Mlpack Benchmark Benchmark - OpenBenchmarking.org

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

Revision History

pts/mlpack-1.0.2 [View Source] Sun, 27 Sep 2020 08:59:52 GMT
Set --user for pip3 argument to fix install on some distros.

pts/mlpack-1.0.1 [View Source] Mon, 24 Feb 2020 07:53:06 GMT
Add new tests per https://github.com/phoronix-test-suite/test-profiles/pull/129

pts/mlpack-1.0.0 [View Source] Fri, 10 Jan 2020 09:28:52 GMT
Initial commit of mlpack per https://github.com/phoronix-test-suite/test-profiles/pull/124

Performance Metrics

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,204 public results since 10 January 2020 with the latest data as of 26 May 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)

Intel Core i7-4790K

96th

11.6 ^{+/- 0.1}

AMD Ryzen Threadripper 2990WX 32-Core

95th

11.9

AMD Ryzen Threadripper 2950X 16-Core

94th

12.4 ^{+/- 0.2}

AMD Ryzen 7 2700 Eight-Core

93rd

12.7

Intel Core i7-4960X

89th

13.7

Intel Core i7-7740K

88th

14.3

AMD Ryzen 7 1700 Eight-Core

87th

14.3

Intel Core i7-7900X

84th

15.1

Intel Xeon W-2295

83rd

15.3 ^{+/- 0.2}

2 x AMD EPYC 7601 32-Core

80th

15.8 ^{+/- 0.2}

Intel Xeon Silver 4108

79th

16.0 ^{+/- 0.1}

2 x AMD EPYC 7302 16-Core

78th

16.1 ^{+/- 0.5}

Mid-Tier

75th

> 16.3

AMD Ryzen 9 5950X 16-Core

75th

16.4 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

73rd

16.6 ^{+/- 0.3}

Intel Core i3-7100

72nd

16.9 ^{+/- 0.4}

AMD Ryzen 5 5600X 6-Core

70th

17.1 ^{+/- 0.4}

Intel Xeon Platinum 8280

68th

17.5 ^{+/- 0.5}

Intel Xeon Gold 5220R

65th

18.1 ^{+/- 0.5}

AMD Ryzen 7 5800X 8-Core

63rd

18.6 ^{+/- 1.5}

2 x Intel Xeon Platinum 8272CL

63rd

18.6 ^{+/- 0.7}

AMD Ryzen 7 3800XT 8-Core

61st

18.9 ^{+/- 0.7}

AMD Ryzen 9 3900XT 12-Core

60th

19.0 ^{+/- 0.2}

2 x Intel Xeon Platinum 8259L

58th

19.4 ^{+/- 0.6}

AMD Ryzen 3 3300X 4-Core

58th

19.4 ^{+/- 0.2}

AMD Ryzen 5 3600XT 6-Core

56th

19.7 ^{+/- 0.2}

AMD Ryzen 7 1800X Eight-Core

52nd

20.6 ^{+/- 0.1}

Intel Core i9-10900K

52nd

20.7 ^{+/- 0.3}

Intel Core i7-4770K

51st

20.9 ^{+/- 1.9}

Median

50th

20.9

2 x Intel Xeon Silver 4216

48th

21.7 ^{+/- 0.6}

Intel Xeon Platinum 8253

45th

22.3 ^{+/- 0.5}

Intel Core i5-10600K

44th

22.5 ^{+/- 0.1}

AMD Ryzen 5 4500U

43rd

22.7 ^{+/- 0.1}

Intel Core i5-4670

43rd

22.7

Intel Core i7-7700K

39th

23.6 ^{+/- 0.1}

Intel Core i3-10100

33rd

25.4 ^{+/- 0.2}

AMD EPYC 7402P 24-Core

32nd

25.5 ^{+/- 3.7}

AMD EPYC 7542 32-Core

27th

26.6

Low-Tier

25th

> 26.7

Intel Core i7-8565U

24th

26.9 ^{+/- 0.1}

AMD EPYC 7552 48-Core

22nd

27.1

Intel Xeon E3-1280 v5

18th

27.8 ^{+/- 0.3}

Intel Pentium Gold G6400

18th

27.8

AMD EPYC 7532 32-Core

18th

27.8

Intel Xeon E3-1245 v5

17th

28.0 ^{+/- 0.2}

AMD EPYC 7252 8-Core

16th

28.0

AMD EPYC 7272 12-Core

14th

28.5

AMD EPYC 7352 24-Core

14th

28.7

Intel Core i7-9700TE

13th

28.8 ^{+/- 0.2}

Intel Core i5-6500

7th

29.5 ^{+/- 0.1}

Intel Xeon Gold 5217

6th

30.2 ^{+/- 3.7}

2 x Intel Xeon Platinum 8380

6th

30.5 ^{+/- 2.2}

Intel Celeron G5900

4th

32.4

Intel Core i7-6700HQ

3rd

33.3 ^{+/- 0.2}

POWER9 44-Core

1st

44.7

Based on OpenBenchmarking.org data, the selected test / test configuration (Mlpack Benchmark - Benchmark: scikit_svm) 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 0.5%.

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.

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	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
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 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 8272CL - 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 12 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 12 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
Xeon & EPYC Tests 11 Systems - 119 Benchmark Results	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
allselected_big1closed_salient_01 11 Systems - 339 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship salientos rolling - 5.11.13-arch1-1 - Xfce 4.16
allselected_big1closed_salient_01 10 Systems - 339 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship Garuda Soaring - 5.11.16-zen1-1-zen - Xfce 4.16
allselected_big1closed_salient_01 10 Systems - 339 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship Garuda Soaring - 5.11.16-zen1-1-zen - Xfce 4.16
allselected_big1closed_salient_01 9 Systems - 339 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	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
Ryzen 9 5900X / Ryzen 9 5950X Linux Performance 11 Systems - 217 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
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
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
Pop OS 20.04 vs. Ubuntu 20.04 Benchmarks 2 Systems - 269 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Ubuntu 20.04 - 5.4.0-29-generic - GNOME Shell 3.36.1
Ryzen 7 4700U vs. Core i7 1065G7 Ubuntu Linux 2 Systems - 150 Benchmark Results	Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
TR 3960X WK 3 Systems - 46 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4
Ryzen 5 5600X Linux Performance 12 Systems - 229 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
sbench-3960x-arch-xanmod 2 Systems - 58 Benchmark Results	Intel Core i7-6700K - Mouse Z170-S01 v1.0 - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.8.0-43-generic - 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	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
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

Mlpack Benchmark

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