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

39 Seconds

Average Run Time

1 Minute, 25 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Supported Platforms

Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsTNN Popularity Statisticspts/tnn2020.092020.102020.112020.122021.012021.022021.032021.04400800120016002000
* 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 Tue, 13 Apr 2021 15:33:13 GMT.
SqueezeNet v1.150.1%MobileNet v249.9%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 1,071 public results since 24 September 2020 with the latest data as of 14 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)
AMD Ryzen 9 5950X 16-Core
96th
46
211 +/- 3
AMD Ryzen 9 5900X 12-Core
96th
45
211 +/- 3
AMD Ryzen 7 5800X 8-Core
95th
14
212 +/- 2
AMD Ryzen 5 5600X 6-Core
89th
32
218 +/- 3
AMD Ryzen 7 3800XT 8-Core
86th
12
230 +/- 4
AMD Ryzen 9 3900XT 12-Core
86th
16
230 +/- 4
AMD Ryzen 5 3600XT 6-Core
84th
7
234 +/- 3
AMD Ryzen Threadripper 3970X 32-Core
84th
15
235 +/- 4
AMD Ryzen 9 3950X 16-Core
82nd
11
238 +/- 5
AMD Ryzen 5 3600X 6-Core
82nd
4
240
AMD Ryzen Threadripper 3960X 24-Core
82nd
6
240 +/- 3
AMD Ryzen 9 3900X 12-Core
82nd
10
240 +/- 14
AMD Ryzen Threadripper 2950X 16-Core
79th
6
243 +/- 1
AMD Ryzen 7 3700X 8-Core
79th
7
243 +/- 6
AMD Ryzen 3 3300X 4-Core
79th
7
243 +/- 3
AMD Ryzen 7 4700U
78th
3
245
AMD Ryzen Threadripper 3990X 64-Core
78th
11
245 +/- 4
AMD Ryzen 7 2700X Eight-Core
77th
3
249 +/- 1
AMD Ryzen Threadripper 2990WX 32-Core
76th
4
251
Intel Core i7-4790K
76th
6
251
Mid-Tier
75th
> 253
2 x AMD EPYC 75F3 32-Core
75th
6
253 +/- 4
AMD EPYC 75F3 32-Core
75th
4
254
AMD Ryzen 5 4500U
73rd
14
256 +/- 2
AMD Ryzen 5 2600X Six-Core
71st
3
260 +/- 1
AMD Ryzen 3 3100 4-Core
71st
6
260
Intel Core i9-10900K
69th
29
261 +/- 1
AMD Ryzen Threadripper 2970WX 24-Core
69th
6
261 +/- 3
AMD Ryzen 5 3400G
68th
3
262
AMD Ryzen 7 1800X Eight-Core
67th
11
263 +/- 3
AMD EPYC 7F52 16-Core
67th
10
263 +/- 3
Intel Core i9-11900K
67th
9
263 +/- 4
AMD EPYC 7F32 8-Core
66th
10
264 +/- 2
Intel Core i5-11600K
64th
4
266 +/- 1
AMD Ryzen 7 2700 Eight-Core
63rd
6
267
Intel Core i9-9900K
62nd
5
268
Ampere Altra ARMv8 Neoverse-N1 160-Core
62nd
10
268 +/- 13
Intel Core i9-10885H
62nd
4
268 +/- 5
Intel Core i9-9900KS
61st
6
269 +/- 1
Intel Xeon E-2288G
61st
10
269
Intel Core i7-8086K
60th
10
270 +/- 2
2 x AMD EPYC 7F72 24-Core
58th
12
274
AMD Ryzen 5 2400G
57th
6
275 +/- 1
AMD EPYC 7F72 24-Core
56th
11
277 +/- 1
AMD Ryzen 5 2600 Six-Core
55th
3
278
Intel Core i5-10600K
54th
13
279 +/- 1
Intel Core i9-10980XE
53rd
13
282 +/- 3
Intel Core i7-4770K
53rd
6
282 +/- 1
Median
50th
285
Intel Xeon E3-1231 v3
50th
5
285
AMD Ryzen 3 1300X
50th
7
285 +/- 1
Intel Core i7-8700K
50th
8
286 +/- 2
AMD Ryzen 3 2200G
49th
7
288 +/- 1
Intel Core i7-5775C
48th
7
289 +/- 2
Intel Core i5-4670
48th
6
290
Intel Core i7-7740K
47th
6
294
2 x AMD EPYC 7763 64-Core
46th
4
296
Intel Core i7-7900X
46th
6
296
Intel Xeon E5-1680 v3
46th
6
296
Intel Core i7-6800K
44th
6
298 +/- 4
Intel Core i7-7700K
44th
6
299 +/- 2
Intel Core i7-9750H
43rd
12
301 +/- 1
AMD Ryzen 7 1700 Eight-Core
43rd
13
301 +/- 16
AMD EPYC 7542 32-Core
43rd
5
301 +/- 4
AMD EPYC 7262 8-Core
43rd
3
302
2 x AMD EPYC 7742 64-Core
42nd
7
303 +/- 4
AMD EPYC 7452 32-Core
40th
5
304
AMD EPYC 7502P 32-Core
38th
6
305 +/- 4
AMD EPYC 7702 64-Core
38th
11
305 +/- 3
AMD EPYC 7402P 24-Core
38th
6
305 +/- 4
AMD EPYC 7502 32-Core
38th
6
306 +/- 3
Intel Core i7-4960X
37th
9
308 +/- 8
AMD Ryzen 3 3200U
36th
7
309 +/- 3
AMD EPYC 7532 32-Core
35th
6
310 +/- 4
AMD EPYC 7662 64-Core
35th
6
310 +/- 4
AMD EPYC 7552 48-Core
35th
6
310 +/- 4
AMD EPYC 7642 48-Core
35th
6
311 +/- 4
AMD EPYC 7302P 16-Core
35th
6
311 +/- 4
Intel Core i9-7980XE
34th
8
313 +/- 7
Intel Core i3-10100
34th
6
313
Intel Core i7-3770K
33rd
6
316 +/- 1
AMD EPYC 7282 16-Core
31st
6
319 +/- 5
