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

1 Minute

Average Run Time

8 Minutes, 24 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

60k+ Downloads

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 11 November 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 202 public results since 11 August 2024 with the latest data as of 6 November 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 7 9800X3D 8-Core

100th

5.0 ^{+/- 0.2}

AMD Ryzen 5 9600X 6-Core

97th

6.9

AMD EPYC 9755 128-Core

95th

8.9 ^{+/- 1.2}

AMD Ryzen 7 9700X 8-Core

92nd

9.4

AMD Ryzen 9 9950X 16-Core

91st

9.6 ^{+/- 1.0}

AMD Ryzen 9 7950X3D 16-Core

86th

10.5 ^{+/- 0.1}

Intel Core Ultra 5 245K

80th

10.8 ^{+/- 0.2}

AMD Ryzen 9 7950X 16-Core

80th

10.9 ^{+/- 0.8}

Intel Core i9-10980XE

78th

11.1

ARMv8 Neoverse-V2 72-Core

76th

11.3

Mid-Tier

75th

> 11.3

AMD Ryzen 7 8845HS

74th

11.3 ^{+/- 1.7}

AMD Ryzen 7 5800X3D 8-Core

71st

12.2

Intel Core Ultra 9 285K

66th

12.5 ^{+/- 0.2}

Intel Core i9-14900K

66th

12.6 ^{+/- 0.1}

ARMv8 Neoverse-N1 128-Core

59th

14.5 ^{+/- 0.2}

Intel Core i5-12600K

54th

15.9 ^{+/- 0.1}

Median

50th

16.5

2 x AMD EPYC 9124 16-Core

50th

16.7 ^{+/- 0.2}

AMD Ryzen AI 9 HX 370

49th

17.3 ^{+/- 1.7}

AMD Ryzen AI 9 365

47th

18.4 ^{+/- 0.7}

Intel Xeon Silver 4216

43rd

19.5 ^{+/- 0.6}

AMD Ryzen Threadripper 3970X 32-Core

41st

19.7 ^{+/- 0.1}

2 x AMD EPYC 7303 16-Core

41st

19.7 ^{+/- 0.1}

AMD Ryzen 7 3800XT 8-Core

34th

20.3 ^{+/- 0.4}

Intel Core i7-1185G7

34th

20.5 ^{+/- 0.3}

Intel Core i7-1165G7

31st

20.8 ^{+/- 0.4}

AMD Ryzen 7 7840U

29th

21.7 ^{+/- 1.2}

AMD Ryzen 7 PRO 6850U

27th

23.5

Low-Tier

25th

> 26.3

Intel Core i7-1280P

24th

29.8 ^{+/- 0.8}

AMD Ryzen Threadripper 3990X 64-Core

19th

32.7 ^{+/- 0.6}

Intel Core Ultra 7 256V

19th

32.8 ^{+/- 2.9}

AmpereOne 192-Core

11th

35.1 ^{+/- 0.5}

AMD EPYC 7F32 8-Core

10th

35.8 ^{+/- 1.7}

AMD Ryzen 9 5900HX

6th

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 15 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

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 MOVDQA CVTSD2SS MOVDQU PUNPCKLQDQ MOVD CVTSI2SD CVTTSD2SI COMISD MULSD ANDPD MINSD MAXSD SUBSD CMPNLESD ADDSD MOVAPD CVTDQ2PS PSHUFD PMULUDQ PSRLDQ PADDQ CVTDQ2PD CMPLTPD ADDPD CVTPS2PD UNPCKLPD MOVUPD MAXPD UNPCKHPD DIVSD SHUFPD CVTTPS2DQ CVTPS2DQ CVTTPD2DQ ORPD XORPD PSHUFLW SQRTSD ANDNPD CVTPD2PS MOVHPD MULPD SUBPD

SSE3 (SSE3)

Used by default on supported hardware.

MOVDDUP MOVSLDUP

SSSE3 (SSSE3)

Used by default on supported hardware.

PHADDD PSHUFB

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 VMASKMOVPS VPERMILPS 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 VPBROADCASTW VPBROADCASTB VGATHERQPS VPMASKMOVD VPSLLVD VPERMD VPSRAVD VPERMPD

Advanced Vector Extensions 512 (AVX512)

Used by default on supported hardware.

(ZMM REGISTER USE)

AVX Vector Neural Network Instructions (AVX-VNNI)

Used by default on supported hardware.

VPDPBUSDS

FMA (FMA)

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

VFMADD231PS VFMADD231SS VFMADD132PS VFNMADD132PS VFNMADD231PS VFNMADD213PS VFMADD213PS VFMSUB132PS VFMSUB231PS VFMADD132SD VFMADD132SS VFNMADD213SS VFNMADD132SS VFNMADD231SS VFMSUB132SS VFMSUB231SS VFMSUB132SD VFMADD213SS VFMADD231SD VFMSUB231SD VFNMADD132SD VFNMADD231PD VFNMADD132PD VFMADD132PD VFMADD213PD VFNMADD231SD VFMADD231PD

The test / benchmark does honor compiler flag changes.

Last automated analysis: 23 August 2024

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

Loongson LoongArch 64-bit

loongarch64

(Many Processors)

ARMv8 64-bit

aarch64

ARMv8 Cortex-A76 4-Core, ARMv8 Neoverse-N1 128-Core, ARMv8 Neoverse-V2, ARMv8 Neoverse-V2 72-Core, AmpereOne 192-Core, HiSilicon TSV110

eee Featured Graphics Comparison	AMD Phoenix1 - AMD Radeon 780M 512MB
Fedora 41 Benchmarks 1 System - 12 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASRock X570 Phantom Gaming 4 - AMD Starship Fedora 41 - 6.11.5-300.fc41.x86_64 - Cinnamon 6.2.9
deee 2 Systems - 78 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO ThinkPad X13 Gen 3 21CM0001US - AMD 17h-19h PCIe Root Complex Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
kubuntu-2404-nvme 2 Systems - 541 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
kubuntu-2404-nvme 2 Systems - 525 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11
102424machinelearningtest 1 System - 342 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
dsdfds 2 Systems - 40 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
kubuntu-2404-nvme 1 System - 495 Benchmark Results
gh200 2 Systems - 147 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA
gh200 1 System - 147 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results

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
odpdfd 2 Systems - 41 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
8845HS Featured Graphics Comparison	AMD Ryzen 7 8845HS - NB04 TUXEDO Sirius 16 Gen2 AHP958 - AMD Device 14e8 Tuxedo 22.04 - 6.8.0-101041-tuxedo - KDE Plasma 6.1.4
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
odpdfd 2 Systems - 41 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
auggie 3 Systems - 106 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
newa 3 Systems - 86 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP 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
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
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
lunar lake core ultra linux 2 Systems - 54 Benchmark Results	Intel Core Ultra 7 256V - ASUS Zenbook S 14 UX5406SA_UX5406SA UX5406SA v1.0 - Intel Device a87f Ubuntu 24.10 - 6.11.0-phx - GNOME Shell 47.0
max 4 Systems - 40 Benchmark Results	ARMv8 Neoverse-N1 - GIGABYTE G242-P36-00 MP32-AR2-00 v01000100 - Ampere Computing LLC Altra PCI Root Complex A Ubuntu 24.04 - 6.8.0-11-generic - GCC 13.2.0
new tests Featured Processor Comparison	AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-41-generic - GNOME Shell 46.0
aug11 2 Systems - 67 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server

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