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, 13 Seconds

Average Run Time

1 Minute, 29 Seconds

Test Dependencies

CMake + C/C++ Compiler Toolchain

Accolades

10k+ Downloads

Supported Platforms

* 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 27 September 2022.

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 833 public results since 18 June 2021 with the latest data as of 1 October 2022.

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)

AMD Ryzen 9 7950X 16-Core

99th

1914 ^{+/- 13}

AMD Ryzen 9 7900X 12-Core

97th

2052 ^{+/- 9}

AMD Ryzen 7 7700X 8-Core

97th

2090 ^{+/- 114}

AMD Ryzen 5 7600X 6-Core

97th

2130 ^{+/- 3}

Intel Core i5-12400

95th

2370 ^{+/- 2}

AMD Ryzen 9 5950X 16-Core

90th

2433 ^{+/- 36}

AMD Ryzen 9 5900X 12-Core

85th

2531 ^{+/- 24}

AMD Ryzen Threadripper 3960X 24-Core

83rd

2589 ^{+/- 82}

AMD Ryzen 7 5800X3D 8-Core

81st

2604 ^{+/- 20}

AMD Ryzen 9 3950X 16-Core

81st

2617 ^{+/- 52}

AMD Ryzen 9 5900HX

81st

2618 ^{+/- 58}

AMD Ryzen 5 5600X 6-Core

80th

2636 ^{+/- 37}

AMD Ryzen Threadripper 3970X 32-Core

79th

2655 ^{+/- 4}

AMD Ryzen 7 5800X 8-Core

76th

2697 ^{+/- 270}

Intel Core i9-11900K

76th

2708 ^{+/- 24}

Mid-Tier

75th

> 2720

AMD Ryzen 7 5700G

73rd

2741 ^{+/- 27}

AMD Ryzen 9 3900X 12-Core

71st

2786 ^{+/- 6}

AMD EPYC 74F3 24-Core

70th

2805 ^{+/- 46}

AMD Ryzen Threadripper 3990X 64-Core

70th

2824 ^{+/- 93}

2 x AMD EPYC 75F3 32-Core

70th

2836 ^{+/- 62}

AMD Ryzen Threadripper 2950X 16-Core

69th

2841 ^{+/- 112}

Intel Core i9-10900K

68th

2847 ^{+/- 43}

AMD Ryzen 9 PRO 3900 12-Core

68th

2849

AMD Ryzen 5 5600G

68th

2849 ^{+/- 20}

AMD EPYC 75F3 32-Core

66th

2868 ^{+/- 3}

Ampere Altra ARMv8 Neoverse-N1 160-Core

65th

2877 ^{+/- 165}

AMD Ryzen 7 3800XT 8-Core

64th

2883 ^{+/- 6}

AMD Ryzen 7 PRO 3700 8-Core

63rd

2884

AMD Ryzen Threadripper 2990WX 32-Core

63rd

2893 ^{+/- 33}

Intel Xeon E-2388G

63rd

2900

AMD Ryzen 7 PRO 6850U

61st

2916 ^{+/- 137}

2 x AMD EPYC 7373X 16-Core

59th

2976 ^{+/- 4}

AMD EPYC 7543 32-Core

59th

2984 ^{+/- 94}

AMD Ryzen 7 3700X 8-Core

59th

2987 ^{+/- 39}

2 x AMD EPYC 7742 64-Core

58th

2995 ^{+/- 15}

AMD EPYC 7373X 16-Core

57th

3009 ^{+/- 2}

AMD Ryzen 9 3900XT 12-Core

56th

3014 ^{+/- 16}

AMD Ryzen Threadripper 2970WX 24-Core

56th

3018 ^{+/- 32}

Intel Core i7-1280P

54th

3053

AMD EPYC 7742 64-Core

53rd

3058 ^{+/- 1}

