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 Sat, 10 Apr 2021 23:46:43 GMT.
Age Gender Recognition Retail 0013 FP3219.9%Age Gender Recognition Retail 0013 FP1620.1%Person Detection 0106 FP1616.1%Face Detection 0106 FP3213.9%Face Detection 0106 FP1613.9%Person Detection 0106 FP3216.1%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 590 public results since 7 October 2020 with the latest data as of 10 April 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
9
54893 +/- 1086
99th
5
47988 +/- 549
98th
12
43293 +/- 3101
97th
8
39891 +/- 385
94th
13
38301 +/- 748
92nd
4
30250 +/- 218
91st
4
29435 +/- 228
90th
10
28832 +/- 565
90th
6
28460 +/- 192
88th
4
27420 +/- 192
87th
10
25769 +/- 674
85th
10
23766 +/- 298
84th
7
23468 +/- 67
82nd
10
22943 +/- 124
82nd
3
22893 +/- 105
80th
7
22587 +/- 440
79th
10
21818 +/- 357
76th
8
20015 +/- 77
76th
4
19347 +/- 115
Mid-Tier
75th
< 19317
74th
10
18730 +/- 102
70th
10
16324 +/- 176
68th
9
15832 +/- 38
67th
6
15471 +/- 28
66th
4
14622 +/- 64
66th
3
14609 +/- 7
65th
6
14284 +/- 90
63rd
7
13645 +/- 12
62nd
21
13583 +/- 166
59th
10
12996 +/- 189
58th
3
12647 +/- 10
57th
10
12359 +/- 77
54th
12
10935 +/- 55
Median
50th
9967
50th
7
9864 +/- 54
50th
10
9844 +/- 228
49th
13
9834 +/- 213
44th
10
9015 +/- 344
40th
6
6963 +/- 38
39th
9
6933 +/- 205
37th
8
6648 +/- 82
37th
7
6622 +/- 113
35th
6
6314 +/- 30
31st
7
5482 +/- 31
31st
9
5444 +/- 198
31st
3
5399 +/- 29
29th
3
5060 +/- 14
27th
14
4925 +/- 111
27th
4
4824 +/- 11
Low-Tier
25th
< 4461
24th
10
4092 +/- 75
22nd
6
3976 +/- 25
22nd
6
3870 +/- 32
20th
3
3716 +/- 4
20th
6
3704 +/- 26
19th
6
3639 +/- 19
18th
3
3417 +/- 22
17th
6
3215 +/- 18
16th
3
2944 +/- 6
15th
6
2895 +/- 5
15th
3
2895 +/- 7
13th
6
2691 +/- 2
12th
6
2540 +/- 15
11th
3
2431 +/- 19
10th
6
2344 +/- 11
9th
3
2227 +/- 2
8th
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

Recent Test Results

OpenBenchmarking.org Results Compare

26 Systems - 438 Benchmark Results

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Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4

25 Systems - 438 Benchmark Results

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24 Systems - 333 Benchmark Results

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24 Systems - 307 Benchmark Results

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

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2 Systems - 255 Benchmark Results

AMD EPYC 75F3 32-Core - AMD DAYTONA_X - AMD Starship

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

2 Systems - 240 Benchmark Results

2 x Intel Xeon Platinum 8275CL - Amazon EC2 c5d.24xlarge - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-1039-aws - GNOME Shell 3.36.7

1 System - 255 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

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

3 Systems - 253 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

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

3 Systems - 313 Benchmark Results

Intel Core i7-5960X - ASRock X99 Extreme3 - Intel Xeon E7 v3

Ubuntu 20.04 - 5.4.0-58-generic - GNOME Shell 3.36.4

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

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

3 Systems - 40 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

3 Systems - 25 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

12 Systems - 229 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

3 Systems - 131 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-45-generic - GNOME Shell 3.36.4

3 Systems - 31 Benchmark Results

AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship

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 - 5.4.0-28-generic - GNOME Shell 3.36.1

3 Systems - 32 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.36.4

3 Systems - 100 Benchmark Results

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

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

12 Systems - 383 Benchmark Results

AMD Ryzen 9 5900X 12-Core - Gigabyte B550I AORUS PRO AX - AMD Starship

Ubuntu 20.04 - 5.4.0-53-generic - GNOME Shell 3.36.4

3 Systems - 23 Benchmark Results

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

Ubuntu 20.04 - 5.9.0-050900rc6daily20200926-generic - GNOME Shell 3.36.4

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