OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models.

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

Project Site

github.com

Test Created

7 October 2020

Last Updated

19 November 2020

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

16 Minutes, 38 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

5k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsOpenVINO Popularity Statisticspts/openvino2020.102020.112020.122021.015001000150020002500
* 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, 27 Jan 2021 09:47:42 GMT.
Age Gender Recognition Retail 0013 FP3217.8%Age Gender Recognition Retail 0013 FP1617.7%Person Detection 0106 FP1616.2%Face Detection 0106 FP3216.0%Face Detection 0106 FP1616.0%Person Detection 0106 FP3216.2%Model Option PopularityOpenBenchmarking.org

Revision History

pts/openvino-1.0.4   [View Source]   Thu, 19 Nov 2020 13:48:10 GMT
Fix for running OpenVINO on AArch64.

pts/openvino-1.0.3   [View Source]   Thu, 08 Oct 2020 18:19:27 GMT
Expose Intel GPU option that works on Intel GPU setups having their GPU compute stack installed at OpenVINO build time.

pts/openvino-1.0.2   [View Source]   Wed, 07 Oct 2020 20:43:13 GMT
Add python2 as a system dependency - still needed for OpenVINO, yuck.

pts/openvino-1.0.1   [View Source]   Wed, 07 Oct 2020 18:36:20 GMT
Ensure OpenCV gets included as a system dependency.

pts/openvino-1.0.0   [View Source]   Wed, 07 Oct 2020 16:55:46 GMT
Initial commit of OpenVINO benchmark.

Suites Using This Test

Multi-Core

Machine Learning

Intel oneAPI

Creator Workloads

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

OpenVINO 2021.1

Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 436 public results since 7 October 2020 with the latest data as of 27 January 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)
100th
7
40760 +/- 449
91st
4
22154 +/- 557
90th
7
21614 +/- 17
82nd
9
15849 +/- 15
80th
6
15456 +/- 28
79th
3
14560 +/- 33
76th
7
13696 +/- 22
Mid-Tier
75th
< 13573
72nd
21
13467 +/- 127
69th
10
12490 +/- 119
68th
3
12475 +/- 29
64th
12
10973 +/- 53
62nd
7
9818 +/- 20
60th
9
9773 +/- 166
51st
9
6933 +/- 176
Median
50th
6898
50th
6
6877 +/- 18
47th
7
6696 +/- 52
45th
4
6216 +/- 13
44th
6
6127 +/- 38
39th
7
5469 +/- 19
39th
9
5408 +/- 169
38th
3
5343 +/- 20
37th
3
5068 +/- 9
35th
9
4915 +/- 120
35th
4
4831 +/- 15
29th
6
3959 +/- 33
28th
6
3879 +/- 43
27th
6
3739 +/- 49
26th
3
3703 +/- 8
Low-Tier
25th
< 3559
25th
6
3549 +/- 6
24th
3
3340 +/- 29
23rd
6
3217 +/- 12
21st
3
2945 +/- 12
21st
3
2903 +/- 17
20th
6
2896 +/- 6
17th
6
2692 +/- 3
16th
6
2547 +/- 5
14th
3
2413 +/- 25
13th
6
2338 +/- 8
12th
3
2230 +/- 6
11th
7
2100 +/- 38
10th
3
2019 +/- 7
9th
3
1946 +/- 10
8th
3
1815 +/- 10
8th
3
1760 +/- 56
7th
3
1733 +/- 5
6th
5
1370 +/- 2
5th
3
1163 +/- 13
4th
3
987 +/- 2
4th
3
969 +/- 1
3rd
3
693 +/- 2
2nd
3
470 +/- 6
2nd
3
459 +/- 5
OpenBenchmarking.orgDistribution Of Public Results - Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU436 Results Range From 453 To 41184 FPS45312682083289837134528534361586973778886039418102331104811863126781349314308151231593816753175681838319198200132082821643224582327324088249032571826533273482816328978297933060831423322383305333868346833549836313371283794338758395734038841203918273645

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU) has an average run-time of 4 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 BenchmarkModel: Age Gender Recognition Retail 0013 FP32 - Device: CPURun-Time246810Min: 3 / Avg: 3 / Max: 3

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 RunsModel: Age Gender Recognition Retail 0013 FP32 - Device: CPUDeviation246810Min: 0 / Avg: 0.12 / Max: 1

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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseOpenVINO CPU Core ScalingModel: Age Gender Recognition Retail 0013 FP32 - Device: CPU46812162432642.054.16.158.210.25

Recent Test Results

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Most Popular Test Results

OpenBenchmarking.org Results Compare

11 Systems - 217 Benchmark Results

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

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3 Systems - 25 Benchmark Results

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3 Systems - 40 Benchmark Results

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3 Systems - 131 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

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3 Systems - 31 Benchmark Results

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AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

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AMD Ryzen Threadripper 2970WX 24-Core - Gigabyte X399 AORUS Gaming 7 - AMD 17h

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12 Systems - 229 Benchmark Results

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

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