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

20 Minutes, 14 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

300k+ Downloads

Supported Platforms

* 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 19 November 2024.

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 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 194 public results since 6 March 2024 with the latest data as of 10 November 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)

2 x Intel Xeon Max 9480

100th

121 ^{+/- 1}

2 x AMD EPYC 9684X 96-Core

99th

109

2 x INTEL XEON PLATINUM 8592

96th

106 ^{+/- 2}

AMD Ryzen Threadripper 7980X 64-Cores

95th

AMD EPYC 8534P 64-Core

93rd

AMD EPYC 4564P 16-Core

88th

AMD EPYC 4584PX 16-Core

86th

AMD EPYC 4484PX 12-Core

82nd

AMD EPYC 4464P 12-Core

78th

AMD Ryzen Threadripper 3970X 32-Core

78th

Mid-Tier

75th

< 8

AMD Ryzen Threadripper PRO 5965WX 24-Cores

75th

AMD EPYC 4364P 8-Core

73rd

AMD EPYC 4344P 8-Core

70th

Intel Core Ultra 9 285K

67th

Intel Core i9-10980XE

63rd

Intel Core i9-14900K

57th

AMD Ryzen 7 7840HS

57th

5 ^{+/- 1}

AMD EPYC 4244P 6-Core

54th

Median

50th

AMD Ryzen 7 7840U

49th

AMD Ryzen 5 8500G

48th

AMD EPYC 4124P 4-Core

45th

AMD EPYC 7551 32-Core

42nd

ARMv8 Neoverse-N1 128-Core

41st

Intel Xeon E E-2488

38th

AMD EPYC 7F32 8-Core

33rd

Intel Xeon Silver 4216

31st

AMD Ryzen 7 3800XT 8-Core

29th

AMD Ryzen 9 5900HX

28th

Low-Tier

25th

< 2

Intel Core Ultra 7 155H

25th

Intel Core i7-5960X

24th

AMD Ryzen 7 4700U

22nd

AMD Ryzen 5 5500U

16th

AMD Ryzen 7 PRO 5850U

15th

Intel Core i7-1185G7

14th

Intel Core i7-1165G7

11th

Intel Core i7-1065G7

5th

0.7

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2024.0 - Model: Face 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

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

Advanced Vector Extensions (AVX)

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

Advanced Vector Extensions 2 (AVX2)

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)

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, ARMv8 Neoverse-V1

phoronix-machine-learning.txt 1 System - 323 Benchmark Results	AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
ASUS ROG MAXIMUS Z890 HERO BIOS Flashing Method 2 Systems - 84 Benchmark Results	Intel Core Ultra 9 285K - ASUS ROG MAXIMUS Z890 HERO - Intel Device ae7f Ubuntu 24.10 - 6.11.0-9-generic - GNOME Shell 47.0
102424machinelearningtest 1 System - 342 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
Intel Arrow Lake Memory Performance Featured Memory Comparison	2 x 16GB DDR5-6000MT - 2 x 16GB DDR5-6400MT - 2 x 32GB DDR5-6400MT - 2 x 24GB DDR5-7000MT - 2 x 16GB DDR5-8000MT - 2 x 24GB DDR5-8000MT
2024-10-08-0736 1 System - 461 Benchmark Results	AMD Ryzen 7 5800X 8-Core - GIGABYTE MC12-LE0-00 v01000100 - AMD Starship Ubuntu 24.04 - 6.11.0-061100-generic - GNOME Shell 46.0
system76-thelio-pop-os-openvino 1 System - 40 Benchmark Results	AMD Ryzen 9 9950X 16-Core - System76 Thelio - AMD Device 14d8 Pop 22.04 - 6.9.3-76060903-generic - GNOME Shell 42.9
2024-09-16-0456 1 System - 40 Benchmark Results	AMD Ryzen 5 3550H - ASUS FX505DY v1.0 - AMD Raven Fedora 40 - 6.10.9-200.fc40.x86_64 - KDE Plasma 6.1.4
H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
core-i5-12500 1 System - 275 Benchmark Results	Intel Core i5-12500 - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.1.0-21-amd64 - GCC 12.2.0
m6i.8xlarge 1 System - 147 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m7g.8xlarge 1 System - 147 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m6i.8xlarge 1 System - 103 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m6i.8xlarge 1 System - 99 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m6i.8xlarge 1 System - 92 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255

ddddx 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
Clear Linux vs. Ubuntu 24.04 vs. Fedora 40 Performance 4 Systems - 78 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Clear Linux OS 41680 - 6.8.9-1432.native - GNOME Shell 46.1
8500g new 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
Xeon Max Linux 6.9 Kernel Benchmarks Featured Kernel Comparison	2 x Intel Xeon Max 9480 - Supermicro SYS-221H-TNR X13DEM v1.10 - Intel Device 1bce Ubuntu 23.10 - 6.8.0-060800-generic - GNOME Shell 45.0
kdlkf 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
AMD EPYC 4364P EPYC 4564P Intel Xeon E-2488 Benchmarks 5 Systems - 464 Benchmark Results	AMD EPYC 4364P 8-Core - Supermicro AS-3015A-I H13SAE-MF v1.00 - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3
icelake march 2 Systems - 108 Benchmark Results	Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
Clear Linux 41680 2 Systems - 137 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Clear Linux OS 41680 - 6.8.9-1432.native - GNOME Shell 46.1
genoa x new tests 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
ddggg 2 Systems - 126 Benchmark Results	Intel Core i7-1165G7 - Dell XPS 13 9310 0GG9PT - Intel Tiger Lake-LP Ubuntu 23.10 - 6.5.0-21-generic - GNOME Shell 45.0
2888 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
new stuff Featured Kernel Comparison	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-14-generic - GNOME Shell 42.2
ffhgf 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
Pop OS Kernels Linux 6.8 2 Systems - 206 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.6.6-76060606-generic - GNOME Shell 42.5
df2888 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