Mlpack Benchmark

Mlpack benchmark scripts for machine learning libraries

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

Project Site

github.com

Test Created

10 January 2020

Last Updated

27 September 2020

Test Maintainer

Yu Ma 

Test Type

System

Average Install Time

27 Seconds

Average Run Time

1 Minute, 23 Seconds

Test Dependencies

Python Scipy + Python Sklearn + Python + C/C++ Compiler Toolchain

Accolades

10k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsMlpack Benchmark Popularity Statisticspts/mlpack2020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.1113002600390052006500
* 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 updated weekly as of 3 December 2023.
scikit_svm31.4%scikit_qda23.0%scikit_linearridgeregression22.9%scikit_ica22.8%Benchmark Option PopularityOpenBenchmarking.org

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

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Python


Performance Metrics

Analyze Test Configuration:

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,014 public results since 10 January 2020 with the latest data as of 21 November 2023.

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
3
10.9 +/- 0.6
Intel Core i7-4790K
94th
4
11.6 +/- 0.1
AMD Ryzen Threadripper 2990WX 32-Core
93rd
3
11.9
AMD Ryzen Threadripper 2950X 16-Core
92nd
7
12.4 +/- 0.2
AMD Ryzen 7 2700 Eight-Core
91st
6
12.7
AMD EPYC 7K83 64-Core
87th
3
13.4 +/- 0.1
Intel Core i7-4960X
86th
4
13.7
Intel Core i7-7740K
84th
5
14.3
AMD Ryzen 7 1700 Eight-Core
84th
3
14.3
Intel Core i7-7900X
80th
5
15.1
Intel Xeon W-2295
79th
3
15.3 +/- 0.2
2 x AMD EPYC 7601 32-Core
76th
3
15.8 +/- 0.2
Mid-Tier
75th
> 16.0
Intel Xeon Silver 4108
75th
3
16.0 +/- 0.1
AMD Ryzen 7 5800X3D 8-Core
74th
5
16.2
AMD Ryzen 9 5950X 16-Core
71st
23
16.4 +/- 0.2
AMD Ryzen 9 5900X 12-Core
70th
19
16.6 +/- 0.3
Intel Core i3-7100
68th
8
16.9 +/- 0.4
AMD Ryzen 5 5600X 6-Core
67th
10
17.1 +/- 0.3
AMD Ryzen 9 5900HX
64th
3
17.7 +/- 0.2
2 x Intel Xeon Platinum 8272CL
60th
4
18.6 +/- 0.7
AMD Ryzen 7 5800X 8-Core
59th
19
18.8 +/- 1.6
AMD Ryzen 7 3800XT 8-Core
58th
6
19.0 +/- 0.7
AMD Ryzen 9 3900XT 12-Core
58th
8
19.0 +/- 0.2
AMD EPYC 7373X 16-Core
56th
3
19.2 +/- 0.1
2 x AMD EPYC 7373X 16-Core
56th
3
19.2
2 x Intel Xeon Platinum 8259L
55th
5
19.4 +/- 0.6
AMD Ryzen 3 3300X 4-Core
54th
10
19.4 +/- 0.2
AMD Ryzen 5 3600XT 6-Core
52nd
3
19.7 +/- 0.2
AMD EPYC 75F3 32-Core
51st
3
19.8 +/- 0.3
Median
50th
19.8
2 x AMD EPYC 75F3 32-Core
50th
6
19.8 +/- 0.2
AMD Ryzen 7 1800X Eight-Core
46th
3
20.6 +/- 0.1
Intel Core i9-10900K
46th
18
20.7 +/- 0.3
Intel Core i7-4770K
46th
5
20.7 +/- 2.1
2 x AMD EPYC 7313 16-Core
43rd
3
21.2 +/- 0.4
2 x Intel Xeon Silver 4216
41st
3
21.5 +/- 0.7
2 x AMD EPYC 7713 64-Core
41st
3
21.7 +/- 0.6
Intel Xeon Platinum 8253
39th
4
22.3 +/- 0.5
Intel Core i5-10600K
37th
11
22.5 +/- 0.1
AMD Ryzen 5 4500U
36th
4
22.7 +/- 0.1
Intel Core i5-4670
36th
5
22.7
Intel Core i7-7700K
32nd
3
23.6
AMD EPYC 7F72 24-Core
28th
15
24.8 +/- 0.4
Intel Core i3-10100
26th
9
25.4 +/- 0.2
Low-Tier
25th
> 25.4
AMD EPYC 7542 32-Core
21st
4
26.6
AMD EPYC 7702 64-Core
21st
5
26.7
Intel Core i7-8565U
19th
5
26.9 +/- 0.1
AMD EPYC 7662 64-Core
18th
5
27.1
AMD EPYC 7402P 24-Core
17th
5
27.1
AMD EPYC 7552 48-Core
17th
5
27.1
AMD EPYC 7502 32-Core
16th
3
27.2
Intel Xeon E3-1280 v5
14th
6
27.8 +/- 0.3
Intel Pentium Gold G6400
14th
5
27.8
AMD EPYC 7532 32-Core
14th
5
27.8
Intel Xeon E3-1245 v5
13th
3
28.0 +/- 0.2
AMD EPYC 7252 8-Core
13th
3
28.0
AMD EPYC 7232P 8-Core
13th
5
28.2
AMD EPYC 7272 12-Core
11th
3
28.5
Intel Core i7-9700TE
10th
4
28.8 +/- 0.2
Intel Core i5-6500
7th
4
29.5 +/- 0.1
2 x Intel Xeon Platinum 8380
7th
4
30.5 +/- 2.2
Intel Xeon Silver 4215R
6th
3
31.2
Intel Xeon Gold 5217
6th
5
31.6 +/- 0.5
Intel Celeron N4000
5th
3
32.0 +/- 0.3
Intel Celeron G5900
5th
4
32.4
Intel Xeon Silver 4214R
5th
3
32.5
Intel Core i7-6700HQ
4th
4
33.3 +/- 0.2
POWER9 44-Core
2nd
6
44.7
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: scikit_svm1254 Results Range From 1 To 190 Seconds1152943577185991131271411551691831972004006008001000

