RealSR-NCNN

RealSR-NCNN is an NCNN neural network implementation of the RealSR project and accelerated using the Vulkan API. RealSR is the Real-World Super Resolution via Kernel Estimation and Noise Injection. NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. This test profile times how long it takes to increase the resolution of a sample image by a scale of 4x with Vulkan.

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

Project Site

github.com

Test Created

24 September 2020

Test Maintainer

Michael Larabel

Test Type

Graphics

Average Install Time

3 Seconds

Average Run Time

7 Minutes, 41 Seconds

Test Dependencies

Vulkan

Supported Platforms

Supported Architectures

x86_64

* 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 22 September 2021.

Revision History

pts/realsr-ncnn-1.0.0 [View Source] Thu, 24 Sep 2020 17:11:49 GMT
Initial commit of RealSR-NCNN Vulkan.

Suites Using This Test

NVIDIA GPU Compute

Vulkan Compute

Performance Metrics

Analyze Test Configuration:

RealSR-NCNN 20200818

Scale: 4x - TAA: No

OpenBenchmarking.org metrics for this test profile configuration based on 4,146 public results since 24 September 2020 with the latest data as of 13 September 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

Seconds (Average)

AMD Radeon RX 6800 XT

100th

NVIDIA GeForce RTX 3090

96th

352

NVIDIA GeForce RTX 3080 Ti

90th

AMD Radeon RX 6800

88th

NVIDIA GeForce RTX 3080

86th

AMD Radeon RX 6700

85th

NVIDIA GeForce RTX 3070 Ti

85th

NVIDIA GeForce RTX 2080 Ti

77th

NVIDIA GeForce RTX 3070

77th

Mid-Tier

75th

> 8

NVIDIA GeForce RTX 2080 SUPER

75th

110

NVIDIA GeForce RTX 3060 Ti

74th

AMD Radeon RX 5700 XT

73rd

166

AMD Radeon RX 5600 OEM

69th

9 ^{+/- 1}

Zotac NVIDIA GeForce RTX 2080

68th

NVIDIA GeForce RTX 2070 SUPER

67th

eVGA NVIDIA GeForce RTX 3060

67th

Sapphire AMD Radeon RX 5600 OEM

66th

11 ^{+/- 1}

ASUS NVIDIA GeForce RTX 2070

66th

NVIDIA GeForce RTX 2060 SUPER

66th

NVIDIA GeForce RTX 2060

63rd

108

NVIDIA Quadro RTX 4000

63rd

NVIDIA GeForce GTX 1080 Ti

60th

NVIDIA Quadro RTX 5000 with Max-Q Design

60th

14 ^{+/- 1}

NVIDIA GeForce GTX 1070

60th

NVIDIA GeForce GTX 980 Ti

59th

MSI AMD Radeon RX 470

59th

16 ^{+/- 1}

NVIDIA GeForce GTX 1080

59th

17 ^{+/- 1}

eVGA NVIDIA GeForce GTX 1660 Ti

59th

eVGA NVIDIA GeForce GTX 1660 SUPER

59th

ASUS NVIDIA GeForce GTX 1660

58th

NVIDIA GeForce GTX 1060

54th

21 ^{+/- 1}

AMD Radeon RX 580

52nd

415

21 ^{+/- 1}

Median

50th

Intel HD 4600

48th

ASUS NVIDIA GeForce GTX 1650 SUPER

45th

Intel HD P630

43rd

29 ^{+/- 2}

ASUS NVIDIA GeForce GTX 1650

43rd

XFX AMD Radeon R9 285

43rd

NVIDIA Quadro P2000

43rd

38 ^{+/- 1}

eVGA NVIDIA GeForce GTX 950

43rd

48 ^{+/- 1}

AMD Radeon RX 470

37th

59 ^{+/- 1}

Intel Xe TGL GT2

36th

66 ^{+/- 3}

Gigabyte AMD Radeon RX 470

36th

Low-Tier

25th

> 86

Intel UHD 750

19th

115

Sapphire AMD Radeon RX 550 640SP

17th

125

Intel Iris Plus G7

15th

142 ^{+/- 1}

NVIDIA GeForce GTX 660

5th

169

ASUS Intel UHD 630

2nd

193 ^{+/- 25}

Intel UHD P630

2nd

223

Intel 8th Gen Core Gaussian Mixture Model

2nd

251

MSI Intel UHD 630

2nd

255

Gigabyte Intel UHD 630

2nd

258

Gigabyte AMD Radeon 540

1st

311 ^{+/- 5}

Intel HD 530

1st

320 ^{+/- 1}

AMD Radeon RX 460

1st

371

Based on OpenBenchmarking.org data, the selected test / test configuration (RealSR-NCNN 20200818 - Scale: 4x - TAA: No) has an average run-time of 4 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 1.6%.

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.

MOVD CVTSI2SD MULSD CVTTSD2SI PSHUFD MOVDQA MOVDQU PSLLDQ PSRLDQ CVTSS2SD PUNPCKLQDQ CVTDQ2PS ADDSD DIVSD CVTSD2SS MOVAPD MULPD CVTPS2PD CVTPD2PS UNPCKLPD SUBSD UCOMISD PMULUDQ PSHUFLW PSHUFHW CVTDQ2PD DIVPD ADDPD MINSD MAXSD XORPD ANDPD CMPLTSD ANDNPD SQRTSD ORPD PUNPCKHQDQ PADDQ PSUBQ

SSSE3 (SSSE3)

Used by default on supported hardware.

