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 22 September 2021.

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 1,230 public results since 10 January 2020 with the latest data as of 7 September 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.

Component

Percentile Rank

# Compatible Public Results

Seconds (Average)

AMD Ryzen 9 5950X 16-Core

100th

Intel Core i9-9900K

96th

AMD Ryzen 9 3950X 16-Core

95th

AMD Ryzen 9 3900XT 12-Core

93rd

Intel Core i9-10900K

91st

Mid-Tier

75th

> 9

AMD Ryzen 3 3300X 4-Core

75th

Intel Core i7-7700K

75th

2 x Intel Xeon Gold 6250

75th

9 ^{+/- 1}

AMD Ryzen 5 3600X 6-Core

75th

9 ^{+/- 1}

Intel Xeon Platinum 8280

73rd

10 ^{+/- 1}

AMD Ryzen 3 3100 4-Core

72nd

2 x Intel Xeon Gold 6258R

72nd

10 ^{+/- 1}

2 x Intel Xeon Platinum 8280

72nd

10 ^{+/- 1}

Intel Core i5-8400

70th

AMD EPYC 7F32 8-Core

62nd

10 ^{+/- 1}

AMD EPYC 7F72 24-Core

60th

10 ^{+/- 1}

2 x AMD EPYC 7F52 16-Core

60th

10 ^{+/- 1}

2 x AMD EPYC 7F32 8-Core

60th

10 ^{+/- 1}

Intel Xeon Gold 5220R

58th

11 ^{+/- 1}

Intel Xeon Gold 6226R

58th

AMD EPYC 7542 32-Core

58th

Intel Core i5-10600K

57th

2 x Intel Xeon Gold 5220R

55th

11 ^{+/- 1}

Intel Core i5-7600K

54th

2 x Intel Xeon Gold 6226R

53rd

11 ^{+/- 1}

AMD EPYC 7702 64-Core

52nd

11 ^{+/- 1}

AMD EPYC 7552 48-Core

51st

Median

50th

AMD EPYC 7532 32-Core

50th

AMD EPYC 7662 64-Core

49th

11 ^{+/- 1}

Intel Xeon E3-1280 v5

49th

AMD EPYC 7402P 24-Core

49th

11 ^{+/- 1}

AMD EPYC 7282 16-Core

49th

AMD EPYC 7452 32-Core

48th

11 ^{+/- 1}

AMD EPYC 7302P 16-Core

48th

11 ^{+/- 1}

Intel Core i5-6500

47th

11 ^{+/- 1}

2 x AMD EPYC 7742 64-Core

47th

11 ^{+/- 1}

AMD EPYC 7272 12-Core

46th

AMD EPYC 7262 8-Core

46th

2 x Intel Xeon Silver 4215R

45th

11 ^{+/- 1}

2 x Intel Xeon Platinum 8272CL

42nd

Intel Xeon Gold 5217

42nd

AMD EPYC 7252 8-Core

42nd

2 x AMD EPYC 7532 32-Core

41st

12 ^{+/- 1}

Intel Xeon Silver 4215R

40th

2 x Intel Xeon Silver 4214R

40th

12 ^{+/- 1}

2 x AMD EPYC 7302 16-Core

39th

12 ^{+/- 1}

Intel Xeon Silver 4214R

39th

2 x AMD EPYC 7262 8-Core

39th

12 ^{+/- 1}

2 x AMD EPYC 7402 24-Core

38th

12 ^{+/- 1}

Intel Xeon Silver 4216

38th

13 ^{+/- 1}

2 x AMD EPYC 7352 24-Core

38th

13 ^{+/- 1}

2 x AMD EPYC 7272 12-Core

37th

13 ^{+/- 1}

2 x AMD EPYC 7252 8-Core

37th

13 ^{+/- 1}

AMD EPYC 7232P 8-Core

37th

13 ^{+/- 1}

2 x Intel Xeon Platinum 8259L

37th

2 x AMD EPYC 7282 16-Core

36th

13 ^{+/- 2}

Intel Core i7-4770K

36th

13 ^{+/- 1}

AMD Ryzen 3 2200G

35th

2 x Intel Xeon Silver 4216

28th

13 ^{+/- 1}

2 x Intel Xeon Silver 4210

27th

13 ^{+/- 1}

Intel Xeon Silver 4108

26th

AMD Ryzen 5 2400G

26th

Low-Tier

25th

> 14

Intel Core i7-2700K

22nd

POWER9 44-Core

21st

Intel Xeon E5-2609 v4

20th

21 ^{+/- 1}

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

17th

25 ^{+/- 3}

Intel Core i7-1065G7

17th

27 ^{+/- 3}

ARMv7 4-Core

12th

78 ^{+/- 6}

AMD Ryzen 5 PRO 4650G

9th

105 ^{+/- 1}

AMD Ryzen 5 3500X 6-Core

8th

110 ^{+/- 1}

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 0.8%.

