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

openvino.ai

Source Repository

github.com

Test Created

7 October 2020

Last Updated

29 October 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

22 Minutes, 12 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

300k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenVINO Popularity Statisticspts/openvino2020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.112022.122023.012023.022023.032023.042023.052023.062023.072023.082023.092023.102023.112023.122024.012024.022024.0311K22K33K44K55K
* 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 2 March 2024.
Vehicle Detection FP16-INT86.7%Age Gender Recognition Retail 0013 FP16-INT86.6%Machine Translation EN To DE FP167.7%Face Detection FP166.7%Face Detection FP16-INT86.8%Weld Porosity Detection FP16-INT86.6%Road Segmentation ADAS FP16-INT87.6%Age Gender Recognition Retail 0013 FP166.5%Person Vehicle Bike Detection FP167.8%Person Detection FP167.7%Face Detection Retail FP16-INT88.1%Handwritten English Recognition FP16-INT88.0%Vehicle Detection FP166.6%Weld Porosity Detection FP166.5%Model Option PopularityOpenBenchmarking.org

Revision History

pts/openvino-1.4.0   [View Source]   Sun, 29 Oct 2023 14:20:45 GMT
Update against OpenVINO 2023.2.dev to allow building on Ubuntu 23.10.

pts/openvino-1.3.0   [View Source]   Fri, 29 Sep 2023 10:07:22 GMT
Update against OpenVINO 2023.1 upstream.

pts/openvino-1.2.0   [View Source]   Wed, 21 Dec 2022 18:32:34 GMT
Update against OpenVINO 2022.3 upstream.

pts/openvino-1.1.0   [View Source]   Wed, 31 Aug 2022 15:43:22 GMT
Update against OpenVINO upstream to fix build on newer distros.

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

HPC - High Performance Computing

Intel oneAPI

Creator Workloads


Performance Metrics

Analyze Test Configuration:

OpenVINO 2023.2.dev

Model: Face Detection Retail FP16-INT8 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 484 public results since 29 October 2023 with the latest data as of 4 March 2024.

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
# Compatible Public Results
FPS (Average)
100th
7
40328 +/- 1420
97th
9
33804 +/- 1798
97th
22
33477 +/- 2418
93rd
5
26794 +/- 32
90th
23
24618 +/- 212
79th
4
15946 +/- 149
Mid-Tier
75th
< 14226
74th
6
13526 +/- 17
71st
7
12500 +/- 243
68th
12
11255 +/- 898
68th
8
10602 +/- 771
66th
3
9588 +/- 5
62nd
3
8865 +/- 8
61st
8
8577 +/- 290
59th
4
6644 +/- 1
57th
5
5481 +/- 601
56th
5
5330 +/- 197
55th
9
4663 +/- 181
Median
50th
3549
49th
4
3191 +/- 2
45th
10
2912 +/- 116
39th
3
2102 +/- 49
39th
9
2049 +/- 95
36th
14
1969 +/- 193
35th
8
1814 +/- 113
31st
10
1583 +/- 117
30th
11
1569 +/- 136
30th
4
1568 +/- 12
27th
4
1368 +/- 8
27th
5
1320 +/- 99
26th
7
1205 +/- 89
Low-Tier
25th
< 1174
24th
3
1069 +/- 36
23rd
5
1037 +/- 12
19th
17
913 +/- 26
17th
6
895 +/- 2
16th
4
878 +/- 1
13th
7
764 +/- 71
13th
4
696 +/- 1
11th
4
644 +/- 29
11th
8
632 +/- 26
7th
3
453 +/- 1
5th
5
409 +/- 11
4th
4
365 +/- 2
3rd
4
267 +/- 21
OpenBenchmarking.orgDistribution Of Public Results - Model: Face Detection Retail FP16-INT8 - Device: CPU478 Results Range From 26 To 42408 FPS26874172225703418426651145962681076588506935410202110501189812746135941444215290161381698617834186821953020378212262207422922237702461825466263142716228010288582970630554314023225033098339463479435642364903733838186390343988240730415784242620406080100

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2023.2.dev - Model: Face Detection Retail FP16-INT8 - 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: Face Detection Retail FP16-INT8 - Device: CPURun-Time3691215Min: 3 / Avg: 3.22 / Max: 10

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: Face Detection Retail FP16-INT8 - Device: CPUDeviation246810Min: 0 / Avg: 0.07 / 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: Face Detection Retail FP16-INT8 - Device: CPU468121432566496510152025

Notable Instruction Set Usage

Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.

Instruction Set
Support
Instructions Detected
SSE2 (SSE2)
Used by default on supported hardware.
 
