Scikit-Learn Benchmark - OpenBenchmarking.org

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

* 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 15 June 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.

Performance Metrics

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 1,063 public results since 10 January 2020 with the latest data as of 13 June 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

94th

AMD Ryzen 9 3900XT 12-Core

92nd

Intel Core i9-10900K

89th

AMD Ryzen 3 3300X 4-Core

78th

Intel Core i7-7700K

78th

2 x Intel Xeon Gold 6250

77th

9 ^{+/- 1}

AMD Ryzen 5 3600X 6-Core

77th

9 ^{+/- 1}

Mid-Tier

75th

> 10

Intel Xeon Platinum 8280

75th

10 ^{+/- 1}

AMD Ryzen 3 3100 4-Core

74th

2 x Intel Xeon Gold 6258R

74th

10 ^{+/- 1}

2 x Intel Xeon Platinum 8280

74th

10 ^{+/- 1}

Intel Core i5-8400

72nd

AMD EPYC 7F32 8-Core

65th

10 ^{+/- 1}

AMD EPYC 7F72 24-Core

64th

10 ^{+/- 1}

2 x AMD EPYC 7F52 16-Core

64th

10 ^{+/- 1}

2 x AMD EPYC 7F32 8-Core

63rd

10 ^{+/- 1}

Intel Xeon Gold 5220R

61st

11 ^{+/- 1}

Intel Xeon Gold 6226R

61st

AMD EPYC 7542 32-Core

61st

Intel Core i5-10600K

60th

2 x Intel Xeon Gold 5220R

57th

11 ^{+/- 1}

Intel Core i5-7600K

57th

2 x Intel Xeon Gold 6226R

55th

11 ^{+/- 1}

AMD EPYC 7702 64-Core

54th

11 ^{+/- 1}

AMD EPYC 7552 48-Core

53rd

AMD EPYC 7532 32-Core

52nd

AMD EPYC 7662 64-Core

51st

11 ^{+/- 1}

Intel Xeon E3-1280 v5

51st

Median

50th

AMD EPYC 7402P 24-Core

50th

11 ^{+/- 1}

AMD EPYC 7282 16-Core

50th

AMD EPYC 7452 32-Core

50th

11 ^{+/- 1}

AMD EPYC 7302P 16-Core

50th

11 ^{+/- 1}

Intel Core i5-6500

48th

11 ^{+/- 1}

2 x AMD EPYC 7742 64-Core

48th

11 ^{+/- 1}

AMD EPYC 7272 12-Core

47th

AMD EPYC 7262 8-Core

47th

2 x Intel Xeon Silver 4215R

46th

11 ^{+/- 1}

AMD EPYC 7352 24-Core

44th

2 x Intel Xeon Platinum 8272CL

43rd

Intel Xeon Gold 5217

43rd

AMD EPYC 7252 8-Core

43rd

2 x AMD EPYC 7532 32-Core

42nd

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

35th

13 ^{+/- 2}

Intel Core i7-4770K

35th

13 ^{+/- 1}

AMD Ryzen 3 2200G

34th

2 x Intel Xeon Silver 4216

29th

13 ^{+/- 1}

2 x Intel Xeon Silver 4210

28th

13 ^{+/- 1}

Intel Xeon Silver 4108

28th

AMD Ryzen 5 2400G

27th

Low-Tier

25th

> 14

Intel Core i7-2700K

23rd

POWER9 44-Core

22nd

Intel Xeon E5-2609 v4

21st

21 ^{+/- 1}

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

18th

25 ^{+/- 3}

Intel Core i7-1065G7

17th

27 ^{+/- 3}

ARMv7 4-Core

11th

78 ^{+/- 6}

AMD Ryzen 5 PRO 4650G

8th

105 ^{+/- 1}

AMD Ryzen 5 3500X 6-Core

7th

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 0.6%.

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.

Arch-D5590-Test 4 Systems - 13 Benchmark Results	Intel Core i7-9750H - Dell 0CRKJ6 - Intel Cannon Lake PCH Arch rolling - 5.12.10-2-clear - GNOME Shell 40.2
Arch-D5590-Test 1 System - 13 Benchmark Results	Intel Core i7-9750H - Dell 0CRKJ6 - Intel Cannon Lake PCH Arch rolling - 5.12.10-zen1-1-zen - GNOME Shell 40.2
Arch-D5590 1 System - 16 Benchmark Results	Intel Core i7-9750H - Dell 0CRKJ6 - Intel Cannon Lake PCH Arch rolling - 5.12.10-arch1-1 - GNOME Shell 40.2
Various ARM Linux Benchmarks - Spetember 2018 17 Systems - 43 Benchmark Results	ARMv7 rev 5 - sun8i - 2048MB Raspbian 8.0 - 3.4.39-BPI-M3-Kernel - LXDE
Various ARM Linux Benchmarks - Spetember 2018 17 Systems - 43 Benchmark Results	ARMv7 rev 4 - BCM2835 Raspberry Pi 3 Model B Plus Rev 1.3 - 927MB Raspbian 9.4 - 4.14.62-v7+ - LXDE
odroid-hc4 1 System - 78 Benchmark Results	ARMv8 Cortex-A55 - Hardkernel ODROID-HC4 - Synopsys DWC_usb3 Ubuntu 20.04 - 5.11.0-odroid-arm64 - GCC 9.3.0
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
Large Intel AMD Linux CPU Benchmark Comparison vs. Amazon EC2 Cloud 28 Systems - 43 Benchmark Results	Intel Core i7-4770K - Gigabyte Z97-HD3 - Intel 4th Gen Core DRAM Ubuntu 17.10 - 4.15.2-041502-generic - GNOME Shell 3.26.2
Xeon & EPYC Tests 13 Systems - 119 Benchmark Results	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 & EPYC Tests 13 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
Xeon & EPYC Tests 13 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8375C - Supermicro X12DPi-N6 v1.00 - Intel Device 0998 Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1
Xeon & EPYC Tests 13 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

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	2 x 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
AMD Ryzen vs. Intel Core Benchmarking On Ubuntu Linux 12 Systems - 593 Benchmark Results	AMD Ryzen 9 3900XT 12-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 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	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 i5-7600K - Gigabyte Z270M-D3H-CF - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3
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
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
Intel Core i3 10100 vs. AMD Ryzen 3 3300X Benchmarks 2 Systems - 1708 Benchmark Results	Intel Core i3-10100 - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
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
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
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
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

Scikit-Learn

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Scikit-Learn 0.22.1

Does It Scale Well With Increasing Cores?

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