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

19 Seconds

Average Run Time

1 Minute, 39 Seconds

Accolades

5k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsMlpack Benchmark Popularity Statisticspts/mlpack2020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.017001400210028003500
* 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.
Data current as of Thu, 21 Jan 2021 13:21:44 GMT.
scikit_svm31.3%scikit_qda23.5%scikit_linearridgeregression23.1%scikit_ica22.1%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

Python

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,106 public results since 10 January 2020 with the latest data as of 21 January 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)
96th
4
11.6 +/- 0.1
87th
8
13.9 +/- 3.1
86th
23
14.5 +/- 4.0
84th
21
14.8 +/- 4.0
84th
5
15.0 +/- 3.6
82nd
12
15.3 +/- 3.6
82nd
3
15.3 +/- 0.2
81st
8
15.5 +/- 4.2
78th
3
15.8 +/- 0.2
77th
3
16.0 +/- 0.1
76th
7
16.1 +/- 4.5
76th
4
16.1 +/- 0.5
Mid-Tier
75th
> 16.2
73rd
19
16.3 +/- 0.1
71st
17
16.6 +/- 0.3
71st
6
16.7 +/- 0.4
70th
9
16.8 +/- 4.3
70th
8
16.9 +/- 0.4
69th
8
17.0 +/- 0.2
66th
3
17.5 +/- 0.5
66th
8
17.6 +/- 4.6
63rd
3
18.1 +/- 0.5
59th
5
18.9 +/- 5.3
59th
7
18.9 +/- 0.7
57th
4
19.2 +/- 4.0
56th
17
19.3 +/- 5.7
56th
6
19.4 +/- 4.6
56th
11
19.4 +/- 0.2
56th
7
19.4 +/- 5.4
55th
7
19.4 +/- 4.5
55th
6
19.5 +/- 4.6
54th
3
19.7 +/- 0.2
52nd
8
20.3 +/- 3.1
52nd
5
20.3 +/- 5.0
52nd
6
20.4 +/- 5.5
52nd
7
20.4 +/- 4.2
52nd
4
20.5 +/- 5.3
51st
19
20.7 +/- 0.3
51st
6
20.8 +/- 5.7
Median
50th
20.8
50th
12
20.8 +/- 5.4
49th
4
20.9 +/- 4.7
49th
7
21.1 +/- 5.9
49th
8
21.1 +/- 4.7
49th
6
21.1 +/- 5.4
48th
17
21.3 +/- 4.7
47th
6
21.4 +/- 5.5
47th
9
21.4 +/- 5.1
47th
20
21.5 +/- 5.9
47th
13
21.5 +/- 4.8
47th
7
21.6 +/- 5.8
46th
15
21.8 +/- 5.4
46th
12
21.9 +/- 5.4
45th
4
22.1 +/- 0.2
45th
8
22.2 +/- 5.6
44th
7
22.3 +/- 0.5
44th
5
22.4 +/- 5.8
44th
11
22.4 +/- 4.6
43rd
9
22.5 +/- 4.8
43rd
12
22.5 +/- 0.1
43rd
5
22.6 +/- 5.3
43rd
5
22.6 +/- 4.4
42nd
4
22.7 +/- 0.1
41st
6
22.8 +/- 5.2
40th
5
23.0 +/- 5.6
40th
8
23.2 +/- 6.2
40th
9
23.3 +/- 5.3
39th
6
23.4 +/- 6.9
39th
16
23.4 +/- 3.8
39th
5
23.5 +/- 4.4
39th
5
23.5 +/- 5.2
39th
12
23.5 +/- 6.3
39th
11
23.5 +/- 5.4
39th
4
23.6 +/- 0.1
38th
4
23.6 +/- 5.1
37th
5
24.3 +/- 4.6
37th
5
24.3 +/- 5.0
37th
5
24.5 +/- 5.4
37th
3
24.5 +/- 5.5
36th
12
24.6 +/- 5.6
36th
16
24.6 +/- 6.9
36th
7
24.7 +/- 4.1
35th
5
24.7 +/- 4.4
34th
5
24.9 +/- 6.2
34th
7
25.0 +/- 4.2
34th
3
25.1 +/- 6.1
34th
12
25.1 +/- 5.2
34th
19
25.2 +/- 4.9
32nd
8
25.4 +/- 0.2
32nd
7
25.4 +/- 4.2
31st
9
25.5 +/- 3.7
31st
6
25.6 +/- 5.5
31st
5
25.6 +/- 5.4
30th
7
25.8 +/- 4.6
Low-Tier
25th
> 26.6
23rd
5
26.9 +/- 0.1
16th
6
27.8 +/- 0.3
15th
3
28.0 +/- 0.2
11th
5
28.8 +/- 5.6
11th
4
28.8 +/- 0.2
7th
4
29.5 +/- 0.1
7th
10
30.2 +/- 3.7
7th
5
30.3 +/- 5.4
4th
4
33.3 +/- 0.2
2nd
5
42.9 +/- 7.9
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: scikit_svm1106 Results Range From 1 To 103 Seconds110192837465564738291100109110220330440550

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: 1.4 / Max: 5

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_svmDeviation3691215Min: 0 / Avg: 0.55 / Max: 11

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 94 Benchmark Results

Intel Core i7-1165G7 - Dell 08607K - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1042-oem - GNOME Shell 3.36.4

1 System - 23 Benchmark Results

AMD Ryzen 5 4600H - HUAWEI HLYL-WXX9-PCB - AMD Renoir Root Complex

Ubuntu 20.10 - 5.8.0-25-generic - Budgie

4 Systems - 210 Benchmark Results

POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB

Ubuntu 20.10 - 5.9.10-050910-generic - X Server

3 Systems - 313 Benchmark Results

Intel Core i7-5960X - ASRock X99 Extreme3 - Intel Xeon E7 v3

Ubuntu 20.04 - 5.4.0-58-generic - GNOME Shell 3.36.4

2 Systems - 85 Benchmark Results

Intel Core i7-10510U - LENOVO 20U9CTO1WW - Intel Comet Lake PCH-LP

Fedora 33 - 5.9.16-200.fc33.x86_64 - KDE Plasma 5.20.4

1 System - 83 Benchmark Results

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

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

3 Systems - 122 Benchmark Results

Intel Core i7-5775C - MSI Z97-G45 GAMING - Intel Broadwell-U DMI

Ubuntu 18.10 - 5.0.0-999-generic - GNOME Shell 3.30.2

3 Systems - 142 Benchmark Results

Intel Core i7-7740K - Gigabyte X299 AORUS Gaming-CF - Intel Xeon E3-1200 v6

Ubuntu 18.10 - 4.18.0-25-generic - GNOME Shell 3.30.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

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

11 Systems - 217 Benchmark Results

AMD Ryzen 5 2600X Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h

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

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

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

3 Systems - 131 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4

3 Systems - 31 Benchmark Results

AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship

Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4

2 Systems - 475 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 19.10 - 5.3.0-40-generic - GNOME Shell 3.34.1

2 Systems - 269 Benchmark Results

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

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

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.4.0-28-generic - GNOME Shell 3.36.1

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