MOVDQA PUNPCKLQDQ CVTSI2SD MULSD MOVDQU MOVAPD DIVSD MOVUPD ADDSD SUBSD COMISD MOVD ANDPD UCOMISD MOVMSKPD XORPD PADDQ PSRLDQ SHUFPD UNPCKHPD CVTTSD2SI PSHUFD PSHUFLW UNPCKLPD CVTDQ2PS CVTDQ2PD CVTSD2SS CVTPD2PS CVTTPD2DQ CMPLEPD SUBPD PSUBQ CVTSS2SD ANDNPD CMPNLESD ORPD CMPLTPD ADDPD CVTPS2PD CVTTPS2DQ MAXSD DIVPD MOVHPD PMULUDQ CMPNEQPD SQRTSD PUNPCKHQDQ MINSD
SSSE3 (SSSE3)
Used by default on supported hardware.
 
PSHUFB
Requires passing a supported compiler/build flag (verified with targets: sandybridge, skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3).
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

 
VZEROUPPER VEXTRACTF128 VINSERTF128 VPERMILPD VBROADCASTSS VBROADCASTSD VPERM2F128 VPERMILPS
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

 
VINSERTI128 VPBROADCASTW VPBROADCASTD VPBROADCASTQ VPERMQ VEXTRACTI128 VPERM2I128 VPBROADCASTB VPGATHERQQ VPGATHERDQ VPMASKMOVD VPMASKMOVQ VPSRLVQ VPERMD
FMA (FMA)
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFMADD132SD VFMADD213SS VFMADD132SS VFMADD231SD VFMADD231SS VFNMADD132SD VFMADD213SD VFMSUB132SD VFMADD213PS VFMADD132PS VFNMADD132SS VFNMADD231SS VFMSUB231SS VFMSUB231SD VFMSUB132SS VFMADD132PD
Advanced Vector Extensions 512 (AVX512)
Requires passing a supported compiler/build flag (verified with targets: cascadelake, sapphirerapids).
 
(ZMM REGISTER USE)
The test / benchmark does honor compiler flag changes.
Last automated analysis: 1 October 2023

This test profile binary relies on the shared libraries libOpenCL.so.1, libopenvino.so.2310, libm.so.6, libc.so.6, libz.so.1, libtbb.so.2, libtbb.so.12, libjpeg.so.8, libwebp.so.7, libpng16.so.16, libgdcmMSFF.so.3.0, libtiff.so.5, libopenjp2.so.7, libgdal.so.30, libgdcmDSED.so.3.0, libgdcmDICT.so.3.0, libgdcmjpeg8.so.3.0, libgdcmjpeg12.so.3.0, libgdcmjpeg16.so.3.0, libcharls.so.2, libuuid.so.1, libjson-c.so.5, libgdcmIOD.so.3.0, libgdcmCommon.so.3.0, libzstd.so.1, liblzma.so.5, libjbig.so.0, libdeflate.so.0, libheif.so.1, libarmadillo.so.10, libpoppler.so.118, libfreexl.so.1, libodbc.so.2, libodbcinst.so.2, libkmlbase.so.1, libkmldom.so.1, libkmlengine.so.1, libexpat.so.1, libxerces-c-3.2.so, libnetcdf.so.19, libmfhdfalt.so.0, libdfalt.so.0, libogdi.so.4.1, libgif.so.7, libgeotiff.so.5, libcfitsio.so.9, libpq.so.5, liblz4.so.1, libblosc.so.1, libproj.so.22, libsqlite3.so.0, libspatialite.so.7, libpcre2-8.so.0, libcurl.so.4, libfyba.so.0, libxml2.so.2, libmysqlclient.so.21, libcrypto.so.3, libaom.so.3, libde265.so.0, libx265.so.199, libdav1d.so.5, libblas.so.3, liblapack.so.3, libarpack.so.2, libsuperlu.so.5, libfreetype.so.6, libfontconfig.so.1, liblcms2.so.2, libnss3.so, libsmime3.so, libplc4.so, libnspr4.so, libgeos.so.3.10.2, libltdl.so.7, libminizip.so.1, liburiparser.so.1, libcurl-gnutls.so.4, libicuuc.so.70, libsz.so.2, libtirpc.so.3, libdl.so.2, libbz2.so.1.0, libssl.so.3, libldap-2.5.so.0, libsnappy.so.1, librttopo.so.1, libnghttp2.so.14, libidn2.so.0, librtmp.so.1, libssh.so.4, libpsl.so.5, liblber-2.5.so.0, libbrotlidec.so.1, libfyut.so.0, libfygm.so.0, libresolv.so.2, libpthread.so.0, libnuma.so.1, libopenblas.so.0, libgfortran.so.5, libnssutil3.so, libplds4.so, libnettle.so.8, libgnutls.so.30, libicudata.so.70, libaec.so.0, libkrb5.so.3, libk5crypto.so.3, libkrb5support.so.0, libsasl2.so.2, libunistring.so.2, libhogweed.so.6, libgmp.so.10, libbrotlicommon.so.1, libquadmath.so.0, libp11-kit.so.0, libtasn1.so.6, libkeyutils.so.1, libffi.so.8.

