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

15 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/plaidml2019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032K4K6K8K10K
* 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 26 March 2024.
No88.1%Yes11.9%FP16 Option PopularityOpenBenchmarking.org
Training6.1%Inference93.9%Mode Option PopularityOpenBenchmarking.org
Mobilenet20.9%VGG1917.3%Inception V37.4%DenseNet 2018.5%ResNet 5015.9%IMDB LSTM10.0%VGG1620.0%Network Option PopularityOpenBenchmarking.org
OpenCL52.9%CPU47.1%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

HPC - High Performance Computing

CPU Massive

NVIDIA GPU Compute


Performance Metrics

Analyze Test Configuration:

PlaidML

FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.org metrics for this test profile configuration based on 38 public results since 10 January 2019 with the latest data as of 30 January 2019.

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

OpenBenchmarking.orgDistribution Of Public Results - FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL38 Results Range From 83 To 977 Examples Per Second83113143173203233263293323353383413443473503533563593623653683713743773803833863893923953983246810

Based on OpenBenchmarking.org data, the selected test / test configuration (PlaidML - FP16: Yes - 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: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRun-Time246810Min: 1 / Avg: 1 / Max: 1

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLDeviation246810Min: 0 / Avg: 0.49 / Max: 2

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 - 133 Benchmark Results

AMD Ryzen Threadripper 7960X 24-Cores - ASRock TRX50 WS - AMD Device 14a4

Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9

1 System - 129 Benchmark Results

AMD Ryzen Threadripper 7960X 24-Cores - ASRock TRX50 WS - AMD Device 14a4

Ubuntu 22.04 - 6.5.0-25-generic - GNOME Shell 42.9

2 Systems - 100 Benchmark Results

14 x Intel Xeon Gold 6342 - Nutanix AHV - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-172-generic - NVIDIA

1 System - 100 Benchmark Results

14 x Intel Xeon Gold 6342 - Nutanix AHV - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-172-generic - NVIDIA

5 Systems - 166 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

1 System - 158 Benchmark Results

Intel Core i7-13700 - HP 895C - Intel Device 7aa7

Linuxmint 21.2 - 6.1.0-1033-oem - Cinnamon 5.8.4

1 System - 158 Benchmark Results

Intel Core i7-13700 - HP 895E - Intel Device 7aa7

Linuxmint 21.2 - 6.1.0-1033-oem - Cinnamon 5.8.4

1 System - 157 Benchmark Results

Intel Core i7-13700 - LENOVO 3333 - Intel Device 7aa7

Linuxmint 21.2 - 5.15.0-94-generic - Cinnamon 5.8.4

4 Systems - 166 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

3 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

3 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

2 Systems - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

1 System - 156 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

1 System - 154 Benchmark Results

Intel Core i9-13900K - ASUS TUF GAMING Z790-PRO WIFI - Intel Device 7a27

EndeavourOS rolling - 6.7.1-arch1-1 - KDE Plasma 5.27.10

Most Popular Test Results

OpenBenchmarking.org Results Compare

15 Systems - 128 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Ubuntu 18.10 - 4.20.3-042003-generic - GNOME Shell 3.30.1

3 Systems - 177 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

2 Systems - 358 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 DESIGNARE - AMD Starship

Ubuntu 20.04 - 5.13.0-28-generic - X Server 1.20.11

2 Systems - 89 Benchmark Results

2 x Intel Xeon Silver 4208 - Dell 0DY2X0 - 64GB

Ubuntu 20.04.4 LTS - 5.10.0-23-amd64 - NVIDIA

2 Systems - 84 Benchmark Results

4 x QEMU Virtual 2.5+ - QEMU Standard PC - Intel 82G33

Ubuntu 22.04 - 5.15.0-72-generic - NVIDIA

11 Systems - 121 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Ubuntu 18.10 - 4.20.3-042003-generic - GNOME Shell 3.30.1

15 Systems - 34 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Ubuntu 18.10 - 5.0.0-050000rc4-generic - GNOME Shell 3.30.1

14 Systems - 124 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Ubuntu 18.10 - 4.20.3-042003-generic - GNOME Shell 3.30.1

2 Systems - 124 Benchmark Results

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

Linuxmint 21.1 - 5.15.0-58-generic - Cinnamon 5.6.7

2 Systems - 138 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

Gentoo 2.14 - 6.6.0-gentoo-x86_64 - X Server 1.21.1.9

18 Systems - 34 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Ubuntu 18.10 - 4.20.3-042003-generic - GNOME Shell 3.30.1

4 Systems - 177 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

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