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

18 Seconds

Average Run Time

8 Minutes, 22 Seconds

Test Dependencies

Python + OpenCL

Accolades

30k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsPlaidML Popularity Statisticspts/plaidml2019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.1110002000300040005000
* 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 November 2022.
No90.0%Yes10.0%FP16 Option PopularityOpenBenchmarking.org
Training5.3%Inference94.7%Mode Option PopularityOpenBenchmarking.org
Mobilenet20.7%VGG1917.9%Inception V38.0%DenseNet 2017.7%ResNet 5016.7%IMDB LSTM10.8%VGG1618.2%Network Option PopularityOpenBenchmarking.org
OpenCL45.7%CPU54.3%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: ResNet 50 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 14 public results since 10 January 2019 with the latest data as of 31 January 2019.

Additional benchmark metrics will come after OpenBenchmarking.org has collected a sufficient data-set.

OpenBenchmarking.orgDistribution Of Public Results - FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU14 Results Range From 4 To 16 Examples Per Second45678910111213141516246810

Based on OpenBenchmarking.org data, the selected test / test configuration (PlaidML - FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU) has an average run-time of 10 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: ResNet 50 - Device: CPURun-Time612182430Min: 5 / Avg: 9.86 / Max: 25

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: ResNet 50 - Device: CPUDeviation246810Min: 0 / Avg: 0.08 / Max: 1

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 - 162 Benchmark Results

Intel Celeron J1800 - LENOVO Aptio CRB - 4096MB

Alpine Linux v3.17 3.17.0_rc1 - 5.15.78-0-lts - ext4

1 System - 78 Benchmark Results

Intel Core i5-4250U - Apple MacBook Air - Apple SSD

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0

1 System - 149 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7 - 20.6.0 - GCC 13.0.0 + Clang 13.0.0

1 System - 78 Benchmark Results

Intel Core i5-4250U - Apple MacBook Air - Apple SSD

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0

1 System - 78 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7 - 20.6.0 - GCC 13.0.0 + Clang 13.0.0

1 System - 147 Benchmark Results

Apple M1 - Apple Mac mini - 8GB

macOS 12.0.1 - 21.1.0 - GCC 13.0.0 + Clang 13.0.0 + Xcode 13.1

1 System - 147 Benchmark Results

Apple M1 - Apple Mac mini - 8GB

macOS 12.0.1 - 21.1.0 - GCC 13.0.0 + Clang 13.0.0 + Xcode 13.1

1 System - 186 Benchmark Results

Intel Core i7-3615QM - Apple Mac mini - Intel 7

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0 + Xcode 12.4

1 System - 186 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7 - 20.6.0 - GCC 13.0.0 + Clang 13.0.0

3 Systems - 75 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 - 366 Benchmark Results

2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell

1 System - 645 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

1 System - 328 Benchmark Results

Intel Core i5-7300U - LENOVO 20J9S2TN00 - Intel Xeon E3-1200 v6

Ubuntu 22.04 - 5.15.0-25-generic - KDE Plasma 5.24.4

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