TNN

TNN is an open-source deep learning reasoning framework developed by Tencent.

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

Project Site

github.com

Test Created

24 September 2020

Last Updated

18 June 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 4 Seconds

Average Run Time

1 Minute, 29 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsTNN Popularity Statisticspts/tnn2020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.1211002200330044005500
* 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 3 December 2021.
MobileNet v225.2%SqueezeNet v1.124.8%DenseNet25.1%SqueezeNet v224.9%Model Option PopularityOpenBenchmarking.org

Revision History

pts/tnn-1.1.0   [View Source]   Fri, 18 Jun 2021 07:29:44 GMT
Update against TNN 0.3 upstream release.

pts/tnn-1.0.1   [View Source]   Mon, 11 Jan 2021 13:15:50 GMT
Update download mirror as the GitHub URL changed its checksums...

pts/tnn-1.0.0   [View Source]   Thu, 24 Sep 2020 18:33:29 GMT
Initial commit of Tencent TNN framework.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

TNN 0.3

Target: CPU - Model: DenseNet

OpenBenchmarking.org metrics for this test profile configuration based on 446 public results since 18 June 2021 with the latest data as of 6 December 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
ms (Average)
96th
43
2425 +/- 20
84th
14
2613 +/- 40
84th
6
2623 +/- 41
80th
12
2710 +/- 26
79th
6
2722 +/- 3
Mid-Tier
75th
> 2756
74th
5
2791 +/- 276
74th
3
2814 +/- 52
73rd
4
2836 +/- 5
72nd
4
2847 +/- 43
70th
11
2862 +/- 169
69th
8
2867 +/- 3
65th
5
2930 +/- 16
63rd
16
2984 +/- 94
60th
3
3005 +/- 13
56th
6
3058 +/- 1
55th
3
3103 +/- 17
53rd
3
3137 +/- 14
52nd
4
3152 +/- 6
51st
4
3277 +/- 19
Median
50th
3289
49th
3
3345 +/- 265
49th
3
3380 +/- 15
48th
3
3412 +/- 13
43rd
3
3475 +/- 12
42nd
8
3490 +/- 35
36th
3
3674 +/- 4
35th
3
3707 +/- 10
35th
3
3728 +/- 9
33rd
3
3793 +/- 3
32nd
3
3837 +/- 3
30th
3
3948 +/- 6
29th
3
3956 +/- 1
27th
3
4026 +/- 9
27th
3
4027 +/- 59
26th
6
4081 +/- 12
Low-Tier
25th
> 4091
23rd
11
4226 +/- 223
23rd
3
4245 +/- 12
22nd
3
4253 +/- 142
22nd
3
4255 +/- 36
22nd
3
4257 +/- 5
21st
3
4290 +/- 7
17th
3
4463 +/- 117
16th
4
4467 +/- 26
16th
6
4503 +/- 67
16th
3
4523 +/- 5
14th
3
4565 +/- 5
12th
3
4738 +/- 8
11th
3
4873 +/- 44
11th
3
4878 +/- 1
10th
3
4999 +/- 7
9th
5
5058 +/- 84
8th
7
5275 +/- 160
7th
3
5822 +/- 11
5th
3
6188 +/- 41
3rd
4
8548 +/- 10
1st
4
21542 +/- 42
OpenBenchmarking.orgDistribution Of Public Results - Target: CPU - Model: DenseNet436 Results Range From 2347 To 129572 ms2347489274379982125271507217617201622270725252277973034232887354323797740522430674561248157507025324755792583376088263427659726851771062736077615278697812428378786332888779142293967965129905710160210414710669210923711178211432711687211941712196212450712705212959790180270360450

Based on OpenBenchmarking.org data, the selected test / test configuration (TNN 0.3 - Target: CPU - Model: DenseNet) 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: DenseNetRun-Time1020304050Min: 3 / Avg: 10.46 / Max: 52

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTarget: CPU - Model: DenseNetDeviation246810Min: 0 / Avg: 0.07 / Max: 2

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseTNN CPU Core ScalingTarget: CPU - Model: DenseNet2468162432640.45830.91661.37491.83322.2915

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.
 
