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

* 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.

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)

2 x AMD EPYC 9654 96-Core

93rd

7122 ^{+/- 891}

2 x AMD EPYC 7773X 64-Core

88th

2333 ^{+/- 5}

Intel Xeon Platinum 8490H

86th

1880 ^{+/- 7}

2 x Intel Xeon Platinum 8380

84th

1055 ^{+/- 39}

AMD Ryzen 9 7950X 16-Core

77th

775 ^{+/- 11}

Mid-Tier

75th

< 764

2 x Intel Xeon Platinum 8280

71st

677 ^{+/- 6}

AMD Ryzen 9 7900 12-Core

67th

648 ^{+/- 36}

AMD Ryzen Threadripper 3970X 32-Core

66th

633 ^{+/- 11}

AMD Ryzen Threadripper 3990X 64-Core

62nd

531 ^{+/- 2}

AMD Ryzen 7 7700 8-Core

55th

487 ^{+/- 10}

2 x Intel Xeon Gold 5220R

53rd

418 ^{+/- 11}

Median

50th

380

AMD Ryzen Threadripper 3960X 24-Core

50th

378 ^{+/- 2}

Intel Core i9-13900K

49th

377

AMD Ryzen 5 7600 6-Core

44th

372 ^{+/- 2}

Intel Core i5-13400

41st

250

Intel Core i5-12400

38th

206

Intel Xeon Silver 4216

36th

173 ^{+/- 1}

AMD EPYC 7F32 8-Core

34th

162 ^{+/- 5}

Intel Core i9-10980XE

32nd

156 ^{+/- 1}

AMD Ryzen 7 3800XT 8-Core

28th

141

Intel Core i7-5960X

27th

140 ^{+/- 1}

Low-Tier

25th

< 135

AMD Ryzen 7 PRO 6850U

25th

135 ^{+/- 1}

Intel Core i7-1280P

24th

131 ^{+/- 19}

AMD Ryzen 9 5900HX

23rd

127 ^{+/- 1}

AMD Ryzen 7 PRO 5850U

22nd

124

Intel Core i7-8700K

20th

121 ^{+/- 2}

Intel Core i7-10700T

18th

105 ^{+/- 1}

AMD Ryzen 7 4700U

15th

96 ^{+/- 1}

AMD Ryzen 5 4500U

15th

95 ^{+/- 1}

Intel Xeon E3-1280 v5

12th

85 ^{+/- 1}

Intel Core i7-1185G7

10th

Intel Core i7-1165G7

9th

AMD Ryzen 7 4800U

6th

72 ^{+/- 2}

Intel Core i7-8565U

4th

66 ^{+/- 1}

Intel Core i7-1065G7

3rd

65 ^{+/- 7}

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.

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

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 VBROADCASTSD VPERM2F128 VBROADCASTSS 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 VPBROADCASTQ VEXTRACTI128 VPBROADCASTW VPERMQ VPERM2I128 VPBROADCASTD VPBROADCASTB VPGATHERQQ VPMASKMOVQ VPSRLVQ

FMA (FMA)

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)

xeon platinum 8280 2023 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
deb11 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
whiskey january 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
new tests jan 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
janny 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
3800xt 2022 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
xeon silv jan 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
epyc jan 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
EPYC Genoa Linux Distros 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
EPYC Genoa Linux Distros 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
EPYC Genoa Linux Distros 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
EPYC Genoa Linux Distros 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
EPYC Genoa Linux Distros 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
Linux 6.2 Kernel Benchmark Ryzen 9 7950X 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
threadripper eo 2022 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

3970x new pre xmas 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
EPYC Genoa Linux Distros 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
openvino raptor lake 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
3800xt 2022 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
tiger christrmas 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
christmas comet 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
openvino icelake 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
Linux 6.2 Kernel Benchmark Ryzen 9 7950X 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
epyc jan 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
ryzen amd openvino Featured Graphics Comparison	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0
openvino 2022.3 threadripper 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
threadripper eo 2022 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
whiskey january 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
epyc milan x xmas 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
new xmas 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