TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time.

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

Project Site

tensorflow.org

Source Repository

github.com

Test Created

23 August 2020

Last Updated

19 May 2022

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

10 Seconds

Average Run Time

5 Minutes, 25 Seconds

Accolades

5k+ 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 4 July 2022.

Revision History

pts/tensorflow-lite-1.1.0 [View Source] Thu, 19 May 2022 09:57:39 GMT
Update against latest upstream nightly.

pts/tensorflow-lite-1.0.0 [View Source] Sun, 23 Aug 2020 14:13:10 GMT
TensorFlow Lite initial commit.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

TensorFlow Lite 2022-05-18

Model: Mobilenet Float

OpenBenchmarking.org metrics for this test profile configuration based on 250 public results since 19 May 2022 with the latest data as of 2 July 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

Microseconds (Average)

Intel Core i9-11900K

99th

1438 ^{+/- 13}

Intel Xeon Gold 6226R

97th

1518 ^{+/- 6}

Intel Core i7-12700KF

95th

1606 ^{+/- 113}

AMD Ryzen 9 5950X 16-Core

94th

1621 ^{+/- 31}

Intel Core i9-12900K

94th

1659 ^{+/- 154}

Intel Core i5-12600K

92nd

1719 ^{+/- 67}

AMD Ryzen 9 5900X 12-Core

91st

1729 ^{+/- 1}

AMD Ryzen Threadripper 3960X 24-Core

86th

1887 ^{+/- 8}

AMD Ryzen Threadripper 3970X 32-Core

85th

1891 ^{+/- 8}

2 x Intel Xeon Gold 5220R

83rd

2091 ^{+/- 6}

Intel Core i5-12400

79th

2192 ^{+/- 67}

Intel Xeon Silver 4216

77th

2216 ^{+/- 18}

Mid-Tier

75th

> 2305

Intel Core i9-9900K

74th

2339 ^{+/- 38}

AMD Ryzen 7 5700G

73rd

2350 ^{+/- 2}

AMD Ryzen 9 5900HX

69th

2414 ^{+/- 23}

AMD Ryzen 9 3900X 12-Core

67th

2470 ^{+/- 4}

AMD Ryzen 9 3950X 16-Core

64th

2510 ^{+/- 37}

Intel Core i7-5960X

63rd

2692 ^{+/- 53}

Intel Core i7-8700K

61st

2788 ^{+/- 12}

AMD Ryzen 7 3800XT 8-Core

60th

2847 ^{+/- 20}

AMD Ryzen 7 3700X 8-Core

58th

3042 ^{+/- 11}

AMD EPYC 7F32 8-Core

57th

3156 ^{+/- 77}

AMD Ryzen 7 PRO 5850U

54th

3257 ^{+/- 76}

2 x Intel Xeon Platinum 8380

54th

3297 ^{+/- 270}

2 x Intel Xeon Platinum 8280

53rd

3392 ^{+/- 17}

Median

50th

3655

AMD Ryzen Threadripper 2970WX 24-Core

50th

3675 ^{+/- 40}

Intel Core i7-1185G7

47th

3937 ^{+/- 7}

AMD Ryzen 3 3300X 4-Core

45th

3954 ^{+/- 19}

Apple M1

45th

3955 ^{+/- 97}

Intel Core i7-1165G7

42nd

4091 ^{+/- 50}

Intel Core i7-10700T

42nd

4110 ^{+/- 99}

AMD Ryzen Threadripper 3990X 64-Core

40th

4226 ^{+/- 90}

Intel Core i3-10100

39th

4256 ^{+/- 10}

Intel Xeon E3-1275 v6

39th

4257 ^{+/- 8}

AMD Ryzen 5 5500U

36th

4540 ^{+/- 234}

Intel Core i3-12100

34th

4586 ^{+/- 54}

AMD EPYC 7551 32-Core

31st

4965 ^{+/- 398}

2 x AMD EPYC 75F3 32-Core

29th

5606 ^{+/- 173}

Low-Tier

25th

> 5897

Intel Core i3-8100

24th

5954 ^{+/- 3}

Intel Core i7-1065G7

23rd

6177 ^{+/- 304}

Intel Core i7-8565U

21st

6540 ^{+/- 65}

AMD Ryzen 5 3400G

19th

6917 ^{+/- 5}

AMD Ryzen 5 4500U

19th

6974 ^{+/- 145}

Intel Core i3-7100

15th

8074 ^{+/- 16}

2 x AMD EPYC 7601 32-Core

14th

8393 ^{+/- 520}

Intel Core i3-1005G1

11th

9975 ^{+/- 7}

2 x AMD EPYC 7773X 64-Core

9th

10045 ^{+/- 535}

AMD Ryzen 3 3200U

6th

23400 ^{+/- 1608}

ARMv8 Cortex-A72 4-Core

3rd

67257 ^{+/- 161}

Based on OpenBenchmarking.org data, the selected test / test configuration (TensorFlow Lite 2022-05-18 - Model: Mobilenet Float) has an average run-time of 7 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 0.9%.

