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, 46 Seconds

Test Dependencies

Vulkan

Supported Platforms

Supported Architectures

x86_64

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsRealSR-NCNN Popularity Statisticspts/realsr-ncnn2020.092020.102020.112020.122021.012021.022021.032021.042021.052021.0630060090012001500
* 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 20 June 2021.
No54.7%Yes45.3%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 2,077 public results since 24 September 2020 with the latest data as of 18 June 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)
86th
6
31 +/- 1
Mid-Tier
75th
> 54
61st
17
65 +/- 1
54th
5
115 +/- 5
Median
50th
117
44th
212
149 +/- 1
38th
52
207
35th
4
223 +/- 1
35th
8
278 +/- 4
34th
4
456 +/- 24
Low-Tier
25th
> 548
9th
104
1011 +/- 100
7th
7
1117 +/- 18
1st
3
1503 +/- 9
1st
3
1764 +/- 2
1st
3
2530 +/- 6
OpenBenchmarking.orgDistribution Of Public Results - Scale: 4x - TAA: Yes2077 Results Range From 17 To 28009 Seconds17577113716972257281733773937449750575617617767377297785784178977953710097106571121711777123371289713457140171457715137156971625716817173771793718497190571961720177207372129721857224172297723537240972465725217257772633726897274572801730060090012001500

Based on OpenBenchmarking.org data, the selected test / test configuration (RealSR-NCNN 20200818 - Scale: 4x - TAA: Yes) has an average run-time of 17 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: 16.02 / 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: YesDeviation246810Min: 0 / Avg: 0.2 / Max: 4

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: 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.

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