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 UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsPlaidML Popularity Statisticspts/plaidml2019.012019.022019.032019.042019.052019.062019.072019.082019.092019.102019.112019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.057001400210028003500
* 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.
Data current as of Wed, 12 May 2021 05:00:43 GMT.
No87.0%Yes13.0%FP16 Option PopularityOpenBenchmarking.org
Training5.5%Inference94.5%Mode Option PopularityOpenBenchmarking.org
Mobilenet26.9%VGG1913.7%Inception V38.3%DenseNet 20110.6%ResNet 5012.6%IMDB LSTM13.9%VGG1614.0%Network Option PopularityOpenBenchmarking.org
OpenCL56.2%CPU43.8%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: VGG19 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 510 public results since 10 January 2019 with the latest data as of 3 May 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
# Matching Public Results
FPS (Average)
99th
4
32.0 +/- 0.3
97th
7
30.7 +/- 0.5
92nd
5
28.9 +/- 0.9
92nd
6
28.7 +/- 0.2
89th
6
27.3 +/- 3.1
88th
5
27.1 +/- 0.5
88th
4
26.9 +/- 0.9
87th
5
26.8 +/- 0.2
87th
9
26.6 +/- 0.2
83rd
3
26.2 +/- 0.4
83rd
6
26.1 +/- 0.3
82nd
5
26.1 +/- 0.4
77th
15
25.5 +/- 1.1
Mid-Tier
75th
< 25.2
74th
4
25.0 +/- 0.3
72nd
8
24.7 +/- 0.6
72nd
5
24.6 +/- 0.9
70th
8
24.4 +/- 0.5
70th
6
24.4 +/- 0.8
68th
5
24.2 +/- 1.4
65th
5
24.0 +/- 0.1
64th
5
23.9 +/- 1.0
58th
15
23.3 +/- 1.1
58th
5
23.2 +/- 1.1
56th
10
23.1 +/- 0.3
55th
6
22.9 +/- 0.7
55th
10
22.8 +/- 1.3
54th
6
22.7 +/- 0.2
Median
50th
22.4
49th
5
22.2 +/- 1.0
46th
11
21.3 +/- 0.5
44th
7
20.6 +/- 0.6
43rd
3
20.3 +/- 0.4
41st
5
19.4 +/- 2.4
40th
7
19.2 +/- 0.8
40th
4
19.1 +/- 0.1
39th
6
18.8 +/- 0.4
37th
8
18.6 +/- 0.4
33rd
10
17.8 +/- 0.4
33rd
7
17.7 +/- 0.1
32nd
17
17.7 +/- 0.4
26th
3
16.6 +/- 2.2
Low-Tier
25th
< 16.6
25th
8
16.5 +/- 0.5
24th
8
16.1 +/- 0.5
20th
11
15.5 +/- 0.6
11th
4
12.3 +/- 0.5
9th
4
11.2 +/- 0.1
8th
4
10.8 +/- 0.2
7th
11
9.4 +/- 0.1
OpenBenchmarking.orgDistribution Of Public Results - FP16: No - Mode: Inference - Network: VGG19 - Device: CPU510 Results Range From 0 To 35 FPS0369121518212427303336306090120150

Based on OpenBenchmarking.org data, the selected test / test configuration (PlaidML - FP16: No - Mode: Inference - Network: VGG19 - 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: VGG19 - Device: CPURun-Time612182430Min: 2 / Avg: 9.56 / Max: 29

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.1%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsFP16: No - Mode: Inference - Network: VGG19 - Device: CPUDeviation246810Min: 0 / Avg: 1.05 / Max: 5

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

OpenBenchmarking.orgRelative Core Scaling To BasePlaidML CPU Core ScalingFP16: No - Mode: Inference - Network: VGG19 - Device: CPU81216243248641.39582.79164.18745.58326.979

Recent Test Results

OpenBenchmarking.org Results Compare

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

1 System - 732 Benchmark Results

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

Ubuntu 20.04 - 5.11.6-051106-generic - GNOME Shell 3.36.4

3 Systems - 101 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-50-generic - GNOME Shell 3.38.1

2 Systems - 434 Benchmark Results

AMD EPYC 72F3 8-Core - Supermicro H12SSL-i v1.01 - AMD Starship

Ubuntu 21.04 - 5.11.0-16-generic - GNOME Shell 3.38.4

2 Systems - 102 Benchmark Results

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

Clear Linux OS 34530 - 5.10.31-1033.native - GNOME Shell 3.38.4

1 System - 103 Benchmark Results

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

Clear Linux OS 34530 - 5.10.31-1033.native - GNOME Shell 3.38.4

10 Systems - 454 Benchmark Results

Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 95 Benchmark Results

2 x AMD EPYC 7551 32-Core - Microsoft Virtual Machine - 226GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

2 Systems - 86 Benchmark Results

2 x AMD EPYC 7V12 64-Core - Microsoft Virtual Machine - 450GB

CentOS Linux 8 - 4.18.0-147.8.1.el8_1.x86_64 - GCC 8.3.1 20190507

12 Systems - 453 Benchmark Results

Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

9 Systems - 442 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 403 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

3 Systems - 406 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0

8 Systems - 439 Benchmark Results

Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 376 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1

5 Systems - 158 Benchmark Results

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

openSUSE Tumbleweed 20200929 - 5.8.10-1-default - KDE Plasma 5.19.5

6 Systems - 158 Benchmark Results

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

openSUSE Tumbleweed 20200929 - 5.8.10-1-default - KDE Plasma 5.19.5

9 Systems - 412 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-050800rc6daily20200721-generic - GNOME Shell 3.36.1

5 Systems - 385 Benchmark Results

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

Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1

3 Systems - 101 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-16-generic - GNOME Shell 3.38.4

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