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, 42 Seconds

Test Dependencies

Vulkan

Accolades

5k+ Downloads

Supported Platforms

Supported Architectures

x86_64

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsRealSR-NCNN Popularity Statisticspts/realsr-ncnn2020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.112022.122023.012023.022023.032023.042023.052023.062023.072023.082023.092023.102023.112023.122024.012024.022024.0312002400360048006000
* 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 2 March 2024.
No51.7%Yes48.3%TAA Option PopularityOpenBenchmarking.org

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: Yes

OpenBenchmarking.org metrics for this test profile configuration based on 1,004 public results since 24 September 2020 with the latest data as of 15 February 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
Seconds (Average)
89th
10
31 +/- 1
81st
6
40 +/- 1
Mid-Tier
75th
> 43
Median
50th
63
48th
12
65 +/- 2
30th
6
114 +/- 15
30th
5
115 +/- 5
26th
8
149 +/- 1
Low-Tier
25th
> 151
24th
5
210 +/- 4
23rd
4
223 +/- 1
21st
8
278 +/- 4
18th
4
456 +/- 24
16th
3
496 +/- 6
14th
10
523 +/- 23
7th
4
819 +/- 4
7th
4
831 +/- 46
6th
3
997 +/- 65
6th
4
1011 +/- 115
5th
7
1117 +/- 18
3rd
3
1503 +/- 9
2nd
6
1683 +/- 2
1st
3
1764 +/- 2
1st
3
2530 +/- 6
OpenBenchmarking.orgDistribution Of Public Results - Scale: 4x - TAA: Yes927 Results Range From 14 To 28009 Seconds1457411341694225428143374393444945054561461746734729478548414897495341009410654112141177412334128941345414014145741513415694162541681417374179341849419054196142017420734212942185422414229742353424094246542521425774263342689427454280142004006008001000

Based on OpenBenchmarking.org data, the selected test / test configuration (RealSR-NCNN 20200818 - Scale: 4x - TAA: Yes) has an average run-time of 12 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 BenchmarkScale: 4x - TAA: YesRun-Time20406080100Min: 1 / Avg: 11 / Max: 127

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

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsScale: 4x - TAA: YesDeviation3691215Min: 0 / Avg: 0.16 / Max: 7

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
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
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: 18 January 2022

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.

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)

Recent Test Results

OpenBenchmarking.org Results Compare

5 Systems - 166 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.4-arch1-1 - KDE Plasma 5.27.10

1 System - 158 Benchmark Results

Intel Core i7-13700 - HP 895C - Intel Device 7aa7

Linuxmint 21.2 - 6.1.0-1033-oem - Cinnamon 5.8.4

1 System - 158 Benchmark Results

Intel Core i7-13700 - HP 895E - Intel Device 7aa7

Linuxmint 21.2 - 6.1.0-1033-oem - Cinnamon 5.8.4

1 System - 157 Benchmark Results

Intel Core i7-13700 - LENOVO 3333 - Intel Device 7aa7

Linuxmint 21.2 - 5.15.0-94-generic - Cinnamon 5.8.4

4 Systems - 166 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

3 Systems - 2 Benchmark Results

AMD Ryzen 9 5900X 12-Core - Gigabyte X570 AORUS MASTER - AMD Starship

Red Hat Enterprise Linux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GNOME Shell 3.32.2

3 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

3 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

2 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

1 System - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

1 System - 154 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

12 Systems - 66 Benchmark Results

Intel Core i7-13800H - Dell Precision 5480 [03JVP1] - 8 x 4096 MB 6000MHz

Microsoft Windows11 ducation Build 22631 - 10.0.22631.2861 - 528.52

10 Systems - 60 Benchmark Results

Intel Core i7-13800H - Dell Precision 5480 [03JVP1] - 8 x 4096 MB 6000MHz

Microsoft Windows11 ducation Build 22631 - 10.0.22631.2861 - 528.52

Most Popular Test Results

OpenBenchmarking.org Results Compare

9 Systems - 5 Benchmark Results

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

Ubuntu 20.10 - 5.11.0-051100rc5daily20210129-generic - GNOME Shell 3.38.2

2 Systems - 151 Benchmark Results

Intel Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH

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

3 Systems - 67 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.12.0-051200rc7daily20210418-generic - GNOME Shell 3.36.7

4 Systems - 110 Benchmark Results

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

Fedora 33 - 5.8.15-301.fc33.x86_64 - GNOME Shell 3.38.2

2 Systems - 297 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Pop 20.04 - 5.4.0-7642-generic - GNOME Shell 3.36.4

4 Systems - 513 Benchmark Results

Intel Core i7-5775C - CompuLab v1.0 - Intel Broadwell-U DMI

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

17 Systems - 41 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.11.0-37-generic - GNOME Shell 3.36.9

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

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

3 Systems - 253 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.6.0-1034-oem - GNOME Shell 3.36.4

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

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

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