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

21 December 2022

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

16 Minutes, 4 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

20k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenVINO Popularity Statisticspts/openvino2020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.112022.122023.012K4K6K8K10K
* 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 current as of 30 January 2023.
Vehicle Detection FP168.7%Weld Porosity Detection FP167.9%Vehicle Detection FP16-INT88.6%Age Gender Recognition Retail 0013 FP16-INT88.6%Machine Translation EN To DE FP168.6%Age Gender Recognition Retail 0013 FP167.9%Person Vehicle Bike Detection FP168.6%Face Detection FP167.9%Person Detection FP168.0%Weld Porosity Detection FP16-INT88.6%Person Detection FP328.0%Face Detection FP16-INT88.6%Model Option PopularityOpenBenchmarking.org

Revision History

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

Intel oneAPI

Creator Workloads

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

OpenVINO 2022.3

Model: Vehicle Detection FP16 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 182 public results since 21 December 2022 with the latest data as of 31 January 2023.

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)
93rd
17
7122 +/- 891
Mid-Tier
75th
< 764
67th
12
648 +/- 36
55th
13
487 +/- 10
Median
50th
380
34th
3
162 +/- 5
32nd
3
156 +/- 1
27th
3
140 +/- 1
Low-Tier
25th
< 135
25th
4
135 +/- 1
24th
3
131 +/- 19
23rd
3
127 +/- 1
20th
3
121 +/- 2
18th
3
105 +/- 1
15th
3
96 +/- 1
15th
3
95 +/- 1
6th
4
72 +/- 2
OpenBenchmarking.orgDistribution Of Public Results - Model: Vehicle Detection FP16 - Device: CPU182 Results Range From 56 To 7426 FPS56204352500648796944109212401388153616841832198021282276242425722720286830163164331234603608375639044052420043484496464447924940508852365384553256805828597661246272642065686716686470127160730874561428425670

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2022.3 - Model: Vehicle Detection FP16 - 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: Vehicle Detection FP16 - Device: CPURun-Time246810Min: 3 / Avg: 3 / Max: 3

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.
 
MOVDQU PUNPCKLQDQ MOVDQA CVTSI2SD MULSD MOVAPD DIVSD MOVUPD ADDSD CVTSS2SD SUBSD COMISD ANDPD UCOMISD MOVMSKPD XORPD PADDQ PSRLDQ MOVD SHUFPD UNPCKHPD CVTTSD2SI ANDNPD CMPNLESD ORPD CVTSD2SS PSHUFD PSHUFLW CMPLEPD SUBPD CVTTPD2DQ CVTPD2PS UNPCKLPD PSUBQ CVTDQ2PS CVTDQ2PD CMPLTPD ADDPD CVTTPS2DQ CVTPS2PD MOVHPD PMULUDQ CMPNEQPD SQRTSD DIVPD PUNPCKHQDQ MINSD MAXSD
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 VBROADCASTSD VPERM2F128 VBROADCASTSS 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 VPBROADCASTQ VEXTRACTI128 VPBROADCASTW VPERMQ VPERM2I128 VPBROADCASTD VPBROADCASTB VPGATHERQQ VPMASKMOVQ VPSRLVQ
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).

 
VFMADD132SS VFMADD132SD VFMADD231SD VFMADD231SS VFNMADD132SD VFMADD213SD VFMADD213SS VFMADD213PS VFMADD132PS VFNMADD231SS VFNMADD132SS 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: 23 December 2022

This test profile binary relies on the shared libraries libOpenCL.so.1, libopenvino.so.2230, 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)

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 131 Benchmark Results

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

Ubuntu 21.04 - 5.11.0-49-generic - GNOME Shell 3.38.4

3 Systems - 211 Benchmark Results

Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3

Debian 11 - 5.10.0-10-amd64 - 1.0.2

4 Systems - 45 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2

3 Systems - 69 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 69 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir

Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1

2 Systems - 89 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship

Debian 11 - 5.10.0-20-amd64 - X Server 1.20.11

3 Systems - 69 Benchmark Results

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

Debian 11 - 5.10.0-10-amd64 - X Server

3 Systems - 52 Benchmark Results

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

Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6

6 Systems - 110 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Debian - 6.0.0-6-amd64 - GNOME Shell 43.1

5 Systems - 133 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Clear Linux OS 37930 - 6.1.1-1229.native - X Server

5 Systems - 133 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Fedora Linux 37 - 6.0.15-300.fc37.x86_64 - GCC 12.2.1 20221121

4 Systems - 133 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0

3 Systems - 133 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0

3 Systems - 149 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1

2 Systems - 361 Benchmark Results

AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 54 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

2 Systems - 133 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0

4 Systems - 24 Benchmark Results

Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.1

2 Systems - 89 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship

Debian 11 - 5.10.0-20-amd64 - X Server 1.20.11

3 Systems - 73 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 21.10 - 5.13.0-52-generic - GNOME Shell 40.5

3 Systems - 110 Benchmark Results

Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH

Ubuntu 22.04 - 5.15.0-52-generic - GNOME Shell 42.2

4 Systems - 24 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 149 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

Ubuntu 22.10 - 6.2.0-rc1-phx - GNOME Shell 43.1

3 Systems - 52 Benchmark Results

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

Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6

4 Systems - 24 Benchmark Results

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

Ubuntu 22.10 - 6.1.0-rc8-phx-mglru - GNOME Shell 43.0

2 Systems - 361 Benchmark Results

AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

4 Systems - 45 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2

2 Systems - 70 Benchmark Results

2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.04 - 6.1.0-rc8-phx - X Server

3 Systems - 67 Benchmark Results

AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir

Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1

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