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

24 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/mlpack2020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032024.0516003200480064008000
* 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 7 June 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 1,023 public results since 10 January 2020 with the latest data as of 13 March 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)
99th
3
10.9 +/- 0.6
95th
4
11.6 +/- 0.1
87th
3
13.4 +/- 0.1
79th
3
15.3 +/- 0.2
76th
3
15.8 +/- 0.2
Mid-Tier
75th
> 15.8
75th
3
16.0 +/- 0.1
71st
23
16.4 +/- 0.2
70th
19
16.6 +/- 0.3
68th
8
16.9 +/- 0.4
67th
10
17.1 +/- 0.3
63rd
3
17.7 +/- 0.2
59th
19
18.8 +/- 1.6
57th
6
19.0 +/- 0.7
56th
3
19.2 +/- 0.1
54th
10
19.4 +/- 0.2
51st
3
19.7 +/- 0.2
51st
3
19.8 +/- 0.3
Median
50th
19.8
50th
6
19.8 +/- 0.2
46th
18
20.7 +/- 0.3
46th
5
20.7 +/- 2.1
43rd
3
21.2 +/- 0.4
40th
3
21.7 +/- 0.6
39th
4
22.3 +/- 0.5
37th
11
22.5 +/- 0.1
36th
4
22.7 +/- 0.1
28th
15
24.8 +/- 0.4
26th
9
25.4 +/- 0.2
Low-Tier
25th
> 25.4
19th
5
26.9 +/- 0.1
14th
6
27.8 +/- 0.3
13th
3
28.0 +/- 0.2
10th
4
28.8 +/- 0.2
8th
4
29.5 +/- 0.1
6th
5
31.6 +/- 0.5
6th
3
32.0 +/- 0.3
4th
4
33.3 +/- 0.2
OpenBenchmarking.orgDistribution Of Public Results - Benchmark: scikit_svm1023 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 32-Core, Rockchip ARMv8 Cortex-A76 6-Core

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 126 Benchmark Results

AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8

Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0

1 System - 126 Benchmark Results

Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce

Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0

1 System - 126 Benchmark Results

Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce

Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0

1 System - 126 Benchmark Results

AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8

Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0

1 System - 341 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8

Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5

1 System - 304 Benchmark Results

AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h

Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9

20 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

19 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

18 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

17 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

1 System - 295 Benchmark Results

AMD Ryzen 9 7950X3D 16-Core - ASUS PRIME X670E-PRO WIFI - AMD Device 14d8

Ubuntu 22.04 - 6.2.0-39-generic - GNOME Shell 42.9

1 System - 301 Benchmark Results

AMD A8-9600 RADEON R7 10 COMPUTE CORES 4C+6G - ASRock A320M-HDV R4.0 - AMD 15h

Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9

1 System - 4 Benchmark Results

2 x AMD EPYC 9474F 48-Core - Supermicro H13DSG-O-CPU v1.10 - AMD Device 14a4

Ubuntu 22.04 - 5.15.0-60-generic - 1.3.238

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