Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. This MNN test profile is building the OpenMP / CPU threaded version for processor benchmarking and not any GPU-accelerated test. MNN does allow making use of AVX-512 extensions.

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

11 August 2024

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

58 Seconds

Average Run Time

8 Minutes, 24 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

60k+ Downloads + Recently Updated Test Profile

Supported Platforms

* 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 25 August 2024.

Revision History

pts/mnn-2.9.0 [View Source] Sun, 11 Aug 2024 09:28:57 GMT
Update against MNN upstream Git to fix build problems on modern compilers.

pts/mnn-2.1.0 [View Source] Wed, 31 Aug 2022 10:53:57 GMT
Update against MNN 2.1 upstream.

pts/mnn-2.0.0 [View Source] Sat, 13 Aug 2022 09:41:19 GMT
Update against MNN 2.0 upstream.

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 2.9.b11b7037d

Model: resnet-v2-50

OpenBenchmarking.org metrics for this test profile configuration based on 88 public results since 11 August 2024 with the latest data as of 25 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

ms (Average)

AMD Ryzen 9 9950X 16-Core

96th

9.6 ^{+/- 1.0}

AMD Ryzen Threadripper 7980X 64-Cores

90th

10.5 ^{+/- 0.1}

Intel Core i9-10980XE

85th

11.1

AMD Ryzen 9 7950X 16-Core

81st

11.2 ^{+/- 0.7}

AMD Ryzen 7 5800X3D 8-Core

78th

12.2

Mid-Tier

75th

> 12.2

Intel Core i9-14900K

72nd

12.6 ^{+/- 0.2}

AMD Ryzen AI 9 HX 370

65th

16.0 ^{+/- 0.2}

2 x AMD EPYC 9124 16-Core

57th

16.7 ^{+/- 0.2}

AMD Ryzen AI 9 365

52nd

18.1 ^{+/- 0.9}

Median

50th

19.0

Intel Xeon Silver 4216

48th

19.5 ^{+/- 0.6}

AMD Ryzen Threadripper 3970X 32-Core

46th

19.7 ^{+/- 0.1}

Intel Core i7-1185G7

38th

20.2 ^{+/- 0.1}

AMD Ryzen 7 3800XT 8-Core

35th

20.3 ^{+/- 0.4}

Intel Core i7-1165G7

32nd

20.8 ^{+/- 0.4}

Low-Tier

25th

> 31.8

AMD Ryzen Threadripper 3990X 64-Core

23rd

32.7 ^{+/- 0.6}

AMD EPYC 7F32 8-Core

15th

35.8 ^{+/- 1.7}

AMD Ryzen 9 5900HX

11th

38.0 ^{+/- 1.1}

AMD EPYC 7551 32-Core

3rd

59.3 ^{+/- 4.1}

Based on OpenBenchmarking.org data, the selected test / test configuration (Mobile Neural Network 2.9.b11b7037d - Model: resnet-v2-50) has an average run-time of 7 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.

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 CVTSD2SS MOVDQU PUNPCKLQDQ MOVDQA CVTSI2SD ADDSD MULSD MOVD CVTDQ2PS ANDPD COMISD CVTTSD2SI CMPNLESD SUBSD PSHUFD PMULUDQ PSRLDQ CVTTPS2DQ PADDQ CVTDQ2PD CMPLTPD ADDPD CVTPS2PD UNPCKLPD MOVUPD MAXPD UNPCKHPD MAXSD DIVSD SHUFPD ORPD XORPD PSHUFLW DIVPD CVTPD2PS ANDNPD SQRTSD CVTPS2DQ

SSE3 (SSE3)

Used by default on supported hardware.

MOVSLDUP MOVSHDUP HADDPS

SSSE3 (SSSE3)

Used by default on supported hardware.

PSHUFB PALIGNR PHADDD

Advanced Vector Extensions (AVX)

Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

VBROADCASTSS VEXTRACTF128 VZEROUPPER VZEROALL VPERM2F128 VINSERTF128 VBROADCASTF128 VPERMILPS VMASKMOVPS VBROADCASTSD

Advanced Vector Extensions 2 (AVX2)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

VINSERTI128 VPBROADCASTD VPERMQ VPBROADCASTQ VEXTRACTI128 VPERM2I128 VPBROADCASTB VGATHERQPS VPGATHERQD VPERMD VPMASKMOVD VPBROADCASTW VPGATHERQQ

FMA (FMA)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

VFMADD231PS VFMADD231SS VFMADD132SS VFMADD132PS VFNMADD231SS VFMADD231SD VFMADD132SD VFMSUB132SS VFNMADD132SS VFMSUB231SS VFMSUB132SD VFMADD213SS VFMSUB231SD VFNMADD213PS VFNMADD132PS VFNMADD213SS VFMADD213PS VFNMADD132SD VFMSUB132PS VFMADD213SD VFNMADD231PS VFMSUB213PS

Advanced Vector Extensions 512 (AVX512)

Requires passing a supported compiler/build flag (verified with targets: tigerlake, cascadelake, sapphirerapids).

(ZMM REGISTER USE)

The test / benchmark does honor compiler flag changes.

Last automated analysis: 17 January 2022

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

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)

AMD Ryzen 5800X, 5800X3D, 5950X Linux Benchmarks 5 Systems - 531 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 22.04 - 5.17.4-051704-generic - GNOME Shell 42.0
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
new mtl framework 3 Systems - 34 Benchmark Results	Intel Core Ultra 7 155H - Framework Laptop 13 - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
new 79 4 Systems - 48 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
mon12 4 Systems - 27 Benchmark Results	Intel Core i7-1165G7 - Dell XPS 13 9310 0GG9PT - Intel Tiger Lake-LP Ubuntu 23.10 - 6.5.0-28-generic - GNOME Shell 45.0
ssss 4 Systems - 26 Benchmark Results	AMD Ryzen 7 7840HS - Framework Laptop 16 - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
aug11 2 Systems - 91 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
aug11 2 Systems - 91 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
aug11 2 Systems - 67 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server
aug11 2 Systems - 67 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server
aug11 2 Systems - 81 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
aug11 2 Systems - 81 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
aug11 5 Systems - 26 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
aug11 3 Systems - 26 Benchmark Results	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0

aug11 5 Systems - 26 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
new stuff 4 Systems - 26 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.10.0-061000rc6daily20240706-generic - GNOME Shell 46.0
aug11 3 Systems - 26 Benchmark Results	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
aug11 3 Systems - 26 Benchmark Results	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
auf11 4 Systems - 26 Benchmark Results	AMD Ryzen AI 9 HX 370 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
new mtl framework 3 Systems - 34 Benchmark Results	Intel Core Ultra 7 155H - Framework Laptop 13 - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
new 79 4 Systems - 48 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
aug11 4 Systems - 27 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0
aug11 2 Systems - 81 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
aug11 2 Systems - 81 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
y-cruncher mnn 3 Systems - 10 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Pop 24.04 - 6.9.3-76060903-generic - COSMIC 0.1.0
lczero ryzen ai 4 Systems - 12 Benchmark Results	AMD Ryzen AI 9 365 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
aug11 2 Systems - 91 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9

Mobile Neural Network

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

Mobile Neural Network 2.9.b11b7037d

Model: resnet-v2-50

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results