Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba.

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

Project Site

github.com

Test Created

17 September 2020

Last Updated

12 January 2021

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

1 Minute, 25 Seconds

Average Run Time

8 Minutes, 24 Seconds

Accolades

Recently Updated Test Profile

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsMobile Neural Network Popularity Statisticspts/mnn2020.092020.102020.112020.122021.015001000150020002500
* 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 Fri, 22 Jan 2021 01:18:13 GMT.

Revision History

pts/mnn-1.1.1   [View Source]   Tue, 12 Jan 2021 16:25:37 GMT
Test builds fine on macOS.

pts/mnn-1.1.0   [View Source]   Wed, 06 Jan 2021 12:46:43 GMT
Update against MNN 1.1.1 upstream.

pts/mnn-1.0.1   [View Source]   Thu, 17 Sep 2020 20:25:29 GMT
Add min/max reporting to result parser.

pts/mnn-1.0.0   [View Source]   Thu, 17 Sep 2020 18:57:32 GMT
Initial commit of Alibaba MNN deep learning framework benchmark.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Mobile Neural Network 1.1.1

Model: inception-v3

OpenBenchmarking.org metrics for this test profile configuration based on 328 public results since 6 January 2021 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
ms (Average)
83rd
8
31 +/- 2
Mid-Tier
75th
> 32
56th
5
40 +/- 3
Median
50th
41
Low-Tier
25th
> 56
14th
3
67 +/- 1
11th
7
70 +/- 3
8th
3
73 +/- 1
4th
3
127 +/- 2
2nd
7
168 +/- 8
OpenBenchmarking.orgDistribution Of Public Results - Model: inception-v3328 Results Range From 22 To 2123 ms2268114160206252298344390436482528574620666712758804850896942988103410801126117212181264131013561402144814941540158616321678172417701816186219081954200020462092213860120180240300

Based on OpenBenchmarking.org data, the selected test / test configuration (Mobile Neural Network 1.1.1 - Model: inception-v3) has an average run-time of 11 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 BenchmarkModel: inception-v3Run-Time1122334455Min: 1 / Avg: 10.42 / Max: 57

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: inception-v3Deviation246810Min: 0 / Avg: 1.21 / Max: 5

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

3 Systems - 44 Benchmark Results

Intel Core i3-10100 - Gigabyte B460M DS3H - Intel Device 9b63

Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.3

3 Systems - 74 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 19.10 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.34.1

3 Systems - 34 Benchmark Results

Intel Xeon E3-1235L v5 - ASRockRack C236M WS - Intel Xeon E3-1200 v5

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

3 Systems - 38 Benchmark Results

AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD 17h

Ubuntu 20.10 - 5.11.0-rc1-phx - GNOME Shell 3.38.1

2 Systems - 129 Benchmark Results

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

Ubuntu 20.10 - 5.11.0-051100rc2daily20210108-generic - GNOME Shell 3.38.1

3 Systems - 32 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

3 Systems - 20 Benchmark Results

Intel Xeon E3-1275 v6 - ASUS P10S-M WS - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201007-generic - X Server 1.20.8

3 Systems - 37 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 - 31 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - X Server 1.20.8

3 Systems - 191 Benchmark Results

AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven

Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1

4 Systems - 30 Benchmark Results

AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship

Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 32 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

3 Systems - 31 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - X Server 1.20.8

3 Systems - 20 Benchmark Results

Intel Xeon E3-1275 v6 - ASUS P10S-M WS - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201007-generic - X Server 1.20.8

3 Systems - 37 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

4 Systems - 10 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.10.0-phx - GNOME Shell 3.38.1

4 Systems - 30 Benchmark Results

AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship

Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4

3 Systems - 34 Benchmark Results

Intel Xeon E3-1235L v5 - ASRockRack C236M WS - Intel Xeon E3-1200 v5

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

3 Systems - 38 Benchmark Results

AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD 17h

Ubuntu 20.10 - 5.11.0-rc1-phx - GNOME Shell 3.38.1

3 Systems - 10 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

Ubuntu 20.10 - 5.8.0-33-generic - GNOME Shell 3.38.1

3 Systems - 74 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 19.10 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.34.1

4 Systems - 18 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.36.4

3 Systems - 191 Benchmark Results

AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven

Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1

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