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

6 March 2024

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

21 Minutes, 57 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 25 March 2024.
Face Detection FP16-INT88.4%Age Gender Recognition Retail 0013 FP16-INT88.3%Face Detection Retail FP16-INT88.3%Vehicle Detection FP16-INT88.3%Weld Porosity Detection FP16-INT88.3%Person Re-Identification Retail FP168.3%Person Vehicle Bike Detection FP168.3%Handwritten English Recognition FP16-INT88.3%Machine Translation EN To DE FP168.3%Noise Suppression Poconet-Like FP168.3%Road Segmentation ADAS FP16-INT88.3%Person Detection FP168.3%Model Option PopularityOpenBenchmarking.org

Revision History

pts/openvino-1.5.0   [View Source]   Wed, 06 Mar 2024 14:47:11 GMT
Update against OpenVINO 2024.0 upstream.

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 2024.0

Model: Face Detection FP16-INT8 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 95 public results since 6 March 2024 with the latest data as of 27 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.

OpenBenchmarking.orgDistribution Of Public Results - Model: Face Detection FP16-INT8 - Device: CPU84 Results Range From 1 To 552 FPS1244770931161391621852082312542773003233463693924154384614845075305531326395265

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2024.0 - Model: Face Detection 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 FP16-INT8 - Device: CPURun-Time48121620Min: 3 / Avg: 3.58 / Max: 14

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-N1 128-Core

Recent Test Results

OpenBenchmarking.org Results Compare

3 Systems - 116 Benchmark Results

AMD Ryzen 7 7840HS - NB05 TUXEDO Pulse 14 Gen3 R14FA1 - AMD Device 14e8

Tuxedo 22.04 - 6.5.0-10022-tuxedo - KDE Plasma 5.27.10

3 Systems - 177 Benchmark Results

Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Device 7a27

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

4 Systems - 158 Benchmark Results

Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Device 7a27

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

4 Systems - 158 Benchmark Results

AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell 45.0

4 Systems - 120 Benchmark Results

ARMv8 Neoverse-N1 - GIGABYTE G242-P36-00 MP32-AR2-00 v01000100 - Ampere Computing LLC Altra PCI Root Complex A

Ubuntu 23.10 - 6.5.0-15-generic - GCC 13.2.0

3 Systems - 119 Benchmark Results

AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell

3 Systems - 114 Benchmark Results

AMD Ryzen 5 5500U - NB01 TUXEDO Aura 15 Gen2 NL5xNU - AMD Renoir

Tuxedo 22.04 - 6.0.0-1010-oem - KDE Plasma 5.26.5

1 System - 341 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8

Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5

1 System - 4 Benchmark Results

Intel Core Ultra 7 155H - 16GB - 0GB Virtual Disk + 4GB Virtual Disk + 2 x 1100GB Virtual Disk

Ubuntu 22.04 - 5.15.146.1-microsoft-standard-WSL2 - Wayland

3 Systems - 47 Benchmark Results

AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir

Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-11-amd64 - X Server

3 Systems - 64 Benchmark Results

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

Debian 12 - 6.1.0-11-amd64 - GCC 12.2.0

3 Systems - 47 Benchmark Results

AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir

Fedora Linux 39 - 6.5.8-300.fc39.x86_64 - GNOME Shell 45.0

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-18-amd64 - X Server 1.20.11

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-11-amd64 - X Server

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 40 Benchmark Results

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

Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2

3 Systems - 40 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Ubuntu 22.04 - 6.5.0-18-generic - GNOME Shell 42.2

2 Systems - 69 Benchmark Results

AMD Ryzen 5 8500G - ASRock B650 Pro RS - AMD Device 14e8

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

3 Systems - 45 Benchmark Results

AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h

Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0

2 Systems - 85 Benchmark Results

2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-11-amd64 - X Server

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-11-amd64 - X Server

5 Systems - 40 Benchmark Results

Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f

Ubuntu 23.10 - 6.8.0-060800rc1daily20240126-generic - GNOME Shell 45.2

3 Systems - 40 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-21-generic - GNOME Shell 45.2

3 Systems - 119 Benchmark Results

AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell

3 Systems - 47 Benchmark Results

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

Debian 12 - 6.1.0-18-amd64 - X Server 1.20.11

3 Systems - 40 Benchmark Results

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

Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3

4 Systems - 40 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 23.10 - 6.7.0-060700rc7daily20231224-generic - GNOME Shell 45.1

3 Systems - 177 Benchmark Results

Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Device 7a27

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

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