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

Test Created

17 September 2020

Last Updated

12 March 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 27 Seconds

Average Run Time

8 Minutes, 24 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

5k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsMobile Neural Network Popularity Statisticspts/mnn2020.092020.102020.112020.122021.012021.022021.032021.042021.055001000150020002500
* 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 Sat, 08 May 2021 18:08:26 GMT.
inception-v320.0%resnet-v2-5020.2%mobilenet-v1-1.019.8%SqueezeNetV1.020.2%MobileNetV2_22419.8%Model Option PopularityOpenBenchmarking.org

Revision History

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 1.1.3

Model: resnet-v2-50

OpenBenchmarking.org metrics for this test profile configuration based on 243 public results since 12 March 2021 with the latest data as of 7 May 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)
Mid-Tier
75th
> 25
Median
50th
29
38th
3
34 +/- 1
Low-Tier
25th
> 45
14th
3
54 +/- 1
10th
3
64 +/- 1
5th
3
106 +/- 2
3rd
3
116 +/- 1
2nd
3
180 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Model: resnet-v2-50243 Results Range From 18 To 291 ms1835526986103120137154171188205222239256273290307306090120150

Based on OpenBenchmarking.org data, the selected test / test configuration (Mobile Neural Network 1.1.3 - Model: resnet-v2-50) has an average run-time of 8 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: resnet-v2-50Run-Time816243240Min: 1 / Avg: 7.92 / Max: 37

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.6%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: resnet-v2-50Deviation246810Min: 0 / Avg: 0.58 / Max: 4

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 BaseMobile Neural Network CPU Core ScalingModel: resnet-v2-50468121632640.44790.89581.34371.79162.2395

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 127 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 - 120 Benchmark Results

Ampere Altra ARMv8 Neoverse-N1 - WIWYNN Mt.Jade - Ampere Computing LLC Device e100

Ubuntu 20.04 - 5.11.0-051100-generic-64k - GNOME Shell 3.36.4

8 Systems - 188 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Ubuntu 20.04 - 5.11.0-051100-generic - GNOME Shell 3.36.4

1 System - 732 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Ubuntu 20.04 - 5.11.6-051106-generic - GNOME Shell 3.36.4

10 Systems - 454 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 95 Benchmark Results

2 x AMD EPYC 7V13 64-Core - Microsoft Virtual Machine - 442GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

2 Systems - 86 Benchmark Results

2 x AMD EPYC 7V13 64-Core - Microsoft Virtual Machine - 442GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

12 Systems - 453 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 189 Benchmark Results

AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.01 - AMD Starship

Ubuntu 20.04 - 5.12.0-051200rc6daily20210408-generic - GNOME Shell 3.36.4

9 Systems - 442 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 157 Benchmark Results

Intel Core i7-8086K - ASUS PRIME Z370-A - Intel 8th Gen Core

Ubuntu 20.04 - 5.9.0-050900rc8daily20201009-generic - GNOME Shell 3.36.4

3 Systems - 162 Benchmark Results

Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc8daily20201005-generic - GNOME Shell 3.36.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 104 Benchmark Results

Intel Core i7-2700K - BIOSTAR B75MU3B v5.0 - Intel 2nd Generation Core DRAM

Ubuntu 20.04 - 5.9.1-050901-generic - GNOME Shell 3.34.1

8 Systems - 439 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

2 Systems - 95 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Clear Linux OS 34420 - 5.10.19-1032.native - GNOME Shell 3.38.4

3 Systems - 52 Benchmark Results

Intel Xeon E3-1280 v5 - MSI Z170A SLI PLUS - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.9.0-050900rc2daily20200826-generic - GNOME Shell 3.36.4

4 Systems - 150 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

2 Systems - 96 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 189 Benchmark Results

AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.01 - AMD Starship

Ubuntu 20.04 - 5.12.0-051200rc6daily20210408-generic - GNOME Shell 3.36.4

4 Systems - 72 Benchmark Results

Intel Core i7-3770K - ECS Z77H2-A2X v1.0 - Intel Xeon E3-1200 v2

Ubuntu 20.04 - 5.8.0-43-generic - GNOME Shell 3.36.4

3 Systems - 69 Benchmark Results

AMD Ryzen Threadripper 2990WX 32-Core - ASUS ROG ZENITH EXTREME - AMD 17h

Ubuntu 20.10 - 5.8.0-44-generic - GNOME Shell 3.38.1

3 Systems - 57 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

3 Systems - 104 Benchmark Results

AMD Ryzen 7 2700 Eight-Core - Gigabyte AB350N-Gaming WIFI-CF - AMD 17h

Ubuntu 19.10 - 5.9.0-050900rc7daily20201004-generic - GNOME Shell 3.34.1

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