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

mnn.zone

Source Repository

github.com

Test Created

17 September 2020

Last Updated

18 June 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 32 Seconds

Average Run Time

8 Minutes, 24 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsMobile Neural Network Popularity Statisticspts/mnn2020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.088001600240032004000
* 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 current as of 2 August 2021.
MobileNetV2_22414.3%inception-v314.2%mobilenet-v1-1.014.3%SqueezeNetV1.014.3%mobilenetV314.3%squeezenetv1.114.3%resnet-v2-5014.3%Model Option PopularityOpenBenchmarking.org

Revision History

pts/mnn-1.3.0   [View Source]   Fri, 18 Jun 2021 06:27:34 GMT
Update against new upstream MNN 1.2.0 release.

pts/mnn-1.2.0   [View Source]   Fri, 12 Mar 2021 07:05:09 GMT
Update against upstream MNN 1.1.3.

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 1.2

Model: mobilenetV3

OpenBenchmarking.org metrics for this test profile configuration based on 165 public results since 18 June 2021 with the latest data as of 1 August 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
# Compatible Public Results
ms (Average)
99th
7
1.052 +/- 0.003
95th
3
1.071 +/- 0.003
93rd
5
1.230 +/- 0.065
90th
3
1.409 +/- 0.029
89th
3
1.542 +/- 0.021
87th
3
1.622 +/- 0.019
85th
3
1.732 +/- 0.007
84th
3
1.959 +/- 0.051
81st
4
2.055 +/- 0.065
80th
3
2.101 +/- 0.037
76th
4
2.131 +/- 0.023
Mid-Tier
75th
> 2.162
73rd
4
2.255 +/- 0.095
71st
3
2.297 +/- 0.028
67th
3
2.335 +/- 0.006
64th
8
2.376 +/- 0.069
63rd
6
2.388 +/- 0.032
55th
3
2.476 +/- 0.006
51st
4
2.526 +/- 0.016
Median
50th
2.549
48th
16
2.612 +/- 0.194
47th
3
2.627 +/- 0.004
45th
3
2.699 +/- 0.012
39th
3
2.825 +/- 0.008
37th
3
2.853 +/- 0.011
36th
3
2.859 +/- 0.003
Low-Tier
25th
> 3.004
24th
11
3.038 +/- 0.160
24th
3
3.059 +/- 0.026
24th
5
3.072 +/- 0.154
21st
3
3.122 +/- 0.013
15th
3
3.554 +/- 0.012
13th
3
3.844 +/- 0.051
11th
3
4.133 +/- 0.010
8th
3
4.300 +/- 0.051
5th
4
4.427 +/- 0.188
2nd
3
5.672 +/- 0.202
OpenBenchmarking.orgDistribution Of Public Results - Model: mobilenetV3138 Results Range From 1 To 9 ms11.6672.3343.0013.6684.3355.0025.6696.3367.0037.678.3379.0041428425670

Based on OpenBenchmarking.org data, the selected test / test configuration (Mobile Neural Network 1.2 - Model: mobilenetV3) 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: mobilenetV3Run-Time816243240Min: 1 / Avg: 10.56 / Max: 39

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.4%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: mobilenetV3Deviation3691215Min: 0 / Avg: 1.36 / Max: 9

Notable Instruction Set Usage

Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.

Instruction Set
Support
Instructions Detected
SSE2 (SSE2)
Used by default on supported hardware.
 
CVTSS2SD MOVAPD MOVDQU PUNPCKLQDQ MOVDQA CVTSI2SD ADDSD MULSD CVTSD2SS MOVD ANDPD COMISD CVTTSD2SI CMPNLESD SUBSD CVTDQ2PS PSHUFD PMULUDQ PSRLDQ CVTDQ2PD CMPLTPD ADDPD CVTPS2PD UNPCKLPD MOVUPD MAXPD UNPCKHPD MAXSD DIVSD CVTTPS2DQ ORPD XORPD PSHUFLW DIVPD CVTPD2PS SQRTSD PADDQ CVTPS2DQ
SSE3 (SSE3)
Used by default on supported hardware.
 
MOVSLDUP MOVSHDUP HADDPS
SSSE3 (SSSE3)
Used by default on supported hardware.
 
