Tensorflow Benchmark - OpenBenchmarking.org

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.

* 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 13 April 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

Performance Metrics

TensorFlow 2.16.1

Device: CPU - Batch Size: 1 - Model: GoogLeNet

OpenBenchmarking.org metrics for this test profile configuration based on 104 public results since 26 March 2024 with the latest data as of 17 April 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)

AMD Ryzen 9 7950X 16-Core

99th

60.8 ^{+/- 0.7}

Intel Core i9-14900K

95th

56.5 ^{+/- 0.1}

Intel Core i9-10980XE

91st

51.0 ^{+/- 0.5}

Intel Xeon E E-2488

89th

50.5

AMD Ryzen Threadripper 7980X 64-Cores

82nd

48.3

Mid-Tier

75th

< 37.8

AMD EPYC 8534P 64-Core

75th

36.6 ^{+/- 1.5}

Intel Core i7-1280P

73rd

34.0

Intel Core Ultra 7 155H

66th

30.3 ^{+/- 0.7}

Intel Xeon Silver 4216

62nd

29.4 ^{+/- 0.2}

Intel Core i7-1065G7

58th

22.7 ^{+/- 0.6}

AMD Ryzen 7 3800XT 8-Core

53rd

14.8

Median

50th

13.5

AMD Ryzen 9 5900HX

43rd

13.1 ^{+/- 0.1}

2 x INTEL XEON PLATINUM 8592

43rd

13.1 ^{+/- 0.3}

2 x AMD EPYC 9684X 96-Core

41st

13.0 ^{+/- 0.4}

AMD Ryzen 7 PRO 5850U

37th

12.9

AMD EPYC 7F32 8-Core

30th

12.6 ^{+/- 0.2}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

27th

12.5 ^{+/- 0.3}

Low-Tier

25th

< 12.3

AMD Ryzen Threadripper 3970X 32-Core

22nd

11.2 ^{+/- 0.1}

AMD Ryzen 5 5500U

21st

10.8

AMD Ryzen 7 4700U

12th

9.2 ^{+/- 0.1}

Intel Core i7-5960X

8th

6.7

2 x Intel Xeon Max 9480

3rd

6.0

Based on OpenBenchmarking.org data, the selected test / test configuration (TensorFlow 2.16.1 - Device: CPU - Batch Size: 1 - Model: GoogLeNet) has an average run-time of 4 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.

dual-epyc-7551-tensorflow-benchmark-memory-channel-tdp-250w-cli-2024-04-15 1 System - 1 Benchmark Result	2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h Ubuntu 22.04 - 6.8.6-060806-generic - X Server 1.21.1.4
dddd 2 Systems - 219 Benchmark Results	AMD Ryzen 7 7840HS - Framework Laptop 16 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
sssf 3 Systems - 131 Benchmark Results	AMD Ryzen 7 4700U - LENOVO IdeaPad 5 14ARE05 LNVNB161216 - AMD Renoir Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0
dlda 2 Systems - 47 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-18-generic - GNOME Shell 42.2
lfld 3 Systems - 58 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-25-generic - GNOME Shell 42.2
pi5 1 System - 79 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - 4096MB Debian 12 - 6.6.20+rpt-rpi-2712 - X Server
edge2 1 System - 80 Benchmark Results	ARMv8 Cortex-A76 - Khadas Edge2 - 16GB Ubuntu 22.04 - 5.10.198 - 1.3.255
orin 1 System - 80 Benchmark Results	ARMv8 Cortex-A78E - EDK II 4.1-33958178 - 8GB Ubuntu 20.04 - 5.10.120-tegra - GNOME Shell 3.36.9
mixtile 1 System - 80 Benchmark Results	ARMv8 Cortex-A76 - Mixtile Core 3588E - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9
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
e5-2696v4-dual-tensorflow-benchmark-2024-03-30 1 System - 1 Benchmark Result	2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D8 WS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.5.0-25-generic - X Server 1.21.1.4
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
dldl 2 Systems - 41 Benchmark Results	Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
fedora-beta-40 Featured Kernel Comparison	6.8.1-300.fc40.x86_64 - 6.8.2-300.fc40.x86_64
fedora-beta-40 Featured Kernel Comparison	6.8.1-300.fc40.x86_64 - 6.8.2-300.fc40.x86_64

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
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
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
tf blend 2 Systems - 27 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
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
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
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
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
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
ble 2 Systems - 30 Benchmark Results	Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3 Debian 12 - 6.1.0-11-amd64 - GCC 12.2.0
9684x-march 2 Systems - 49 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
ldld 2 Systems - 34 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 23.10 - 6.8.0-060800rc1daily20240126-generic - GNOME Shell 45.2
threadripper tensorflow 2.16 2 Systems - 18 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-26-generic - GNOME Shell 45.2
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
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: 1 - Model: GoogLeNet

Tested CPU Architectures

Recent Test Results

Most Popular Test Results