Intel Xeon E-2278G

52nd

3069

AMD Ryzen 5 5500

51st

3101 ^{+/- 271}

Intel Core i9-9900KS

51st

3103 ^{+/- 17}

AMD Ryzen 7 PRO 5850U

51st

3104 ^{+/- 110}

Median

50th

3110

AMD Ryzen 5 3600XT 6-Core

50th

3120 ^{+/- 11}

AMD EPYC 7F52 16-Core

49th

3152 ^{+/- 6}

2 x AMD EPYC 7763 64-Core

48th

3165 ^{+/- 10}

Intel Core i5-11600K

48th

3207 ^{+/- 226}

Intel Xeon E-2288G

48th

3221 ^{+/- 79}

Intel Core i5-10600K

45th

3313 ^{+/- 58}

2 x AMD EPYC 7601 32-Core

45th

3331 ^{+/- 8}

AMD Ryzen 3 3300X 4-Core

43rd

3407 ^{+/- 31}

Intel Core i7-8086K

43rd

3412 ^{+/- 13}

Intel Core i7-8700K

39th

3475 ^{+/- 12}

Intel Core i9-10980XE

39th

3490 ^{+/- 35}

AMD EPYC 7F32 8-Core

37th

3516 ^{+/- 3}

AMD Ryzen 7 2700X Eight-Core

37th

3519 ^{+/- 31}

AMD Ryzen 7 2700 Eight-Core

35th

3655 ^{+/- 3}

AMD EPYC 7551 32-Core

34th

3674 ^{+/- 4}

AMD EPYC 72F3 8-Core

34th

3703 ^{+/- 296}

Intel Core i7-7740K

34th

3707 ^{+/- 10}

AMD Ryzen 5 3400G

33rd

3728 ^{+/- 9}

2 x Intel Xeon Gold 5220R

32nd

3806 ^{+/- 18}

Intel Core i7-6800K

31st

3837 ^{+/- 3}

2 x Intel Xeon Platinum 8280

31st

3845 ^{+/- 265}

Intel Xeon Gold 6226R

29th

3956 ^{+/- 1}

Intel Core i7-5960X

27th

4008 ^{+/- 5}

AMD Ryzen 7 4700U

27th

4027 ^{+/- 59}

Intel Core i3-10100

26th

4055 ^{+/- 118}

Intel Xeon E3-1231 v3

26th

4081 ^{+/- 12}

Intel Core i7-4770K

26th

4085 ^{+/- 80}

Low-Tier

25th

> 4091

2 x Intel Xeon Platinum 8380

25th

4136 ^{+/- 397}

Intel Core i5-9400F

24th

4201 ^{+/- 49}

Intel Core i7-1165G7

23rd

4210 ^{+/- 219}

Intel Xeon E3-1275 v6

23rd

4257 ^{+/- 5}

Intel Core i5-8400

23rd

4258 ^{+/- 90}

Intel Core i7-10700T

22nd

4275 ^{+/- 50}

Intel Core i5-7600K

22nd

4290 ^{+/- 7}

Intel Core i7-5775C

21st

4319 ^{+/- 19}

AMD Ryzen 5 2400G

20th

4365 ^{+/- 483}

Intel Xeon E3-1270 v5

17th

4467 ^{+/- 26}

AMD Ryzen 5 4500U

17th

4503 ^{+/- 67}

Intel Xeon E3-1280 v5

17th

4523 ^{+/- 5}

Intel Core i7-3770K

16th

4565 ^{+/- 5}

Intel Celeron G6900

15th

4612 ^{+/- 494}

Intel Xeon Silver 4216

14th

4738 ^{+/- 8}

Intel Xeon E3-1245 v5

14th

4743 ^{+/- 12}

Intel Core i7-1185G7

14th

4864 ^{+/- 445}

Intel Core i7-2700K

14th

4873 ^{+/- 44}

Intel Core i3-8100

13th

4897 ^{+/- 26}

Intel Core i7-8550U

12th

4999 ^{+/- 7}

Intel Core i7-8565U

12th

5058 ^{+/- 84}

Intel Core i5-6500

12th

5128 ^{+/- 3}

Intel Core i7-1065G7

9th

5275 ^{+/- 160}

