PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks.

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

Project Site

github.com

Test Created

10 January 2019

Last Updated

26 September 2019

Test Maintainer

Michael Larabel 

Test Type

Graphics

Average Install Time

23 Seconds

Average Run Time

8 Minutes, 22 Seconds

Test Dependencies

Python + OpenCL

Accolades

20k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsPlaidML Popularity Statisticspts/plaidml2019.012019.022019.032019.042019.052019.062019.072019.082019.092019.102019.112019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.108001600240032004000
* 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 28 October 2021.
No81.0%Yes19.0%FP16 Option PopularityOpenBenchmarking.org
Mobilenet40.0%VGG197.3%DenseNet 20118.7%ResNet 506.5%IMDB LSTM20.2%VGG167.3%Network Option PopularityOpenBenchmarking.org
OpenCL78.5%CPU21.5%Device Option PopularityOpenBenchmarking.org

Revision History

pts/plaidml-1.0.4   [View Source]   Thu, 26 Sep 2019 14:22:09 GMT
Fixes for latest upstream PlaidML working around configuration files and library issues.

pts/plaidml-1.0.3   [View Source]   Sun, 27 Jan 2019 16:21:22 GMT
Set RequiresDisplay = FALSE

pts/plaidml-1.0.2   [View Source]   Fri, 11 Jan 2019 12:06:07 GMT
Always set --user for pip3 to avoid issues on some distros.

pts/plaidml-1.0.1   [View Source]   Thu, 10 Jan 2019 14:30:27 GMT
Add --train option which works in some configurations.

pts/plaidml-1.0.0   [View Source]   Thu, 10 Jan 2019 10:51:47 GMT
Initial commit of PlaidML deep learning framework benchmark, plaidbench.

Suites Using This Test

Machine Learning

CPU Massive

HPC - High Performance Computing

NVIDIA GPU Compute


Performance Metrics

Analyze Test Configuration:

PlaidML

FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.org metrics for this test profile configuration based on 2,173 public results since 26 September 2019 with the latest data as of 17 February 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.

OpenBenchmarking.orgDistribution Of Public Results - FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL2173 Results Range From 10 To 3835 FPS108716424131839547254962670378085793410111088116512421319139614731550162717041781185819352012208921662243232023972474255126282705278228592936301330903167324433213398347535523629370637833860150300450600750

Based on OpenBenchmarking.org data, the selected test / test configuration (PlaidML - FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL) has an average run-time of 2 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 BenchmarkFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRun-Time246810Min: 1 / Avg: 1.01 / Max: 2

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLDeviation246810Min: 0 / Avg: 0.11 / Max: 1

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 79 Benchmark Results

AMD Ryzen Threadripper PRO 3955WX 16-Cores - LENOVO 1046 - AMD Starship

Ubuntu 20.04 - 5.10.0-1050-oem - GNOME Shell 3.36.9

1 System - 290 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

4 Systems - 141 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

AlmaLinux 8.4 - 4.18.0-305.el8.x86_64 - GNOME Shell 3.32.2

3 Systems - 141 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

2 Systems - 140 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

1 System - 135 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

2 Systems - 160 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Clear Linux OS 35150 - 5.14.13-1083.native - GNOME Shell 41.0

3 Systems - 210 Benchmark Results

AMD EPYC 74F3 24-Core - ASRockRack ROME2D16-2T - AMD Starship

Ubuntu 21.10 - 5.13.0-16-generic - GNOME Shell 40.5

1 System - 86 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASRock X570 PG Velocita - AMD Starship

Pop 21.04 - 5.11.0-7620-generic - GNOME Shell 3.38.4

1 System - 86 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASRock X570 PG Velocita - AMD Starship

Pop 21.04 - 5.11.0-7620-generic - GNOME Shell 3.38.4

13 Systems - 56 Benchmark Results

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

Arch Linux - 5.12.12-arch1-1 - GCC 11.1.0

2 Systems - 115 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-31-generic - GNOME Shell 3.38.4

1 System - 138 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-31-generic - GNOME Shell 3.38.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 253 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.6.0-1034-oem - GNOME Shell 3.36.4

3 Systems - 75 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.3

2 Systems - 190 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 20.10 - 5.9.1-050901-generic - GNOME Shell 3.38.1

20 Systems - 105 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.4.0-45-generic - GNOME Shell 3.36.4

23 Systems - 123 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.4.0-45-generic - GNOME Shell 3.36.4

25 Systems - 134 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.4.0-45-generic - GNOME Shell 3.36.4

3 Systems - 175 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 20.10 - 5.9.1-050901-generic - GNOME Shell 3.38.1

4 Systems - 175 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef

Ubuntu 20.10 - 5.9.1-050901-generic - GNOME Shell 3.38.1

10 Systems - 204 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.4.0-45-generic - GNOME Shell 3.36.4

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