AMD EPYC 7252 8-Core
29th
3
320
Intel Core i7-5960X
29th
4
320
AMD EPYC 7272 12-Core
29th
4
321 +/- 5
AMD EPYC 7232P 8-Core
29th
6
321 +/- 3
Intel Core i5-7600K
28th
6
322 +/- 2
Intel Core i7-8565U
28th
5
322 +/- 2
Intel Xeon E3-1275 v6
28th
5
322 +/- 3
AMD EPYC 7352 24-Core
28th
5
323
Intel Core i7-1065G7
27th
12
325 +/- 4
Intel Core i5-3470
26th
6
326 +/- 1
Intel Core i7-2700K
26th
6
326 +/- 1
Low-Tier
25th
> 326
Intel Xeon E5-2687W v3
24th
6
328 +/- 1
Intel Core i5-2500K
23rd
3
330 +/- 1
Intel Core i5-9400F
23rd
6
330
2 x Intel Xeon Platinum 8280
22nd
18
333 +/- 6
2 x AMD EPYC 7601 32-Core
22nd
6
335 +/- 3
Intel Core i7-8550U
21st
9
336
Intel Core i7-4558U
20th
3
337 +/- 3
Intel Xeon Silver 4215R
20th
3
337
Intel Core i5-8400
19th
6
339 +/- 2
AMD EPYC 7601 32-Core
18th
6
340 +/- 1
Intel Xeon E3-1280 v5
18th
8
341 +/- 2
Intel Xeon E3-1270 v5
18th
6
341 +/- 8
Intel Xeon E-2278GEL
17th
6
343
Intel Core i3-7100
15th
6
345 +/- 2
Intel Xeon Gold 5218
15th
4
345
Intel Core i7-5600U
14th
6
346 +/- 4
2 x Intel Xeon Gold 5220R
14th
5
348 +/- 2
Intel Xeon E3-1245 v5
14th
6
348 +/- 2
AMD EPYC 7551 32-Core
14th
3
348
Intel Xeon Gold 6226R
12th
10
350 +/- 7
Intel Xeon E3-1240 v5
12th
3
351 +/- 1
Intel Xeon E3-1260L v5
12th
6
355 +/- 10
Intel Core i7-10700T
10th
12
360
Intel Core i7-9700TE
10th
4
362
Intel Xeon Gold 5217
10th
4
363
Intel Core i3-8100
9th
7
374 +/- 2
Intel Core i5-6500
9th
6
376 +/- 2
Intel Core i3-4130
8th
6
378 +/- 3
Intel Xeon Silver 4214R
8th
3
384
Intel Core i7-6700HQ
7th
3
390 +/- 2
Intel Core i5-2520M
7th
3
395
Intel Xeon Silver 4216
6th
6
420 +/- 1
Intel Xeon E3-1235L v5
5th
3
454
AMD FX-8370 Eight-Core
5th
7
514 +/- 1
AMD FX-8150 Eight-Core
4th
4
548 +/- 8
AMD A10-7850K APU
4th
3
555 +/- 4
POWER9 4-Core
3rd
4
612
POWER9 44-Core
3rd
6
612
Intel Xeon E5-2609 v4
2nd
6
641 +/- 1
Ampere eMAG ARMv8 32-Core
2nd
3
969 +/- 11
ARMv8 Cortex-A72 4-Core
1st
10
1189 +/- 97
OpenBenchmarking.orgDistribution Of Public Results - Target: CPU - Model: SqueezeNet v1.11071 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
Advanced Vector Extensions (AVX)
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
Advanced Vector Extensions 2 (AVX2)
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

3 Systems - 95 Benchmark Results

2 x AMD EPYC 7551 32-Core - Microsoft Virtual Machine - 226GB

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 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

12 Systems - 453 Benchmark Results

Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef

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

9 Systems - 442 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

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

8 Systems - 439 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

2 Systems - 95 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 21.04 - 5.11.0-11-generic - GNOME Shell 3.38.3

1 System - 94 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Clear Linux OS 34420 - 5.10.19-1032.native - GNOME Shell 3.38.4

26 Systems - 62 Benchmark Results

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

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

26 Systems - 62 Benchmark Results

AMD Ryzen 5 2600 Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h

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

25 Systems - 62 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

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 i9-10900K - 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 - 5.11.0-051100rc3daily20210116-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

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

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

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
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