TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics.

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

Project Site

tensorflow.org

Source Repository

github.com

Test Created

6 February 2017

Last Updated

26 March 2024

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

1 Minute, 10 Seconds

Average Run Time

1 Minute, 51 Seconds

Test Dependencies

Python

Accolades

90k+ 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 updated weekly as of 2 October 2024.

Revision History

pts/tensorflow-2.2.0 [View Source] Tue, 26 Mar 2024 13:32:06 GMT
Update against TensorFlow 2.16.1 upstream.

pts/tensorflow-2.1.1 [View Source] Sat, 06 Jan 2024 17:48:46 GMT
Add NVIDIA GPU CUDA option.

pts/tensorflow-2.1.0 [View Source] Tue, 28 Mar 2023 16:38:47 GMT
Update against TensorFlow 2.12 upstream to work with newer distros / Python.

pts/tensorflow-2.0.0 [View Source] Fri, 07 Oct 2022 12:18:59 GMT
Update this, get it going against TF 2.10 upstream...

pts/tensorflow-1.1.0 [View Source] Fri, 06 Mar 2020 07:23:10 GMT
Rework test, increase max steps to 1000

pts/tensorflow-1.0.0 [View Source] Mon, 06 Feb 2017 18:08:28 GMT
Initial commit of TensorFlow benchmark

Suites Using This Test

Machine Learning

HPC - High Performance Computing

CPU Massive

Performance Metrics

Analyze Test Configuration:

TensorFlow 2.16.1

Device: CPU - Batch Size: 64 - Model: ResNet-50

OpenBenchmarking.org metrics for this test profile configuration based on 380 public results since 26 March 2024 with the latest data as of 2 October 2024.

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

images/sec (Average)

2 x INTEL XEON PLATINUM 8592

96th

93 ^{+/- 1}

AMD EPYC 8534P 64-Core

93rd

89 ^{+/- 1}

2 x AMD EPYC 9684X 96-Core

92nd

88 ^{+/- 1}

AMD Ryzen Threadripper 7980X 64-Cores

89th

AMD Ryzen 9 9950X 16-Core

85th

53 ^{+/- 1}

AMD Ryzen 9 9900X 12-Core

78th

Mid-Tier

75th

< 44

AMD Ryzen 9 7950X3D 16-Core

73rd

AMD Ryzen 7 9700X 8-Core

71st

42 ^{+/- 1}

Intel Core i9-10980XE

69th

AMD EPYC 4584PX 16-Core

68th

AMD EPYC 4564P 16-Core

66th

40 ^{+/- 1}

AMD Ryzen 5 9600X 6-Core

66th

39 ^{+/- 1}

AMD Ryzen 9 7900X3D 12-Core

64th

AMD Ryzen 9 7900X 12-Core

62nd

Intel Core i9-14900K

60th

37 ^{+/- 1}

2 x Intel Xeon 6980P

59th

AMD Ryzen 9 7900 12-Core

56th

36 ^{+/- 1}

Intel Core i9-13900K

56th

AMD EPYC 4484PX 12-Core

55th

AMD EPYC 4464P 12-Core

54th

AMD Ryzen 7 7700X 8-Core

53rd

AMD Ryzen 7 7800X3D 8-Core

52nd

Median

50th

AMD Ryzen 7 7700 8-Core

50th

AMD EPYC 4344P 8-Core

49th

AMD EPYC 4364P 8-Core

48th

AMD Ryzen 7 8700G

48th

Intel Core i5-13600K

46th

Intel Core i5-14600K

45th

AMD Ryzen 5 7600 6-Core

41st

26 ^{+/- 1}

AMD Ryzen 5 8600G

40th

26 ^{+/- 1}

Intel Xeon Silver 4216

40th

AMD EPYC 4244P 6-Core

39th

AMD Ryzen 5 8400F 6-Core

38th

AMD Ryzen AI 9 HX 370

38th

25 ^{+/- 2}

AMD Ryzen 5 7600X 6-Core

36th

Intel Xeon E E-2488

33rd

Intel Core i5-14500

32nd

22 ^{+/- 2}

Intel Core i5-13400

30th

Intel Core i5-14400F

28th

20 ^{+/- 1}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

27th

Low-Tier

25th

< 20

AMD EPYC 4124P 4-Core

25th

Intel Core i3-14100

24th

Intel Core Ultra 7 155H

21st

AMD Ryzen Threadripper 3970X 32-Core

19th

Intel Core i7-1280P

19th

14 ^{+/- 1}

AMD Ryzen 7 5800X3D 8-Core

19th

AMD EPYC 7F32 8-Core

16th

11 ^{+/- 1}

AMD Ryzen 9 5900X 12-Core

16th

AMD Ryzen 7 5800X 8-Core

16th

AMD Ryzen 9 5950X 16-Core

13th

AMD Ryzen 5 5600X 6-Core

11th

AMD Ryzen 5 5500

10th

AMD Ryzen 7 3800XT 8-Core

8th

Intel Core i7-1065G7

6th

AMD Ryzen 9 5900HX

6th

AMD Ryzen 7 PRO 5850U

5th

AMD Ryzen 5 5500U

4th

Based on OpenBenchmarking.org data, the selected test / test configuration (TensorFlow 2.16.1 - Device: CPU - Batch Size: 64 - Model: ResNet-50) has an average run-time of 15 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.