Apple M2

8th

5381 ^{+/- 749}

Apple M1

8th

5520 ^{+/- 27}

AMD Athlon 3000G

7th

5818 ^{+/- 65}

Intel Core i3-7100

7th

5886 ^{+/- 88}

Intel Xeon E3-1235L v5

6th

6179 ^{+/- 5}

AMD Ryzen 3 3200U

5th

6188 ^{+/- 41}

AMD FX-8150 Eight-Core

4th

7748 ^{+/- 8}

Intel Core i7-3517U

4th

8347 ^{+/- 9}

Intel Core i5-6300U

4th

8548 ^{+/- 10}

ARMv8 Cortex-A72 4-Core

1st

21557 ^{+/- 1221}

Based on OpenBenchmarking.org data, the selected test / test configuration (TNN 0.3 - Target: CPU - Model: DenseNet) has an average run-time of 14 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.

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

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.

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 CVTSD2SS MOVAPD ADDSD UCOMISD SQRTSD MULSD DIVSD COMISD MOVD UNPCKLPD CVTPD2PS PSHUFD PMULUDQ PADDQ CVTDQ2PS CVTSI2SD CVTTSD2SI MOVUPD MAXSD XORPD SUBSD CVTTPS2DQ CVTPS2PD UNPCKHPD MULPD ANDPD CMPNLESD ANDNPD ORPD ADDPD SUBPD CVTDQ2PD CMPLEPD 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 VPBROADCASTQ VPERM2I128 VPBROADCASTD VPERMQ VINSERTI128 VPGATHERDD VPMASKMOVD VPBROADCASTW VPBROADCASTB

FMA (FMA)

VFMADD132PS VFNMADD132SS VFMADD231SS VFMADD231PS VFNMADD132PS VFMADD132SS VFMADD132SD VFMSUB231SD VFNMSUB231SD VFNMSUB132SD VFMADD132PD VFNMADD132PD VFMADD213PS VFMADD213SS VFNMADD231SD VFNMADD132SD VFMADD231PD VFMSUB231PS VFMSUB231SS VFNMADD231PD VFMADD231SD VFMSUB132SS VFMADD213SD

Advanced Vector Extensions 512 (AVX512)

Requires passing a supported compiler/build flag (verified with targets: cascadelake, sapphirerapids).

(ZMM REGISTER USE)

The test / benchmark does honor compiler flag changes.

Last automated analysis: 18 January 2022

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

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

CPU Architecture

Kernel Identifier

Verified On

Intel / AMD x86 64-bit

x86_64

(Many Processors)

RISC-V 64-bit

riscv64

SiFive RISC-V

Loongson LoongArch 64-bit

loongarch64

Loongson-3A5000LL

ARMv7 32-bit

armv7l

ARMv7 Cortex-A72 4-Core, ARMv7 rev 1 4-Core

ARMv8 64-bit

aarch64

ARMv8 Cortex-A57 4-Core, ARMv8 Cortex-A72 16-Core, ARMv8 Cortex-A72 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 32-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1, Ampere ARMv8 Neoverse-N1 256-Core, Ampere Altra ARMv8 Neoverse-N1 160-Core, Apple M1, Apple M2, Snapdragon

