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, 9 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/openvino2020.102020.112020.122021.012021.022021.032021.045001000150020002500
* 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 Fri, 09 Apr 2021 20:20:37 GMT.
Age Gender Recognition Retail 0013 FP3219.8%Age Gender Recognition Retail 0013 FP1620.0%Person Detection 0106 FP1616.0%Face Detection 0106 FP3214.1%Face Detection 0106 FP1614.2%Person Detection 0106 FP3216.0%Model Option PopularityOpenBenchmarking.org
CPU91.9%Intel GPU8.1%Device 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 FP16 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 578 public results since 7 October 2020 with the latest data as of 23 March 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
8
54884 +/- 1161
100th
5
47988 +/- 549
98th
12
43293 +/- 3101
97th
6
39901 +/- 455
94th
13
38301 +/- 748
93rd
4
30250 +/- 218
92nd
4
29435 +/- 228
91st
10
28832 +/- 565
91st
6
28460 +/- 192
89th
4
27420 +/- 192
87th
10
25769 +/- 674
85th
10
23766 +/- 298
85th
6
23480 +/- 66
82nd
10
22943 +/- 124
82nd
3
22893 +/- 105
80th
7
22587 +/- 440
79th
10
21818 +/- 357
77th
8
20015 +/- 77
77th
4
19347 +/- 115
Mid-Tier
75th
< 18803
75th
10
18730 +/- 102
71st
10
16324 +/- 176
69th
9
15832 +/- 38
68th
6
15471 +/- 28
67th
4
14622 +/- 64
67th
3
14609 +/- 7
66th
6
14284 +/- 90
64th
7
13645 +/- 12
63rd
21
13583 +/- 166
60th
10
12996 +/- 189
58th
3
12647 +/- 10
57th
10
12359 +/- 77
55th
12
10935 +/- 55
51st
7
9864 +/- 54
51st
10
9844 +/- 228
Median
50th
9843
50th
13
9834 +/- 213
45th
10
9015 +/- 344
40th
6
6963 +/- 38
40th
9
6933 +/- 205
38th
8
6648 +/- 82
37th
7
6622 +/- 113
35th
6
6314 +/- 30
32nd
7
5482 +/- 31
32nd
9
5444 +/- 198
31st
3
5399 +/- 29
30th
3
5060 +/- 14
28th
14
4925 +/- 111
27th
4
4824 +/- 11
Low-Tier
25th
< 4377
24th
10
4092 +/- 75
23rd
6
3976 +/- 25
22nd
6
3870 +/- 32
21st
3
3716 +/- 4
20th
6
3704 +/- 26
19th
6
3639 +/- 19
18th
3
3417 +/- 22
17th
6
3215 +/- 18
17th
3
2944 +/- 6
15th
6
2895 +/- 5
15th
3
2895 +/- 7
14th
6
2691 +/- 2
12th
6
2540 +/- 15
11th
3
2431 +/- 19
11th
6
2344 +/- 11
9th
3
2227 +/- 2
9th
7
2131 +/- 50
8th
3
2022 +/- 13
7th
3
1969 +/- 7
7th
3
1841 +/- 4
6th
3
1785 +/- 53
6th
3
1742 +/- 20
5th
5
1371 +/- 2
4th
3
1167 +/- 6
4th
3
1005 +/- 4
3rd
3
966 +/- 4
3rd
3
702 +/- 1
2nd
3
470 +/- 3
2nd
3
460 +/- 5
OpenBenchmarking.orgDistribution Of Public Results - Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU578 Results Range From 453 To 55954 FPS453156426753786489760087119823093411045211563126741378514896160071711818229193402045121562226732378424895260062711728228293393045031561326723378334894360053711638227393384044941560426714378244893460044711548226493375044851559526705378154892560031122334455

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU) has an average run-time of 3 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 FP16 - Device: CPURun-Time3691215Min: 1 / Avg: 2.87 / Max: 8

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 FP16 - Device: CPUDeviation246810Min: 0 / Avg: 0.14 / Max: 2

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 FP16 - Device: CPU4681216182432486412848121620

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

3 Systems - 253 Benchmark Results

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

3 Systems - 313 Benchmark Results

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Most Popular Test Results

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11 Systems - 217 Benchmark Results

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3 Systems - 40 Benchmark Results

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3 Systems - 25 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - ASRock X570 Pro4 - AMD Starship

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12 Systems - 229 Benchmark Results

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Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - GNOME Shell 3.36.4

3 Systems - 32 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

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3 Systems - 100 Benchmark Results

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

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12 Systems - 383 Benchmark Results

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