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)
ARMv8 64-bit
aarch64
ARMv8 Neoverse-V2 72-Core

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 36 Benchmark Results

2 x Intel Xeon E5-2699 v4 - Supermicro X10DRL-i v1.01 - Intel Xeon E7 v4

Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4

4 Systems - 125 Benchmark Results

2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce

Arch Linux - 6.7.6-arch1-2 - GCC 13.2.1 20230801

3 Systems - 125 Benchmark Results

2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce

Ubuntu 23.10 - 6.5.0-17-generic - GCC 13.2.0

1 System - 36 Benchmark Results

Intel CoreTM Ultra 5 125U - (BE001.L0.ECM001 BIOS) - 32GB

Debian GNU - 6.5.0-0.deb12.4-amd64 - GCC 12.2.0

1 System - 205 Benchmark Results

AMD Ryzen 7 8700G - Gigabyte B650I AORUS ULTRA - AMD Device 14e8

Ubuntu 22.04 - 6.5.0-21-generic - GNOME Shell 42.9

1 System - 125 Benchmark Results

2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce

Ubuntu 23.10 - 6.5.0-17-generic - GCC 13.2.0

1 System - 205 Benchmark Results

AMD Ryzen 7 8700G - Gigabyte B650I AORUS ULTRA - AMD Device 14e8

Ubuntu 22.04 - 6.5.0-21-generic - GNOME Shell 42.9

2 Systems - 105 Benchmark Results

AMD Ryzen Threadripper PRO 7995WX 96-Cores - HP Z6 G5 A Workstation 8B24 - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-12-generic - GNOME Shell 45.3

5 Systems - 587 Benchmark Results

AMD Ryzen 5 8600G - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

1 System - 304 Benchmark Results

AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h

Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9

1 System - 205 Benchmark Results

AMD Ryzen 7 5700G - Gigabyte B550I AORUS PRO AX - AMD Renoir

Ubuntu 22.04 - 6.5.0-17-generic - GNOME Shell 42.9

1 System - 205 Benchmark Results

AMD Ryzen 7 7735HS - Shenzhen Meigao Electronic Equipment F7BFD - AMD Device 14b5

Ubuntu 22.04 - 6.5.0-17-generic - GNOME Shell 42.9

6 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

1 System - 225 Benchmark Results

AMD Ryzen 7 8700G - ASRock B650I Lightning WiFi - AMD Device 14e8

Ubuntu 22.04 - 6.5.0-15-generic - GNOME Shell 42.9

5 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

Most Popular Test Results

OpenBenchmarking.org Results Compare

4 Systems - 415 Benchmark Results

AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8

Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0

3 Systems - 106 Benchmark Results

AMD EPYC 7B13 - Google Compute Engine c2d-standard-8 - Intel 440FX 82441FX PMC

Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238

5 Systems - 43 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8

Ubuntu 23.10 - 6.6.0-060600rc5-generic - GNOME Shell 45.0

2 Systems - 831 Benchmark Results

AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

4 Systems - 134 Benchmark Results

AMD EPYC 9334 32-Core - Supermicro H13SSW - 12 x 64 GB DDR5-4800MT

AlmaLinux 9.2 - 5.14.0-284.25.1.el9_2.x86_64 - GCC 11.3.1 20221121

2 Systems - 84 Benchmark Results

AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD 17h-19h PCIe Root Complex

Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0

6 Systems - 162 Benchmark Results

AMD Ryzen 7 7700 8-Core - ASRock B650 Pro RS - AMD Device 14d8

Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.0

2 Systems - 42 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 23.10 - 6.5.0-10-generic - GNOME Shell 45.0

2 Systems - 339 Benchmark Results

AMD Ryzen 7 7800X3D 8-Core - ASUS ProArt B650-CREATOR - AMD Device 14d8

Debian 12 - 6.5.0-0.deb12.1-amd64 - Xfce 4.18

2 Systems - 93 Benchmark Results

Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers

Debian 12 - 6.1.0-11-amd64 - X Server

2 Systems - 93 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

2 Systems - 202 Benchmark Results

14 Systems - 159 Benchmark Results

2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce

Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0

Find More Test Results