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, 9 Seconds

Average Run Time

1 Minute, 51 Seconds

Test Dependencies

Python

Accolades

90k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsTensorflow Popularity Statisticspts/tensorflow2017.022017.052017.082017.112018.022018.052018.082018.112019.022019.052019.082019.112020.022020.052020.082020.112021.022021.052021.082021.112022.022022.052022.082022.112023.022023.052023.082023.112024.022024.052024.086K12K18K24K30K
* 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 17 September 2024.
3213.8%25616.6%119.4%6420.0%51214.5%1615.7%Batch Size Option PopularityOpenBenchmarking.org
GoogLeNet30.1%AlexNet28.2%ResNet-5041.7%Model Option PopularityOpenBenchmarking.org

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 359 public results since 26 March 2024 with the latest data as of 10 September 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
98th
6
93 +/- 1
AMD EPYC 8534P 64-Core
95th
5
89 +/- 1
2 x AMD EPYC 9684X 96-Core
93rd
8
88 +/- 1
AMD Ryzen Threadripper 7980X 64-Cores
91st
4
81
AMD Ryzen 9 9950X 16-Core
87th
25
52 +/- 1
AMD Ryzen 9 9900X 12-Core
82nd
6
50
AMD Ryzen 9 7950X3D 16-Core
76th
5
42
Mid-Tier
75th
< 42
AMD Ryzen 7 9700X 8-Core
74th
9
42 +/- 1
Intel Core i9-10980XE
72nd
4
42
AMD EPYC 4584PX 16-Core
71st
4
40
AMD EPYC 4564P 16-Core
69th
5
40 +/- 1
AMD Ryzen 5 9600X 6-Core
69th
9
39 +/- 1
AMD Ryzen 9 7900X3D 12-Core
66th
5
39
AMD Ryzen 9 7900X 12-Core
65th
5
38
Intel Core i9-14900K
62nd
9
37 +/- 1
AMD Ryzen 9 7900 12-Core
59th
8
36 +/- 1
Intel Core i9-13900K
59th
3
36
AMD EPYC 4484PX 12-Core
58th
4
35
AMD EPYC 4464P 12-Core
57th
3
35
AMD Ryzen 7 7700X 8-Core
56th
4
33
AMD Ryzen 7 7800X3D 8-Core
55th
5
32
AMD Ryzen 7 7700 8-Core
53rd
4
32
AMD EPYC 4344P 8-Core
52nd
3
31
AMD EPYC 4364P 8-Core
51st
4
30
Median
50th
30
AMD Ryzen 7 8700G
50th
5
29
Intel Core i5-13600K
49th
3
28
Intel Core i5-14600K
48th
5
28
AMD Ryzen 5 7600 6-Core
43rd
7
26 +/- 1
AMD Ryzen 5 8600G
43rd
5
26 +/- 1
Intel Xeon Silver 4216
43rd
4
26
AMD EPYC 4244P 6-Core
41st
3
26
AMD Ryzen 5 8400F 6-Core
40th
7
25
AMD Ryzen AI 9 HX 370
40th
3
25 +/- 2
AMD Ryzen 5 7600X 6-Core
38th
4
24
Intel Xeon E E-2488
35th
9
23
Intel Core i5-14500
34th
5
22 +/- 2
Intel Core i5-13400
31st
3
21
Intel Core i5-14400F
29th
8
20 +/- 1
AMD Ryzen Threadripper PRO 5965WX 24-Cores
29th
4
20
AMD EPYC 4124P 4-Core
26th
4
19
Low-Tier
25th
< 19
Intel Core i3-14100
25th
5
17
Intel Core Ultra 7 155H
22nd
7
15
AMD Ryzen Threadripper 3970X 32-Core
20th
3
14
Intel Core i7-1280P
20th
5
14 +/- 1
AMD Ryzen 7 5800X3D 8-Core
20th
5
13
AMD EPYC 7F32 8-Core
17th
4
11 +/- 1
AMD Ryzen 7 5800X 8-Core
17th
5
11
AMD Ryzen 9 5900X 12-Core
17th
6
11
AMD Ryzen 9 5950X 16-Core
13th
5
10
AMD Ryzen 5 5600X 6-Core
12th
4
10
AMD Ryzen 5 5500
10th
5
9
AMD Ryzen 7 3800XT 8-Core
8th
4
9
Intel Core i7-1065G7
7th
4
8
AMD Ryzen 9 5900HX
6th
5
8
AMD Ryzen 7 PRO 5850U
5th
4
7
AMD Ryzen 5 5500U
4th
4
6
OpenBenchmarking.orgDistribution Of Public Results - Device: CPU - Batch Size: 64 - Model: ResNet-50359 Results Range From 5 To 121 images/sec515253545556575859510511512520406080100

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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkDevice: CPU - Batch Size: 64 - Model: ResNet-50Run-Time1020304050Min: 3 / Avg: 14.44 / Max: 49

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)

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 52 Benchmark Results

Intel N97 - GMKtec - Intel Alder Lake-N PCH

Debian 12 - 6.1.0-25-amd64 - GCC 12.2.0

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

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

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

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

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

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

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

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

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

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

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

1 System - 6 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

1 System - 9 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

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 413 Benchmark Results

Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f

Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0

18 Systems - 442 Benchmark Results

AMD Ryzen 7 8700G - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14e8

Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0

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

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

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

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

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

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

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

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

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

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

2 Systems - 22 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

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
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