NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent.

Learn more about this test at the upstream project site: https://github.com/Tencent/ncnn.

This scientific test profile is maintained by Michael Larabel. This OpenBenchmarking.org test profile was created on 18 September 2020 and last updated on 25 September 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark ncnn.

This test has an average install time of 15 seconds and an average run-time of 20 minutes, 48 seconds.

CPU52.3%Vulkan GPU47.7%Target Option PopularityOpenBenchmarking.org
resnet507.0%squeezenet7.9%mobilenet-v26.6%efficientnet-b06.9%shufflenet-v26.7%mobilenet-v36.9%vgg166.8%blazeface7.8%mnasnet7.9%mobilenet7.0%resnet186.7%googlenet6.7%yolov4-tiny7.0%alexnet8.2%Model Option PopularityOpenBenchmarking.org

Revision History

pts/ncnn-1.0.3   [View Source]   25 Sep 2020 06:36 EDT
Drop int8 tests per https://github.com/phoronix-test-suite/test-profiles/pull/167

pts/ncnn-1.0.2   [View Source]   24 Sep 2020 12:52 EDT
Expose Vulkan GPU support.

pts/ncnn-1.0.1   [View Source]   18 Sep 2020 12:28 EDT
Increase the run count.

pts/ncnn-1.0.0   [View Source]   18 Sep 2020 11:58 EDT
Initial commit of Tencent NCNN.

Suites Using This Test

Machine Learning

NVIDIA GPU Compute

Vulkan Compute

Performance Metrics

Analyze Test Configuration:

NCNN 20200916

Target: CPU - Model: squeezenet

OpenBenchmarking.org metrics for this test profile configuration based on 409 public samples since 18 September 2020 with the latest data as of 25 October 2020.

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
ms (Average)
Mid-Tier
75th
> 14.0
Median
50th
20.4
Low-Tier
25th
> 30.2
OpenBenchmarking.orgDistribution Of Public Results - Target: CPU - Model: squeezenet409 Results Range From 2 To 260 ms21834506682981141301461621781942102262422582744080120160200

Based on OpenBenchmarking.org data, the selected test / test configuration (NCNN 20200916 - Target: CPU - Model: squeezenet) has an average run-time of 11 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 BenchmarkTarget: CPU - Model: squeezenetRun-Time1020304050Min: 3 / Avg: 10.19 / Max: 51

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.8%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTarget: CPU - Model: squeezenetDeviation3691215Min: 0 / Avg: 0.83 / Max: 9

Recent Test Results

Compare

1 System - 56 Benchmark Results

Intel Core i7-9700TE - C OZE GM-1000 v0.0.01.001 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-25-generic - GNOME Shell 3.38.1

1 System - 295 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

1 System - 90 Benchmark Results

AMD Ryzen 7 3700X 8-Core - MSI B450M MORTAR MAX - AMD Starship

Gentoo - 5.9.1-gentoo-x86_64 - X Server 1.20.8

1 System - 129 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef

Ubuntu 20.04 - 5.9.1-050901-generic - GNOME Shell 3.36.4

1 System - 132 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

1 System - 17 Benchmark Results

AMD Ryzen 7 3700X 8-Core - ASUS PRIME X570-PRO - AMD Starship

Ubuntu 20.04 - 5.4.0-51-generic - GNOME Shell 3.36.4

3 Systems - 197 Benchmark Results

AMD Ryzen 3 1300X - ASRock AB350 Pro4 - AMD 17h

Ubuntu 20.04 - 5.9.0-050900daily20201021-generic - GNOME Shell 3.36.4

1 System - 76 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Device a0ef

Ubuntu 20.04 - 5.9.0-050900daily20201021-generic - GNOME Shell 3.36.4

Most Popular Test Results

Compare

2 Systems - 535 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.4

3 Systems - 131 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - GNOME Shell 3.36.4

3 Systems - 171 Benchmark Results

Intel Xeon E3-1270 v5 - ASUS E3 PRO GAMING V5 - Intel Xeon E3-1200 v5

Clear Linux OS 31470 - 5.3.8-854.native - GNOME Shell 3.34.1

3 Systems - 68 Benchmark Results

Intel Core i5-2500K - SAPPHIRE Pure Black P67 Hydra - Intel 2nd Generation Core DRAM

Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.4

3 Systems - 100 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

3 Systems - 174 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Fedora 33 - 5.8.11-300.fc33.x86_64 - GNOME Shell 3.38.0

3 Systems - 40 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

3 Systems - 103 Benchmark Results

Intel Core i7-4770K - Gigabyte Z97-HD3 - Intel 4th Gen Core DRAM

Ubuntu 20.10 - 5.8.0-21-generic - GNOME Shell 3.38.0

5 Systems - 158 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

EndeavourOS rolling - 5.8.13-arch1-1 - Xfce 4.14

3 Systems - 119 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4

Find More Test Results


User Comments

Post A Comment