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

11 January 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

38 Seconds

Average Run Time

1 Minute, 29 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsTNN Popularity Statisticspts/tnn2020.092020.102020.112020.122021.012021.022021.032021.042021.05400800120016002000
* 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.
Data current as of Sat, 08 May 2021 04:50:09 GMT.
SqueezeNet v1.150.2%MobileNet v249.8%Model Option PopularityOpenBenchmarking.org

Revision History

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 0.2.3

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.org metrics for this test profile configuration based on 1,092 public results since 24 September 2020 with the latest data as of 26 April 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
# Matching Public Results
ms (Average)
Mid-Tier
75th
> 254
73rd
14
256 +/- 2
69th
29
261 +/- 1
66th
9
263 +/- 4
66th
10
263 +/- 3
66th
13
263 +/- 1
64th
4
266 +/- 1
62nd
4
268 +/- 5
60th
6
269 +/- 1
59th
10
270 +/- 2
57th
6
275 +/- 1
55th
11
277 +/- 1
54th
13
279 +/- 1
52nd
13
282 +/- 3
Median
50th
285
50th
7
285 +/- 1
49th
8
286 +/- 2
48th
7
288 +/- 1
48th
7
289 +/- 2
44th
6
298 +/- 4
44th
6
299 +/- 2
42nd
5
301 +/- 4
42nd
12
301 +/- 1
38th
11
305 +/- 3
38th
8
306 +/- 44
38th
6
306 +/- 3
37th
9
308 +/- 8
36th
7
309 +/- 3
35th
6
310 +/- 4
35th
6
310 +/- 4
35th
6
310 +/- 4
34th
6
311 +/- 4
34th
8
313 +/- 7
33rd
6
316 +/- 1
31st
6
319 +/- 5
29th
4
321 +/- 5
29th
6
321 +/- 3
28th
6
322 +/- 2
28th
5
322 +/- 2
28th
5
322 +/- 3
27th
12
325 +/- 4
26th
6
326 +/- 1
26th
6
326 +/- 1
Low-Tier
25th
> 326
23rd
3
330 +/- 1
20th
3
337 +/- 3
19th
6
339 +/- 2
18th
6
340 +/- 1
18th
6
341 +/- 8
18th
8
341 +/- 2
15th
6
345 +/- 2
14th
6
346 +/- 4
14th
6
348 +/- 2
12th
10
350 +/- 7
12th
3
351 +/- 1
12th
6
355 +/- 10
9th
7
374 +/- 2
9th
6
376 +/- 2
8th
6
378 +/- 3
4th
3
555 +/- 4
1st
10
1189 +/- 97
OpenBenchmarking.orgDistribution Of Public Results - Target: CPU - Model: SqueezeNet v1.11092 Results Range From 194 To 3285 ms19425631838044250456662869075281487693810001062112411861248131013721434149615581620168217441806186819301992205421162178224023022364242624882550261226742736279828602922298430463108317032323294100200300400500

Based on OpenBenchmarking.org data, the selected test / test configuration (TNN 0.2.3 - Target: CPU - Model: SqueezeNet v1.1) has an average run-time of 2 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: SqueezeNet v1.1Run-Time246810Min: 1 / Avg: 1.04 / Max: 3

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.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseTNN CPU Core ScalingTarget: CPU - Model: SqueezeNet v1.14681216243248640.47080.94161.41241.88322.354

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

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

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

 
VFMADD132PS VFNMADD132SS VFMADD231SS VFNMADD132PS VFMADD132SS VFMADD132PD VFNMADD132PD VFMADD213PS VFMADD213SS VFMADD231PS VFNMADD231SD VFNMADD132SD VFMADD231PD VFMADD132SD VFMSUB132SS VFMSUB231SD VFNMSUB231SD VFNMSUB132SD VFMADD213SD
The test / benchmark does honor compiler flag changes.
Last automated analysis: 31 January 2021

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

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 2 Benchmark Results

Unknown - Inspur CE3000F - 16GB

Ubuntu 21.10 - 5.11.0-16-generic - GNOME Shell 3.38.4

1 System - 732 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Ubuntu 20.04 - 5.11.6-051106-generic - GNOME Shell 3.36.4

2 Systems - 434 Benchmark Results

AMD EPYC 72F3 8-Core - Supermicro H12SSL-i v1.01 - AMD Starship

Ubuntu 21.04 - 5.11.0-16-generic - GNOME Shell 3.38.4

10 Systems - 454 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 95 Benchmark Results

2 x AMD EPYC 7V13 64-Core - Microsoft Virtual Machine - 442GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

2 Systems - 86 Benchmark Results

2 x AMD EPYC 7V12 64-Core - Microsoft Virtual Machine - 450GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

12 Systems - 453 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

9 Systems - 442 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

1 System - 92 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASRock X570 Phantom Gaming-ITX/TB3 - AMD Device 1480

Ubuntu 18.04 - 5.4.0-70-generic - GNOME Shell 3.28.4

1 System - 323 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 268 Benchmark Results

Intel Core i5-2520M - HP 161C - Intel 2nd Generation Core DRAM

Ubuntu 18.04 - 4.18.0-20-generic - GNOME Shell 3.28.3

2 Systems - 535 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

11 Systems - 217 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

6 Systems - 143 Benchmark Results

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

Ubuntu 20.10 - 5.10.7-xanmod1 - GNOME Shell 3.38.1

3 Systems - 32 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 - 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

5 Systems - 89 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-36-generic - GNOME Shell 3.38.1

3 Systems - 108 Benchmark Results

Intel Core i7-3770K - ECS Z77H2-A2X v1.0 - Intel Xeon E3-1200 v2

Ubuntu 20.04 - 5.4.0-58-generic - GNOME Shell 3.36.4

4 Systems - 62 Benchmark Results

AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship

Ubuntu 20.10 - 5.8.0-33-generic - GNOME Shell 3.38.1

3 Systems - 31 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - X Server 1.20.8

3 Systems - 37 Benchmark Results

Intel Core i7-5775C - MSI Z97-G45 GAMING - Intel Broadwell-U DMI

Ubuntu 18.10 - 5.0.0-999-generic - GNOME Shell 3.30.2

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

Find More Test Results