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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkBenchmark: scikit_svmRun-Time246810Min: 1 / Avg: 1.47 / Max: 6

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBenchmark: scikit_svmDeviation612182430Min: 0 / Avg: 0.54 / Max: 25

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
ARMv7 32-bit
armv7l
ARMv7 Cortex-A53 4-Core, ARMv7 Cortex-A72 4-Core
ARMv8 64-bit
aarch64
AArch64 rev 1, ARMv8 Cortex-A72 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 32-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1 32-Core, Rockchip ARMv8 Cortex-A76 6-Core

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 307 Benchmark Results

Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef

Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9

17 Systems - 119 Benchmark Results

Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3

1 System - 4 Benchmark Results

2 x AMD EPYC 7313 16-Core - TYAN S8251GM2NE-2T - AMD Starship

Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.4

1 System - 264 Benchmark Results

Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9

1 System - 264 Benchmark Results

Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9

1 System - 279 Benchmark Results

Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9

1 System - 279 Benchmark Results

Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9

1 System - 279 Benchmark Results

Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9

1 System - 4 Benchmark Results

Intel Core i9-10850K - ASUS ROG MAXIMUS XII APEX - Intel Comet Lake PCH

Ubuntu 22.04 - 6.2.0-34-generic - GNOME Shell 42.9

1 System - 126 Benchmark Results

Intel Core i7-1260P - Intel NUC12WSBi7 - Intel Alder Lake PCH

Ubuntu 22.04 - 6.5.5-pve-v4-realtime-rt8 - GNOME Shell 42.9

1 System - 543 Benchmark Results

AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship

Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9

1 System - 195 Benchmark Results

1 System - 195 Benchmark Results

1 System - 146 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.large - Intel 440FX 82441FX PMC

Ubuntu 22.04 - 5.19.0-1029-aws - 1.3.238

1 System - 253 Benchmark Results

AMD Ryzen 5 7600X 6-Core - ASUS TUF GAMING B650-PLUS WIFI - AMD Device 14d8

Ubuntu 22.04 - 5.19.0-50-generic - GNOME Shell 42.9

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 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

11 Systems - 217 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

12 Systems - 229 Benchmark Results

Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

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

2 Systems - 90 Benchmark Results

Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.4.0-14-generic - GNOME Shell 3.34.3

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

4 Systems - 513 Benchmark Results

Intel Core i7-9700TE - C OZE GM-1000 v0.0.01.001 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-25-generic - GNOME Shell 3.38.1

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

2 Systems - 297 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Pop 20.10 - 5.8.0-7625-generic - GNOME Shell 3.38.1

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AMD Ryzen 7 3800XT 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

2 Systems - 85 Benchmark Results

Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4

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AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Pop 20.04 - 5.4.0-7626-generic - GNOME Shell 3.36.1

2 Systems - 1708 Benchmark Results

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Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
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