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.

Ubuntu Linux 4.18 Intel / AMD High-End Desktop Benchmarks 12 Systems - 121 Benchmark Results	AMD Ryzen 7 PRO 4750U - LENOVO 20UD001AMH - AMD Renoir Root Complex ManjaroLinux 21.1.2 - 5.14.0-0-MANJARO - X Server 1.20.13
Raspberry Pi 4 vs. Intel Comet Lake 5 Systems - 74 Benchmark Results	ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.1 - 2048MB Raspbian 10 - 5.4.51-v7l+ - LXDE 0.10.0
Raspberry Pi 4 vs. Intel Comet Lake 5 Systems - 71 Benchmark Results	Intel Core i3-10100 - Gigabyte B460M DS3H - Intel Device 9b63 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4
Raspberry Pi 4 vs. Intel Comet Lake 5 Systems - 67 Benchmark Results	Intel Celeron G5900 - Gigabyte B460M DS3H - Intel Device 9b73 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4
Raspberry Pi 4 vs. Intel Comet Lake 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
contabo-vps-s-ssd-python 1 System - 23 Benchmark Results	Intel Xeon E5-2630 v4 - QEMU Standard PC - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-81-generic - 1.0.2
contabo-vps-s-nvme-python 1 System - 23 Benchmark Results	AMD EPYC 7282 16-Core - QEMU Standard PC - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-81-generic - 1.0.2
ionos-vps-s-python 1 System - 22 Benchmark Results	Intel Xeon E5-2660 v4 - Intel 440BX - Intel 440BX Ubuntu 20.04 - 5.4.0-81-generic - 1.0.2
835-sci 1 System - 1 Benchmark Result	AArch64 rev 4 - Qualcomm MSM8998 - 6GB Debian GNU - 4.4.78-perf+ - GNOME Shell
hg-sc 1 System - 1 Benchmark Result	Hygon C86 3185 8-core - EVOC EC0-1501-HG - Chengdu Haiguang IC Design Root Complex Ubuntu 21.10 - 5.13.0-14-generic - GNOME Shell 40.2
821-sc 1 System - 1 Benchmark Result	AArch64 rev 1 - Qualcomm MSM8996pro - 6GB Ubuntu 21.10 - 3.18.31-halium-gac6f57d5 - GCC 11.2.0
Various ARM Linux Benchmarks - Spetember 2018 18 Systems - 43 Benchmark Results	Unknown - Socionext SynQuacer E- DeveloperBox - 32768MB Ubuntu 18.04 - 4.15.0-33-generic - GCC 7.3.0
x96-plus 10 Systems - 1 Benchmark Result	ARMv8 Cortex-A55 - H96 Max X3 4 - 4096MB Debian 10 - 5.9.0-arm-64 - ext4
benchmark_lenovo_scikit-learn 1 System - 1 Benchmark Result	Intel Xeon W3503 - LENOVO - Intel 5520 Arch Linux - 5.12.15-arch1-1 - X Server 1.20.12
python-x-1 1 System - 23 Benchmark Results	Intel Core i7-6700 - HP 8054 - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-80-generic - GNOME Shell 3.36.9

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	AMD EPYC 7R32 48-Core - Supermicro H11SSL-i v2.00 - AMD Starship Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
AMD Ryzen vs. Intel Core Benchmarking On Ubuntu Linux 12 Systems - 593 Benchmark Results	AMD Ryzen 7 5800X 8-Core - Gigabyte X570 AORUS MASTER - AMD Starship Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1
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
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 - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 20.04 - 5.4.0-37-generic - GNOME Shell 3.36.2
Core i5 10600K vs. Core i5 7600K vs. Core i5 4670 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
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
FreeBSD 12.2 vs. FreeBSD 13 BETA Benchmarks 4 Systems - 131 Benchmark Results	Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1
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 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4
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
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 3 Systems - 406 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
Xeon Cascade Lake Refresh vs. AMD EPYC Rome Linux Benchmarks 24 Systems - 102 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
Xeon Tests 10 Systems - 119 Benchmark Results	2 x 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
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
i7-4770k 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

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?

Recent Test Results

Most Popular Test Results