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, 10 Seconds

Average Run Time

7 Minutes, 46 Seconds

Test Dependencies

Python

Accolades

50k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsTensorflow Popularity Statisticspts/tensorflow2017.022017.042017.062017.082017.102017.122018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.062021.082021.102021.122022.022022.042022.062022.082022.107K14K21K28K35K
* 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 October 2022.

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 165 public results since 6 March 2020 with the latest data as of 25 October 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
79th
4
43 +/- 2
Mid-Tier
75th
> 44
AMD EPYC 7232P 8-Core
30th
3
80 +/- 6
Low-Tier
25th
> 86
AMD Ryzen 7 2700 Eight-Core
19th
3
101 +/- 2
Intel Xeon E3-1270 v5
17th
3
104 +/- 1
Intel Core i7-4790K
13th
3
114
Intel Core i5-2520M
1st
3
546 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Build: Cifar10165 Results Range From 29 To 548 Seconds295275981211441671902132362592823053283513743974204434664895125355581530456075

Based on OpenBenchmarking.org data, the selected test / test configuration (Tensorflow - Build: Cifar10) has an average run-time of 5 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-Time510152025Min: 2 / Avg: 4.66 / Max: 18

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.4%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBuild: Cifar10Deviation246810Min: 0 / Avg: 0.44 / Max: 3

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 rev 0 8-Core

Recent Test Results

OpenBenchmarking.org Results Compare

13 Systems - 228 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

4 Systems - 537 Benchmark Results

AMD Ryzen 9 7900X 12-Core - ASRock X670E Taichi - AMD Device 14d8

Fedora Linux 36 - 6.0.0-0.rc5.20220914git3245cb65fd91.39.vanilla.1.fc36.x86_64 - GNOME Shell 42.4

4 Systems - 361 Benchmark Results

AMD Ryzen 9 7900X 12-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

13 Systems - 333 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

1 System - 50 Benchmark Results

Intel Core i7-3770 - QEMU Standard PC - Intel 82G33

Ubuntu 22.04 - 5.15.0-47-generic - NVIDIA

3 Systems - 221 Benchmark Results

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

Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.2

2 Systems - 240 Benchmark Results

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

Clear Linux OS 36990 - 5.19.6-1185.native - GNOME Shell 42.4

1 System - 232 Benchmark Results

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

CentOS Stream 9 - 5.14.0-148.el9.x86_64 - GNOME Shell 40.10

1 System - 13 Benchmark Results

Intel Core i7-4770 - ASUS H87M-PLUS - Intel 4th Gen Core DRAM

Ubuntu 22.04 - 5.15.0-46-generic - X Server 1.21.1.3

2 Systems - 136 Benchmark Results

ARMv8 Neoverse-N1 - Amazon EC2 m6g.8xlarge - Amazon Device 0200

Ubuntu 22.04 - 5.15.0-1009-aws - GCC 12.0.1 20220319

14 Systems - 229 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

4 Systems - 84 Benchmark Results

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

Clear Linux OS 34630 - 5.10.19-1032.native - GNOME Shell 40.0

3 Systems - 136 Benchmark Results

ARMv8 Neoverse-N1 - KVM Google Compute Engine - 128GB

Ubuntu 22.04 - 5.15.0-1016-gcp - GCC 12.0.1 20220319

3 Systems - 195 Benchmark Results

Apple M2 - Apple MacBook Air - 8GB

Arch rolling - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4

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