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)

a 1 System - 1 Benchmark Result	Intel Core i7-14700K - ASUS Pro WS W680-ACE IPMI - Intel Alder Lake-S PCH Fedora Linux 40 - 6.8.5-301.fc40.x86_64 - GCC 14.0.1 20240411
junk2 1 System - 58 Benchmark Results	AMD Ryzen 7 7700X 8-Core - ASUS ROG STRIX B650-A GAMING WIFI - AMD Device 14d8 EndeavourOS rolling - 6.10.10-arch1-1 - KDE Plasma 6.1.5
jet2 1 System - 52 Benchmark Results	Intel N97 - GMKtec - Intel Alder Lake-N PCH Debian 12 - 6.1.0-25-amd64 - GCC 12.2.0
snapdeb 1 System - 85 Benchmark Results	Qualcomm - 8GB - 0GB Virtual Disk + 2GB Virtual Disk + 2 x 1100GB Virtual Disk Debian GNU - 5.15.153.1-microsoft-standard-WSL2 - Wayland
8845HS Featured Graphics Comparison	AMD Radeon RX 7600 - AMD Radeon RX 7600M XT 8GB
tflite 1 System - 6 Benchmark Results	ARMv8 Cortex-A78E - NVIDIA Jetson Orin NX Engineering Developer Kit - 16GB Ubuntu 22.04 - 5.15.136-tegra - GNOME Shell 42.9
tflite 1 System - 6 Benchmark Results	ARMv8 Cortex-A78E - NVIDIA Jetson Orin Nano Developer Kit - 8GB Ubuntu 22.04 - 5.15.136-tegra - GNOME Shell 42.9
tflite 1 System - 6 Benchmark Results	ARMv8 Cortex-A78E - NVIDIA Jetson AGX Orin Developer Kit - 30GB Ubuntu 22.04 - 5.15.136-tegra - GNOME Shell 42.9
pytorch.txt 1 System - 6 Benchmark Results	ARMv8 Cortex-A78E - NVIDIA Jetson Orin NX Engineering Developer Kit - 16GB Ubuntu 22.04 - 5.15.136-tegra - GNOME Shell 42.9
nobara 1 System - 90 Benchmark Results	QEMU Virtual 2.5+ - QEMU Standard PC - Intel 440FX 82441FX PMC NobaraLinux 40 - 6.10.6-200.fsync.fc40.x86_64 - KDE Plasma 6.1.3
Intel Core i7-1185G7E Performance 1 System - 4 Benchmark Results	Intel Core i7-1185G7E - Rockwell Automation/Allen-Bradley 6300B-JB1 MB1561 v1.1 - Intel Tiger Lake-LP Debian 12 - 6.1.0-23-amd64 - KDE Plasma 5.27.5
Intel Core i7-1185G7E Benchmarks 1 System - 7 Benchmark Results	Intel Core i7-1185G7E - Rockwell Automation/Allen-Bradley 6300B-JB1 MB1561 v1.1 - Intel Tiger Lake-LP Debian 12 - 6.1.0-23-amd64 - KDE Plasma 5.27.5
Intel Core i7-1185G7E On Debian 12 1 System - 3 Benchmark Results	Intel Core i7-1185G7E - Rockwell Automation/Allen-Bradley 6300B-JB1 MB1561 v1.1 - Intel Tiger Lake-LP Debian 12 - 6.1.0-23-amd64 - KDE Plasma 5.27.5
Intel Core i7-1185G7E On Debian 12 1 System - 5 Benchmark Results	Intel Core i7-1185G7E - Rockwell Automation/Allen-Bradley 6300B-JB1 MB1561 v1.1 - Intel Tiger Lake-LP Debian 12 - 6.1.0-23-amd64 - KDE Plasma 5.27.5
Debian 12 Performance 1 System - 8 Benchmark Results	Intel Core i7-1185G7E - Rockwell Automation/Allen-Bradley 6300B-JB1 MB1561 v1.1 - Intel Tiger Lake-LP Debian 12 - 6.1.0-23-amd64 - KDE Plasma 5.27.5

Linux - Intel Meteor Lake vs. AMD Zen 4 Laptop Benchmarks 3 Systems - 413 Benchmark Results	AMD Ryzen 7 7840U - Framework Laptop 13 - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
Intel and AMD Desktop CPUs Mid 2024 Linux Benchmarks 18 Systems - 442 Benchmark Results	AMD Ryzen 5 7600 6-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0
new week 2 Systems - 57 Benchmark Results	AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship Ubuntu 23.10 - 6.5.0-26-generic - GNOME Shell 45.0
14900k tues 2 Systems - 26 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.10 - 6.8.0-phx - GNOME Shell 45.1
epyc siena 2 Systems - 29 Benchmark Results	AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.8.1-060801-generic - GNOME Shell 45.2
Xeon Max Linux 6.9 Kernel Benchmarks Featured Kernel Comparison	2 x Intel Xeon Max 9480 - Supermicro SYS-221H-TNR X13DEM v1.10 - Intel Device 1bce Ubuntu 23.10 - 6.8.0-060800-generic - GNOME Shell 45.0
blender tensorflow tests 2 Systems - 40 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
5900hx eo q1 2 Systems - 42 Benchmark Results	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0
emr march 2 Systems - 32 Benchmark Results	2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0
newa 2 Systems - 22 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-18-amd64 - X Server 1.20.11
icelake march 2 Systems - 108 Benchmark Results	Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
tests 2 Systems - 42 Benchmark Results	AMD Ryzen 5 5500U - NB01 TUXEDO Aura 15 Gen2 NL5xNU - AMD Renoir Tuxedo 22.04 - 6.5.0-10027-tuxedo - KDE Plasma 5.27.10
9684x-march 3 Systems - 55 Benchmark Results	2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-25-generic - GCC 13.2.0
Desktop Mid 2024 Featured Processor Comparison	AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0
bled 2 Systems - 22 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server

TensorFlow

Project Site

Source Repository

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

TensorFlow 2.16.1

Device: CPU - Batch Size: 64 - Model: ResNet-50

Tested CPU Architectures

Recent Test Results

Most Popular Test Results