PSHUFB PABSW PSIGNW PALIGNR

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).

VZEROUPPER VBROADCASTSS VINSERTF128 VEXTRACTF128 VPERM2F128 VMASKMOVPS

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 VPERMQ VEXTRACTI128 VPERM2I128 VGATHERDPS VPERMD VPBROADCASTD

FMA (FMA)

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

VFMADD132PS VFMADD213PS VFNMADD231PS VFMADD132SS VFMADD231SS VFMADD231PS VFMSUB132PS VFNMADD132PS

Last automated analysis: 10 May 2021

This test profile binary relies on the shared libraries libc.so.6, libvulkan.so.1, libgomp.so.1, libpthread.so.0, libm.so.6, libmvec.so.1, libdl.so.2.

Linux 5.15 Intel Tiger Lake Benchmarks Featured Kernel Comparison	5.13.0-051300-generic - 5.14.0-051400-generic - 5.15.0-rc1-phx
RTX 30 Compute September Featured Graphics Comparison	NVIDIA GeForce RTX 3070 8GB - NVIDIA GeForce RTX 3090 24GB
RTX 3090 Compute 3 Systems - 105 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.10 - 5.13.0-14-generic - GNOME Shell 40.2
sapphire-rx-5500-xt-nitro-8gb 2 Systems - 19 Benchmark Results	Intel Core i5-6500 - Dell 02K9CR - Intel Xeon E3-1200 v5 ManjaroLinux 21.1.0 - 5.13.8-1-MANJARO - GNOME Shell 40.3
vulkan-comput 1 System - 14 Benchmark Results	AMD Ryzen 5 5600X 6-Core - MSI MPG B550 GAMING PLUS - AMD Starship Arch rolling - 5.13.12-arch1-1 - X Server 1.20.13
Vulkan Compute 2 Systems - 30 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.11.0-25-generic - GNOME Shell 3.38.4
sapphire-rx-5500-xt-nitro-8gb 2 Systems - 17 Benchmark Results	Intel Core i5-6500 - Dell 02K9CR - Intel Xeon E3-1200 v5 ManjaroLinux 21.1.0 - 5.13.8-1-MANJARO - GNOME Shell 40.3
sapphire rx 5500 xt nitro 8gb 1 System - 16 Benchmark Results	Intel Core i5-6500 - Dell 02K9CR - Intel Xeon E3-1200 v5 ManjaroLinux 21.1.0 - 5.13.8-1-MANJARO - GNOME Shell 40.3
sapphire rx 5500 xt nitro 8gb 1 System - 16 Benchmark Results	Intel Core i5-6500 - Dell 02K9CR - Intel Xeon E3-1200 v5 ManjaroLinux 21.1.0 - 5.13.8-1-MANJARO - GNOME Shell 40.3
windows-10-rocket-lake 5 Systems - 109 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 11 Pro Build 22000 - 10.0 - 30.0.13001.2011
windows-10-rocket-lake 4 Systems - 109 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 10 Pro Build 19043 - 10.0 - 27.20.1034.6
windows-10-rocket-lake 3 Systems - 111 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 10 Pro Build 19043 - 10.0 - 27.20.1034.6
windows-10-rocket-lake 2 Systems - 145 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 11 Pro Build 22000 - 10.0 - 30.0.13001.2011
Vulkan Compute 1 System - 30 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.11.0-25-generic - GNOME Shell 3.38.4
windows-10-rocket-lake 2 Systems - 150 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 10 Pro Build 19042 - 10.0 - 27.20.1034.6

OnLogic Helix 500 Linux benchmarks 2 Systems - 151 Benchmark Results	Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Fedora 32 vs. Fedora 33 Beta Benchmarks 3 Systems - 174 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Fedora 32 - 5.8.11-200.fc32.x86_64 - GNOME Shell 3.36.6
Intel Tiger Lake Linux 5.11/5.12 Tests Featured Kernel Comparison	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.11.0-051100-generic - GNOME Shell 3.38.2
February 2021 Vulkan Compute 9 Systems - 5 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 2 Systems - 403 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 3 Systems - 406 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0
System76 Thelio Major 3990X Pop OS 2 Systems - 297 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.10 - 5.8.0-7625-generic - GNOME Shell 3.38.1
Core i5 10600K October 3 Systems - 131 Benchmark Results	Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.9.0-050900daily20201012-generic - GNOME Shell 3.36.4
Ryzen 3 2200G 2021 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
GM-1000, Karbon 700, CompuLab Airtop PCs 4 Systems - 513 Benchmark Results	Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1
Intel Tiger Lake Driver Comparison 4 Systems - 36 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.9.10-050910-generic - GNOME Shell 3.38.1
Ryzen 9 5900X LInux 5.11 Featured Kernel Comparison	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.0-051000daily20201222-generic - GNOME Shell 3.38.1
NVIDIA Linux GPU Benchmarks 2021 12 Systems - 59 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Dell Tiger Lake Stock Configuration 4 Systems - 99 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Device a0ef Ubuntu 20.04 - 5.9.0-050900daily20201016-generic - GNOME Shell 3.36.4
Tiger Lake Linux Mesa Comparison 2 Systems - 28 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.8.0-44-generic - GNOME Shell 3.38.2

RealSR-NCNN

Project Site

Test Created

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Supported Platforms

Supported Architectures

Revision History

Suites Using This Test

Performance Metrics

RealSR-NCNN 20200818

Scale: 4x - TAA: No

Notable Instruction Set Usage

Recent Test Results

Most Popular Test Results