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 PMULUDQ PSHUFD PSRLDQ MOVD CVTSI2SD ADDSD MULSD SUBSD DIVSD MOVAPD CVTSS2SD CVTTSD2SI SQRTSD UCOMISD XORPD CVTSD2SS CVTTPS2DQ CVTDQ2PS PADDQ MOVDQU PUNPCKLQDQ UNPCKLPD CVTDQ2PD MULPD CVTPD2PS ANDPD MAXSD PSUBQ CVTPS2PD MINSD MOVUPD UNPCKHPD ADDPD PUNPCKHQDQ CVTPS2DQ

Advanced Vector Extensions (AVX)

Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

VBROADCASTF128 VZEROUPPER VMASKMOVPS VEXTRACTF128 VBROADCASTSS VINSERTF128 VPERMILPS

Advanced Vector Extensions 512 (AVX512)

Used by default on supported hardware.

(ZMM REGISTER USE)

FMA (FMA)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

VFMADD132PS VFMADD231PS VFMADD213PS

Last automated analysis: 18 January 2022

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

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)

ARMv8 64-bit

aarch64

ARMv8 9-Core, ARMv8 Cortex-A72, ARMv8 Cortex-A72 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-V1, Ampere ARMv8 Neoverse-N1 160-Core, Apple M1

Laptop Benchmarks 1 System - 323 Benchmark Results	AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2
3960x-june-2022 4 Systems - 157 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.12.0-051200rc2daily20210307-generic - GNOME Shell 3.36.4
10700T Summer 2022 4 Systems - 166 Benchmark Results	Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 22.04 - 5.15.0-27-generic - GNOME Shell 42.2
3700X June 2022 AMD 3 Systems - 138 Benchmark Results	AMD Ryzen 7 3700X 8-Core - Gigabyte A320M-S2H-CF - AMD Starship Ubuntu 20.04 - 5.13.0-39-generic - GNOME Shell 3.36.4
june 3 Systems - 143 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
AMD EPYC Milan-X Mid-2022 Refresh Benchmarks 1 System - 643 Benchmark Results	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc4daily20220628-generic - GNOME Shell 42.2
Core i3 7100 Ubuntu 22.04 3 Systems - 45 Benchmark Results	Intel Core i3-7100 - Gigabyte B250M-DS3H-CF - Intel Xeon E3-1200 v6 Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2
1275-june-2022 3 Systems - 200 Benchmark Results	Intel Xeon E3-1275 v6 - ASUS P10S-M WS - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.9.0-050900rc8daily20201007-generic - X Server 1.20.8
zen1 epyc 4 Systems - 119 Benchmark Results	2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2
3950X Summer 2022 3 Systems - 144 Benchmark Results	AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VII HERO - AMD Starship Ubuntu 20.04 - 5.11.0-43-generic - GNOME Shell 3.36.4
3900X June 3 Systems - 191 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-rc1-phx - GNOME Shell 3.36.4
3900XT June 3 Systems - 191 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-rc1-phx - GNOME Shell 3.36.4
xeon gold sunday 4 Systems - 183 Benchmark Results	Intel Xeon Gold 6226R - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1
dsad 4 Systems - 117 Benchmark Results	AMD Ryzen 7 5800X 8-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 22.04 - 5.18.0-051800rc2daily20220411-generic - GNOME Shell 42.0
HP Dev One Pop!_OS 22.04 Linux Laptop Benchmarks 11 Systems - 293 Benchmark Results	Intel Core i5-8500T - LENOVO 3135 - 16GB Fedora Linux 36 - 5.17.7-300.fc36.x86_64 - GNOME Shell

Amazon EC2 Graviton3 Benchmark Comparison 5 Systems - 94 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 c6g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-1004-aws - GCC 11.2.0
cascade may Featured Vulkan Comparison	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-23-generic - GNOME Shell 40.5
cascade lake summer 2022 3 Systems - 178 Benchmark Results	2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 21.04 - 5.11.0-40-generic - GNOME Shell 3.38.4
xeon june 2 Systems - 86 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 11 - 5.10.0-10-amd64 - X Server
Amazon EC2 c7g.4xlarge Graviton3 4 Systems - 102 Benchmark Results	ARMv8 Neoverse-N1 - QEMU KVM Virtual Machine - Red Hat QEMU PCIe Ubuntu 20.04 - 5.4.0-100-generic - X Server 1.20.13
epyc-7f32-may 3 Systems - 45 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6
EPYC Milan-X Linux 5.19 Benchmarks Featured Kernel Comparison	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 21.04 - 5.17.0-051700-generic - GNOME Shell 3.38.4
june 5960X 3 Systems - 86 Benchmark Results	Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3 Debian 11 - 5.10.0-10-amd64 - 1.0.2
5800x3Dtest1 2 Systems - 7 Benchmark Results
tuxedo extra 2 Systems - 32 Benchmark Results	AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir Root Complex Ubuntu 20.04 - 5.15.0-10025-tuxedo - Budgie
laptop-popos 2 Systems - 119 Benchmark Results	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1
new tests eo may epyc 4 Systems - 71 Benchmark Results	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 21.04 - 5.18.0-clocksource-patch - GNOME Shell 3.38.4
gromacs ren 3 Systems - 18 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.0
renaissance-tensorflow-epyc-1 3 Systems - 12 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 11 - 5.10.0-9-amd64 - GCC 10.2.1 20210110
whiskey may 3 Systems - 77 Benchmark Results	Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP Ubuntu 21.10 - 5.13.0-27-generic - GNOME Shell 40.5