xoamsrvtnn 1 System - 4 Benchmark Results	2 x Intel Xeon Gold 6242R - Supermicro X11DPH-T v1.10 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.15.0-46-generic - GNOME Shell 3.36.9
Ryzen 9 5900X / Ryzen 9 5950X Linux Performance 13 Systems - 228 Benchmark Results	AMD Ryzen 5 3600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
ryzen 7000 series extra 4 Systems - 361 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
AMD Ryzen 7900 Series Linux CPU Benchmarks 13 Systems - 333 Benchmark Results	AMD Ryzen 7 5700G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
Ubuntu 22.04 Server Benchmarks 2 Systems - 705 Benchmark Results	AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4
Rembrandt CPUFreq Featured Processor Comparison	AMD Ryzen 7 PRO 6850U
smoke run 1 System - 366 Benchmark Results	2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell
New Tests 3 Systems - 221 Benchmark Results	2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 CentOS Stream 9 - 5.14.0-148.el9.x86_64 - GNOME Shell 40.10
New Tests 2 Systems - 240 Benchmark Results	2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 CentOS Stream 9 - 5.14.0-148.el9.x86_64 - GNOME Shell 40.10
New Tests 1 System - 232 Benchmark Results	2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 CentOS Stream 9 - 5.14.0-148.el9.x86_64 - GNOME Shell 40.10
PiTest 1 System - 110 Benchmark Results	ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 4 Model B Rev 1.1 - Broadcom BCM2711 Debian 11 - 5.15.56-v8+ - LXDE 0.10.1
Tau T2A 16 vCPUs 2 Systems - 136 Benchmark Results	ARMv8 Neoverse-N1 - KVM Google Compute Engine - 128GB Ubuntu 22.04 - 5.15.0-1016-gcp - GCC 12.0.1 20220319
Ryzen 5 5600X Linux Performance 14 Systems - 229 Benchmark Results	AMD Ryzen 5 3600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
Intel Xeon Ice Lake - Ubuntu, CentOS, Clear Linux Benchmarks 4 Systems - 84 Benchmark Results	2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 Clear Linux OS 34630 - 5.10.19-1032.native - GNOME Shell 40.0
Tau T2A 16 vCPUs 3 Systems - 136 Benchmark Results	ARMv8 Neoverse-N1 - KVM Google Compute Engine - 32GB Ubuntu 22.04 - 5.15.0-1013-gcp - GCC 12.0.1 20220319

WSL2 Windows 11 vs. Ubuntu Linux Benchmarks 4 Systems - 42 Benchmark Results	AMD Ryzen 9 5950X 16-Core - 32GB - 466GB Ubuntu 20.04 - 4.4.0-22000-Microsoft - GCC 9.3.0
Pop OS 21.04 2 Systems - 354 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 20.04 - 5.11.0-7620-generic - GNOME Shell 3.36.7
Ubuntu vs. Arch Linux On Ryzen 9 5900HX 4 Systems - 78 Benchmark Results	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Fedora 34 - 5.13.4-200.fc34.x86_64 - GNOME Shell 40.3
Ubuntu vs. Arch Linux On Ryzen 9 5900HX 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
8700k september 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
Linux 5.15 Intel Tiger Lake Benchmarks Featured Kernel Comparison	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4
Intel Core i5 12400 Linux Benchmarks 15 Systems - 182 Benchmark Results	AMD A10-7850K APU - ASUS A88X-PRO - AMD 15h Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5
Amazon EC2 m6i.8xlarge 2 Systems - 56 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-1045-aws - 1.0.2
Linux Kernels Test On AMD Ryzen 5 5500U Featured Kernel Comparison	AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.12.0-17.2-liquorix-amd64 - GNOME Shell 3.38.4
Intel Core i5 12400 Linux Benchmarks 11 Systems - 119 Benchmark Results	AMD Ryzen 5 5600G - ASUS TUF GAMING B550M-PLUS - AMD Renoir Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5
AMD Ryzen 9 5950X - Ubuntu 21.04 vs. Ubuntu 21.10 2 Systems - 115 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.10 - 5.13.0-14-generic - GNOME Shell 40.2
EPYC 72F3 September 2021 Featured Processor Comparison	AMD EPYC 72F3 8-Core - Supermicro H12SSL-i v1.01 - AMD Starship Ubuntu 21.04 - 5.14.0-rc7-amd-pstate-phx - GNOME Shell 3.38.4
10900k june 3 Systems - 89 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.9.0-050900daily20201012-generic - GNOME Shell 3.36.4
AMD FX-8150 2021 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
AMD EPYC 7003 EO 2021 Linux Comparison 3 Systems - 141 Benchmark Results	2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

TNN

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

TNN 0.3

Target: CPU - Model: DenseNet

Does It Scale Well With Increasing Cores?

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results