MOVDQA PUNPCKLQDQ MOVDQU CVTSS2SD MOVD CVTSI2SD ANDPD COMISD CVTSD2SS UCOMISD PSRLDQ ADDSD PSHUFD PMULUDQ DIVSD CVTTSD2SI MOVUPD CVTPD2PS MOVAPD MAXSD SUBSD XORPD CVTDQ2PS UNPCKLPD CVTTPS2DQ CVTPS2PD MULPD SUBPD ADDPD DIVPD SQRTSD MULSD CVTDQ2PD CMPLEPD ANDNPD ORPD CVTTPD2DQ MOVHPD
Requires passing a supported compiler/build flag (verified with targets: sandybridge, skylake, tigerlake, cascadelake, znver2, znver3).
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

 
VZEROUPPER VEXTRACTF128 VINSERTF128 VPERM2F128 VPERMILPS VBROADCASTSS VMASKMOVPS VBROADCASTSD
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, znver2, znver3).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

 
VEXTRACTI128 VPERMD VPBROADCASTD VPERMQ VINSERTI128 VPBROADCASTW VPERM2I128 VPBROADCASTQ
FMA (FMA)
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, znver2, znver3).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFMADD231SS VFMADD132SS VFNMADD132SS VFMADD213SS VFNMADD132PD VFMADD132PD VFNMADD132SD VFMADD132SD VFNMADD132PS VFMADD132PS VFMADD213PS VFMADD231PS VFNMADD231SD VFMADD231PD VFMADD231SD VFMSUB213SS VFMSUB231SD VFNMSUB231SD VFNMSUB132SD VFMADD213SD
The test / benchmark does honor compiler flag changes.
Last automated analysis: 10 May 2021

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

Recent Test Results

OpenBenchmarking.org Results Compare

7 Systems - 213 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

2 Systems - 474 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

2 Systems - 169 Benchmark Results

4 Systems - 359 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

1 System - 474 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

1 System - 169 Benchmark Results

3 Systems - 261 Benchmark Results

AMD Ryzen Threadripper 2990WX 32-Core - ASUS ROG ZENITH EXTREME - AMD 17h

Ubuntu 20.10 - 5.8.0-50-generic - GNOME Shell 3.38.1

3 Systems - 494 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

2 Systems - 484 Benchmark Results

AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

1 System - 502 Benchmark Results

AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

5 Systems - 24 Benchmark Results

2 x Intel Xeon Platinum 8259CL - Amazon EC2 m5.24xlarge - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-1045-aws - 1.0.2

3 Systems - 203 Benchmark Results

Intel Core i7-8086K - ASUS PRIME Z370-A - Intel 8th Gen Core

Ubuntu 20.04 - 5.9.0-050900rc8daily20201009-generic - GNOME Shell 3.36.4

3 Systems - 266 Benchmark Results

Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc8daily20201005-generic - GNOME Shell 3.36.2

3 Systems - 246 Benchmark Results

Intel Core i5-9400F - MSI B360M GAMING PLUS - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc7daily20200928-generic - GNOME Shell 3.36.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

4 Systems - 42 Benchmark Results

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

Ubuntu 20.04 - 5.8.0-59-generic - GNOME Shell 3.36.9

2 Systems - 354 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Pop 21.04 - 5.11.0-7620-generic - GNOME Shell 3.38.4

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

2 Systems - 115 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-31-generic - GNOME Shell 3.38.4

2 Systems - 75 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex

Ubuntu 21.04 - 5.13.2 - GNOME Shell 3.38.4

3 Systems - 78 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex

Clear Linux OS 34860 - 5.12.16-1054.native - GNOME Shell 40.3

3 Systems - 34 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

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

3 Systems - 141 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

CentOS Stream 8 - 4.18.0-348.el8.x86_64 - GNOME Shell 3.32.2

3 Systems - 26 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-18-generic - GNOME Shell 3.38.4

4 Systems - 196 Benchmark Results

Intel Core i7-8700K - ASUS TUF Z370-PLUS GAMING - Intel 8th Gen Core

Ubuntu 20.04 - 5.9.0-050900rc6daily20200923-generic - GNOME Shell 3.36.4

4 Systems - 75 Benchmark Results

AMD FX-8150 Eight-Core - ASUS M5A78L-M LX PLUS - AMD RS780 + SB7x0

Ubuntu 20.10 - 5.8.0-53-generic - GNOME Shell 3.38.1

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