PSHUFB PHADDD
Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

 
VBROADCASTF128 VINSERTF128 VEXTRACTF128 VZEROALL VBROADCASTSS VZEROUPPER VPERM2F128 VPERMILPS VMASKMOVPS VBROADCASTSD
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

 
VEXTRACTI128 VPBROADCASTB VINSERTI128 VPERM2I128 VPBROADCASTQ VPGATHERQD VPERMQ VPERMD VPBROADCASTD VPMASKMOVD VPBROADCASTW
FMA (FMA)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFNMADD132PS VFMADD132PS VFMADD231PS VFMADD231SS VFMADD213PS VFMADD132SS VFNMADD231SS VFMADD231SD VFMSUB132SS VFNMADD132SS VFMSUB231SS VFMSUB132SD VFMSUB231SD VFMADD213SS VFMADD132SD VFNMADD213PS VFNMADD213SS VFNMADD132SD VFNMADD231PS VFMSUB132PS VFMSUB231PS
The test / benchmark does honor compiler flag changes.
Last automated analysis: 10 May 2021

This test profile binary relies on the shared libraries libMNN.so, libpthread.so.0, libc.so.6, libm.so.6, libmvec.so.1.

Recent Test Results

OpenBenchmarking.org Results Compare

3 Systems - 89 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 - 72 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS TUF GAMING B550M-PLUS - AMD Starship

Ubuntu 20.10 - 5.8.0-50-generic - GNOME Shell 3.38.1

3 Systems - 91 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 - 65 Benchmark Results

Intel Core i3-8100 - ASRock Z370M-ITX/ac - Intel 8th Gen Core 4-core Desktop

Ubuntu 20.04 - 5.9.0-050900rc1daily20200819-generic - GNOME Shell 3.36.4

5 Systems - 67 Benchmark Results

AMD Ryzen Threadripper 2970WX 24-Core - Gigabyte X399 AORUS Gaming 7 - AMD 17h

Ubuntu 20.04 - 5.9.0-050900rc6daily20200926-generic - GNOME Shell 3.36.4

3 Systems - 149 Benchmark Results

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

Ubuntu 20.10 - 5.11.0-051100rc2daily20210106-generic - GNOME Shell 3.38.1

1 System - 7 Benchmark Results

AMD Ryzen 3 3200G - GALAX A320M DRAGON GENERAL Ver1.0 - AMD Raven

Ubuntu 21.10 - 5.11.0-20-generic - GNOME Shell 40.2

3 Systems - 66 Benchmark Results

Intel Core i5-8400 - MSI Z370M MORTAR - Intel 8th Gen Core

Ubuntu 20.04 - 5.9.0-050900rc7daily20200929-generic - GNOME Shell 3.36.4

4 Systems - 93 Benchmark Results

AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship

Ubuntu 20.04 - 5.12.0-051200rc2daily20210307-generic - GNOME Shell 3.36.4

3 Systems - 68 Benchmark Results

AMD Ryzen 7 3700X 8-Core - Gigabyte A320M-S2H-CF - AMD Starship

Ubuntu 20.04 - 5.8.1-050801-generic - GNOME Shell 3.36.4

3 Systems - 69 Benchmark Results

Intel Core i3-7100 - Gigabyte B250M-DS3H-CF - Intel Xeon E3-1200 v6

Ubuntu 20.10 - 5.8.0-55-generic - GNOME Shell 3.38.1

1 System - 288 Benchmark Results

AMD EPYC 7543 32-Core - TYAN S8036GM2NE-LE - AMD Starship

Ubuntu 21.04 - 5.11.0-25-generic - GNOME Shell 3.38.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 34 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

3 Systems - 41 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

2 Systems - 75 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex

Arch Linux - 5.13.4-arch1-1 - GNOME Shell 40.3

3 Systems - 89 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900daily20201012-generic - GNOME Shell 3.36.4

3 Systems - 41 Benchmark Results

AMD Ryzen 5 3400G - ASUS PRIME B450M-A - AMD Raven

Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.1

11 Systems - 56 Benchmark Results

AMD EPYC 7543 32-Core - TYAN S8036GM2NE-LE - AMD Starship

Debian 10 - 4.19.0-17-amd64 - GNOME Shell 3.30.2

5 Systems - 26 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

Fedora 34 - 5.12.9-300.fc34.x86_64 - GNOME Shell 40.1

4 Systems - 78 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex

Arch Linux - 5.13.4-arch1-1 - GNOME Shell 40.3

3 Systems - 26 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 21.04 - 5.11.0-18-generic - GNOME Shell 3.38.4

3 Systems - 26 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

3 Systems - 26 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Ubuntu 20.04 - 5.8.0-53-generic - GNOME Shell 3.36.4

5 Systems - 189 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4

Find More Test Results