Scikit-Learn Benchmark - OpenBenchmarking.org

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.

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.

Performance Metrics

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 1,053 public results since 10 January 2020 with the latest data as of 5 March 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

# Matching Public Results

Seconds (Average)

AMD Ryzen 9 5950X 16-Core

100th

AMD Ryzen 7 5800X 8-Core

98th

Intel Core i9-9900K

96th

AMD Ryzen 9 3950X 16-Core

95th

AMD Ryzen 9 3900XT 12-Core

92nd

Intel Core i9-10900K

90th

Mid-Tier

75th

> 9

AMD Ryzen 3 3300X 4-Core

75th

Intel Core i7-7700K

75th

2 x Intel Xeon Gold 6250

74th

9 ^{+/- 1}

AMD Ryzen 5 3600X 6-Core

74th

9 ^{+/- 1}

Intel Xeon Platinum 8280

72nd

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

61st

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

57th

Intel Core i5-10600K

56th

2 x Intel Xeon Gold 5220R

54th

11 ^{+/- 1}

Intel Core i5-7600K

53rd

2 x Intel Xeon Gold 6226R

52nd

11 ^{+/- 1}

AMD EPYC 7502P 32-Core

52nd

11 ^{+/- 1}

AMD EPYC 7702 64-Core

51st

11 ^{+/- 1}

Median

50th

AMD EPYC 7552 48-Core

50th

AMD EPYC 7532 32-Core

49th

AMD EPYC 7662 64-Core

48th

11 ^{+/- 1}

Intel Xeon E3-1280 v5

48th

AMD EPYC 7402P 24-Core

48th

11 ^{+/- 1}

AMD EPYC 7282 16-Core

48th

AMD EPYC 7452 32-Core

48th

11 ^{+/- 1}

AMD EPYC 7302P 16-Core

48th

11 ^{+/- 1}

Intel Core i5-6500

46th

11 ^{+/- 1}

2 x AMD EPYC 7742 64-Core

46th

11 ^{+/- 1}

AMD EPYC 7272 12-Core

44th

AMD EPYC 7262 8-Core

44th

2 x Intel Xeon Silver 4215R

44th

11 ^{+/- 1}

AMD EPYC 7352 24-Core

42nd

2 x Intel Xeon Platinum 8272CL

41st

Intel Xeon Gold 5217

40th

AMD EPYC 7252 8-Core

40th

2 x AMD EPYC 7532 32-Core

40th

12 ^{+/- 1}

Intel Xeon Silver 4215R

38th

2 x Intel Xeon Silver 4214R

38th

12 ^{+/- 1}

2 x AMD EPYC 7302 16-Core

38th

12 ^{+/- 1}

Intel Xeon Silver 4214R

38th

2 x AMD EPYC 7262 8-Core

37th

12 ^{+/- 1}

2 x AMD EPYC 7402 24-Core

36th

12 ^{+/- 1}

Intel Xeon Silver 4216

36th

13 ^{+/- 1}

2 x AMD EPYC 7352 24-Core

36th

13 ^{+/- 1}

2 x AMD EPYC 7272 12-Core

36th

13 ^{+/- 1}

2 x AMD EPYC 7252 8-Core

36th

13 ^{+/- 1}

AMD EPYC 7232P 8-Core

36th

13 ^{+/- 1}

2 x Intel Xeon Platinum 8259L

35th

2 x AMD EPYC 7282 16-Core

34th

13 ^{+/- 2}

Intel Core i7-4770K

34th

13 ^{+/- 1}

AMD Ryzen 3 2200G

32nd

2 x Intel Xeon Silver 4216

26th

13 ^{+/- 1}

Low-Tier

25th

> 13

2 x Intel Xeon Silver 4210

25th

13 ^{+/- 1}

Intel Xeon Silver 4108

24th

AMD Ryzen 5 2400G

23rd

Intel Core i7-2700K

19th

POWER9 44-Core

18th

Intel Xeon E5-2609 v4

17th

21 ^{+/- 1}

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

14th

25 ^{+/- 3}

Intel Core i7-1065G7

14th

27 ^{+/- 3}

ARMv7 4-Core

8th

78 ^{+/- 6}

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%.

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.

x96-plus 4 Systems - 1 Benchmark Result	ARMv8 Cortex-A53 - OrangePi One Plus - 1024MB Debian 10 - 5.10.16-sunxi64 - ext4
x96-plus 3 Systems - 1 Benchmark Result	ARMv8 Cortex-A55 - AMedia X96 Max+ - 4096MB Debian 10 - 5.9.0-arm-64 - GCC 8.3.0
x96-plus 2 Systems - 1 Benchmark Result	ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 4 Model B Rev 1.2 - 2048MB Debian GNU - 5.10.5-v8+ - ext4
x96-plus 2 Systems - 1 Benchmark Result	ARMv8 Cortex-A55 - AMedia X96 Max+ - 4096MB Debian 10 - 5.9.0-arm-64 - GCC 8.3.0
x96-plus 1 System - 1 Benchmark Result	ARMv8 Cortex-A55 - AMedia X96 Max+ - 4096MB Debian 10 - 5.9.0-arm-64 - GCC 8.3.0
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 7 Systems - 67 Benchmark Results	ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.2 - 4096MB Raspbian 10 - 5.10.11-v7l+ - X Server 1.20.4
FreeBSD 12.2 vs. FreeBSD 13 BETA AMD EPYC Benchmarks 2 Systems - 119 Benchmark Results	AMD EPYC 7F52 16-Core - Supermicro Super Server 0123456789 - AMD [AMD] Starship FreeBSD - 12.2-RELEASE - Clang 10.0.1
AllTheCPUs 1 System - 111 Benchmark Results	2 x Intel Xeon E5-2678 v3 - HUANANZHI X99-T8D - Intel Xeon E7 v3 Debian 10 - 4.19.0-13-amd64 - GCC 8.3.0
Full-cpu 1 System - 84 Benchmark Results	2 x Intel Xeon E5-2667 v2 - Intel S2600CP - Intel Xeon E7 v2 Debian 10 - 4.19.0-14-amd64 - GCC 8.3.0
FreeBSD 12.2 vs. FreeBSD 13 BETA Benchmarks 5 Systems - 131 Benchmark Results	Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1
Raspberry Pi 4 vs. Intel Comet Lake 5 Systems - 67 Benchmark Results	Intel Core i3-10100 - Gigabyte B460M DS3H - Intel Device 9b63 Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4

Xeon & EPYC Tests 16 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
AMD Ryzen vs. Intel Core Benchmarking On Ubuntu Linux 12 Systems - 593 Benchmark Results	AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2
Ryzen 3 3200U Distros 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
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks 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
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
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
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 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0
Threadripper 3970X Ubuntu 20.04 LTS vs. Windows WSL/WSL2 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
i7-4770k 2 Systems - 3 Benchmark Results	Intel Core i7-4770K - ASRock Z97 Killer - Intel 4th Gen Core DRAM Ubuntu 18.04 - 5.5.7-050507-generic - X Server 1.20.8
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
Intel Xeon On Ubuntu 20.10 Featured Processor Comparison	Intel Xeon Gold 6226R - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0
Xeon & EPYC Tests 18 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8275CL - ASRockRack EP2C621D12 WS - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-55-generic - GNOME Shell 3.34.1

Scikit-Learn

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Scikit-Learn 0.22.1

Does It Scale Well With Increasing Cores?

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