Tensorflow

This is a benchmark of the Tensorflow deep learning framework using the CIFAR10 data set.

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

Project Site

tensorflow.org

Test Created

6 February 2017

Last Updated

6 March 2020

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 7 Seconds

Average Run Time

3 Minutes, 4 Seconds

Test Dependencies

Python

Accolades

40k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsTensorflow Popularity Statisticspts/tensorflow2017.022017.042017.062017.082017.102017.122018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.062021.085K10K15K20K25K
* 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 16 September 2021.

Revision History

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

CPU Massive

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Tensorflow

Build: Cifar10

OpenBenchmarking.org metrics for this test profile configuration based on 241 public results since 6 March 2020 with the latest data as of 31 August 2021.

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
Seconds (Average)
AMD Ryzen Threadripper 3970X 32-Core
86th
4
43 +/- 2
Mid-Tier
75th
> 50
AMD EPYC 7232P 8-Core
52nd
3
80 +/- 6
Median
50th
82
AMD Ryzen 7 2700 Eight-Core
45th
3
101 +/- 2
Intel Xeon E3-1270 v5
44th
3
104 +/- 1
Intel Core i7-4790K
41st
3
114
Low-Tier
25th
> 261
ARMv8 rev 0 8-Core
3rd
78
261
Intel Core i5-2520M
1st
3
546 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Build: Cifar10240 Results Range From 29 To 548 Seconds2952759812114416719021323625928230532835137439742044346648951253555820406080100

Based on OpenBenchmarking.org data, the selected test / test configuration (Tensorflow - Build: Cifar10) has an average run-time of 3 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 BenchmarkBuild: Cifar10Run-Time48121620Min: 1 / Avg: 3.27 / Max: 17

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.3%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBuild: Cifar10Deviation246810Min: 0 / Avg: 0.27 / Max: 3

Recent Test Results

OpenBenchmarking.org Results Compare

13 Systems - 56 Benchmark Results

AMD EPYC 7543 32-Core - TYAN S8036GM2NE-LE - AMD Starship

Rocky Linux 8.4 - 4.18.0-305.3.1.el8_4.x86_64 - GNOME Shell 3.32.2

1 System - 1 Benchmark Result

20 x Intel Xeon Gold 6230 - QEMU Standard PC - Intel 82G33

Debian 10 - 4.19.0-17-amd64 - X Server

11 Systems - 260 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Ubuntu 20.04 - 5.11.0-051100-generic - GNOME Shell 3.36.4

10 Systems - 259 Benchmark Results

2 x AMD EPYC 75F3 32-Core - GIGABYTE MZ72-HB0-00 v01000100 - AMD Starship

Ubuntu 21.10 - 5.11.0-20-generic - KDE Plasma 5.22.4

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 2 Benchmark Results

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 1 Benchmark Result

Intel Core i5-4590 - Dell 0WMJ54 - 16GB

Ubuntu 20.04.1 LTS - 5.14.0-0.rc6.46.fc35.x86_64 - i915

1 System - 216 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.11.0-25-generic - GNOME Shell 3.38.4

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