuntu 20.04.4 LTS - 5.15.57.1-microsoft-standard-WSL2 - overlayfs
xoamsrvscikit-learn 1 System - 1 Benchmark Result	2 x Intel Xeon Gold 6242R - Supermicro X11DPH-T v1.10 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.15.0-46-generic - GNOME Shell 3.36.9
51918aldlofnosemintnoprdynitnotsxnowqnodbgnouc1000N 1 System - 126 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.8-xanmod1-03noPRdynIdlTfullACCnoWQnoDBGnoTSXnoUCL1000 - Xfce 4.16
51918aldlOfnosemintnoPRdynItnoTSXnoWQnoDBGnoUC 1 System - 173 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.8-xanmod1-5196conf-03noPRdynIdlTfullACCnoWQnoDBGnoTSXnoUCL - Xfce 4.16
51918-aldl03-noprnowqnodbg-DynT 1 System - 99 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.8-xanmod1-x64v3-O3noPRnoWQnoDBGdynT - Xfce 4.16
nouclamp_real 1 System - 86 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-OFnoPRnoSemInt-noUcCLAMP - Xfce 4.16
aldlnopreemtdynticks500ofast-nosemint 1 System - 75 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-OFASTnoPREEMPT-noSEMINT - Xfce 4.16
aldlnopreemtdynticks500oFAST 1 System - 52 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-OFASTnoPREEMPT - Xfce 4.16
aldl03nopreemtdynticks300 1 System - 68 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-O3noPREEMPT-300 - Xfce 4.16
ea519aldl03nopreemt 1 System - 81 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-O3noPREEMT - Xfce 4.16
ea519aldl03 1 System - 46 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-O3 - Xfce 4.16
ea519noclushe 1 System - 75 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64aldl-noCluSch - Xfce 4.16
ea519aldl 1 System - 71 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64ALDL - Xfce 4.16
xan519v2pwrsv 1 System - 20 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64v2 - Xfce 4.16
xan519v2 1 System - 61 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian unstable - 5.19.6-xanmod1-x64v2 - Xfce 4.16

Xeon & EPYC Tests 16 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
Ryzen 3 3200U Distros 4 Systems - 55 Benchmark Results	AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven Ubuntu 20.04 - 5.4.0-9-generic - GNOME Shell 3.34.3
AMD Ryzen vs. Intel Core Benchmarking On Ubuntu Linux 12 Systems - 593 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks 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
Threadripper 3970X Ubuntu 20.04 LTS vs. Windows WSL/WSL2 3 Systems - 173 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - 64GB - 931GB Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0
FreeBSD 12.2 vs. FreeBSD 13 BETA Benchmarks 4 Systems - 131 Benchmark Results	Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1
Intel Core i3 10100 vs. AMD Ryzen 3 3300X Benchmarks 2 Systems - 1708 Benchmark Results	AMD Ryzen 3 3300X 4-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
Core i5 10600K vs. Core i5 7600K vs. Core i5 4670 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
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 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
3950X Thermal 2 Systems - 123 Benchmark Results	AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
Big Threadripper 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
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 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
rams 2 Systems - 43 Benchmark Results	AMD Ryzen 5 PRO 4650G - Gigabyte B450M DS3H-CF - AMD Renoir Root Complex Ubuntu 21.04 - 5.11.0-16-generic - Xfce 4.16
Xeon Tests 10 Systems - 119 Benchmark Results	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
Xeon Cascade Lake Refresh vs. AMD EPYC Rome Linux Benchmarks 24 Systems - 102 Benchmark Results	2 x AMD EPYC 7302 16-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.4.0-21-generic - GNOME Shell 3.36.0

Scikit-Learn

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

Scikit-Learn 0.22.1

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results