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

17 Seconds

Average Run Time

1 Minute, 23 Seconds

Test Dependencies

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

Accolades

20k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsMlpack Benchmark Popularity Statisticspts/mlpack2020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032024.052024.072024.092024.112K4K6K8K10K
* 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 19 December 2024.
scikit_svm31.3%scikit_qda22.3%scikit_linearridgeregression24.8%scikit_ica21.6%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 1,030 public results since 10 January 2020 with the latest data as of 20 August 2024.

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
95th
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
83rd
3
14.3
Intel Core i7-7900X
80th
5
15.1
Intel Xeon W-2295
78th
3
15.3 +/- 0.2
Mid-Tier
75th
> 15.8
2 x AMD EPYC 7601 32-Core
75th
3
15.8 +/- 0.2
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
69th
19
16.6 +/- 0.3
Intel Core i3-7100
68th
8
16.9 +/- 0.4
AMD Ryzen 5 5600X 6-Core
66th
10
17.1 +/- 0.3
AMD Ryzen 9 5900HX
63rd
3
17.7 +/- 0.2
2 x Intel Xeon Platinum 8272CL
59th
4
18.6 +/- 0.7
AMD Ryzen 7 5800X 8-Core
58th
19
18.8 +/- 1.6
AMD Ryzen 7 3800XT 8-Core
57th
6
19.0 +/- 0.7
AMD Ryzen 9 3900XT 12-Core
57th
8
19.0 +/- 0.2
AMD EPYC 7373X 16-Core
55th
3
19.2 +/- 0.1
2 x AMD EPYC 7373X 16-Core
55th
3
19.2
2 x Intel Xeon Platinum 8259L
54th
5
19.4 +/- 0.6
AMD Ryzen 3 3300X 4-Core
54th
10
19.4 +/- 0.2
AMD Ryzen 5 3600XT 6-Core
51st
3
19.7 +/- 0.2
Median
50th
19.8
AMD EPYC 75F3 32-Core
50th
3
19.8 +/- 0.3
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
45th
5
20.7 +/- 2.1
2 x AMD EPYC 7313 16-Core
42nd
3
21.2 +/- 0.4
2 x Intel Xeon Silver 4216
41st
3
21.5 +/- 0.7
2 x AMD EPYC 7713 64-Core
40th
3
21.7 +/- 0.6
Intel Xeon Platinum 8253
38th
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
Low-Tier
25th
> 25.4
Intel Core i3-10100
25th
9
25.4 +/- 0.2
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
6th
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
Detailed Performance Overview
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: scikit_svm1030 Results Range From 1 To 190 Seconds115294357718599113127141155169183197160320480640800

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: 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: 0.48 / Max: 25

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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseMlpack Benchmark CPU Core ScalingBenchmark: scikit_svm2468121632640.43960.87921.31881.75842.198

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, ARMv8 Neoverse-V1 32-Core, Rockchip ARMv8 Cortex-A76 6-Core

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 322 Benchmark Results

AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0

1 System - 323 Benchmark Results

AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0

2 Systems - 541 Benchmark Results

ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712

Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11

2 Systems - 525 Benchmark Results

ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712

Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11

1 System - 342 Benchmark Results

Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH

Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0

1 System - 495 Benchmark Results

2 Systems - 195 Benchmark Results

2 Systems - 195 Benchmark Results

2 Systems - 195 Benchmark Results

2 Systems - 195 Benchmark Results

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 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

1 System - 115 Benchmark Results

AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir

Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5

11 Systems - 217 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

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

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

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

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

12 Systems - 229 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

4 Systems - 513 Benchmark Results

Intel Core i7-5775C - CompuLab v1.0 - Intel Broadwell-U DMI

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-48-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

2 Systems - 705 Benchmark Results

2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4

5 Systems - 142 Benchmark Results

Intel Core i7-9750H - Notebook P95_96_97Ex Rx - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
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