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

52 Seconds

Average Run Time

1 Minute, 29 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsTNN Popularity Statisticspts/tnn2020.092020.102020.112020.122021.012021.022021.032021.042021.052021.06400800120016002000
* 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 15 June 2021.
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 1,168 public results since 24 September 2020 with the latest data as of 13 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
ms (Average)
78th
5
244 +/- 2
77th
28
246 +/- 14
Mid-Tier
75th
> 252
73rd
6
255 +/- 1
72nd
15
256 +/- 1
67th
29
261 +/- 1
65th
13
263 +/- 1
65th
10
263 +/- 3
63rd
4
266 +/- 1
61st
4
268 +/- 5
59th
6
269 +/- 1
59th
10
270 +/- 2
56th
6
275 +/- 1
54th
11
277 +/- 1
53rd
13
279 +/- 1
51st
13
282 +/- 3
Median
50th
283
49th
7
285 +/- 1
48th
8
286 +/- 2
47th
7
288 +/- 1
47th
7
289 +/- 2
43rd
6
298 +/- 4
43rd
6
299 +/- 2
41st
13
301 +/- 1
41st
5
301 +/- 4
37th
11
305 +/- 3
37th
6
306 +/- 3
37th
8
306 +/- 44
36th
9
308 +/- 8
35th
7
309 +/- 3
34th
6
310 +/- 4
34th
6
310 +/- 4
34th
6
310 +/- 4
34th
6
311 +/- 4
33rd
8
313 +/- 7
32nd
6
316 +/- 1
31st
6
319 +/- 5
28th
4
321 +/- 5
28th
6
321 +/- 3
28th
6
322 +/- 2
28th
6
322 +/- 2
28th
5
322 +/- 3
26th
13
325 +/- 4
Low-Tier
25th
> 326
25th
6
326 +/- 1
25th
6
326 +/- 1
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
15th
6
346 +/- 4
14th
6
348 +/- 2
13th
10
350 +/- 7
13th
3
351 +/- 1
13th
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 v1.11168 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 v1.14681216243248640.46880.93761.40641.87522.344

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

2 Systems - 118 Benchmark Results

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

Fedora 34 - 5.12.9-300.fc34.x86_64 - GNOME Shell 40.1

5 Systems - 148 Benchmark Results

SiFive RISC-V - BeagleV Starlight Beta - 8GB

Fedora 33 - 5.13.0-rc3-starlight-307480-g8c24396a867e - Xfce

11 Systems - 454 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

1 System - 2 Benchmark Results

Intel Core i7-7700HQ - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

CentOS Linux 8 - 4.18.0-193.el8.x86_64 - xfs

1 System - 2 Benchmark Results

Intel Core i7-7700HQ - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-72-generic - GCC 9.3.0

5 Systems - 190 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

1 System - 2 Benchmark Results

AMD Ryzen 7 3700X 8-Core - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

CentOS Linux 8 - 4.18.0-193.el8.x86_64 - xfs

1 System - 2 Benchmark Results

AMD Ryzen 7 3700X 8-Core - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-70-generic - GCC 9.3.0

4 Systems - 178 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

4 Systems - 178 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

3 Systems - 218 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4

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

Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

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 - 5.10.7-051007-generic - 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 - 5.8.0-28-generic - GNOME Shell 3.38.1

12 Systems - 229 Benchmark Results

Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

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

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

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