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

31 August 2022

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

16 Minutes, 22 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenVINO Popularity Statisticspts/openvino2020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.1114002800420056007000
* 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 20 November 2022.
Age Gender Recognition Retail 0013 FP168.5%Machine Translation EN To DE FP168.5%Vehicle Detection FP16-INT87.9%Person Detection FP328.5%Face Detection FP168.5%Person Detection FP168.5%Person Vehicle Bike Detection FP168.5%Vehicle Detection FP168.5%Weld Porosity Detection FP16-INT87.9%Age Gender Recognition Retail 0013 FP16-INT88.5%Weld Porosity Detection FP168.5%Face Detection FP16-INT87.9%Model Option PopularityOpenBenchmarking.org

Revision History

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 2022.2.dev

Model: Face Detection FP16 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 411 public results since 31 August 2022 with the latest data as of 25 November 2022.

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)
Mid-Tier
75th
< 16
Median
50th
8
Low-Tier
25th
< 3
OpenBenchmarking.orgDistribution Of Public Results - Model: Face Detection FP16 - Device: CPU411 Results Range From 0 To 110 FPS10203040506070809010011012050100150200250

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2022.2.dev - 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkModel: Face Detection FP16 - Device: CPURun-Time246810Min: 3 / Avg: 3.29 / Max: 6

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.

OpenBenchmarking.orgRelative Core Scaling To BaseOpenVINO CPU Core ScalingModel: Face Detection FP16 - Device: CPU8123264128612182430

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 DIVSD MOVUPD ADDSD COMISD MOVAPD SHUFPD UNPCKHPD CVTTSD2SI SUBSD ANDPD UCOMISD MOVMSKPD XORPD PSRLDQ MOVD ANDNPD CMPNLESD ORPD CMPLEPD SUBPD CVTTPD2DQ CVTPD2PS CVTSD2SS PSHUFD PSHUFLW UNPCKLPD PADDQ PSUBQ CVTDQ2PS CVTDQ2PD CVTSS2SD CMPLTPD ADDPD CVTTPS2DQ CVTPS2PD CMPEQPD PMULUDQ MOVHPD 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 VPERMQ VPERM2I128 VPBROADCASTD VPBROADCASTW 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: 2 September 2022

This test profile binary relies on the shared libraries libOpenCL.so.1, libopenvino.so.2230, libc.so.6, libz.so.1, libtbb.so.2, libm.so.6, 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

1 System - 229 Benchmark Results

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

Debian 11 - 5.10.0-18-amd64 - X Server 1.20.11

3 Systems - 270 Benchmark Results

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

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

2 Systems - 270 Benchmark Results

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

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

2 Systems - 334 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2

2 Systems - 334 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2

24 Systems - 193 Benchmark Results

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

Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell

5 Systems - 215 Benchmark Results

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

Fedora Linux 37 - 6.0.7-301.fc37.x86_64 - GNOME Shell 43.0

4 Systems - 215 Benchmark Results

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

Fedora Linux 37 - 6.0.7-301.fc37.x86_64 - GNOME Shell 43.0

2 Systems - 303 Benchmark Results

AMD Ryzen 9 7900X 12-Core - ASRock X670E PG Lightning - AMD Device 14d8

Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

20 Systems - 199 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH

Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell

2 Systems - 384 Benchmark Results

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

Clear Linux OS 37600 - 6.0.7-1207.native - GNOME Shell 43.0

2 Systems - 168 Benchmark Results

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

Ubuntu 22.10 - 6.1.0-060100rc3daily20221103-generic - GNOME Shell 43.0

1 System - 384 Benchmark Results

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

Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

1 System - 380 Benchmark Results

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

Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

1 System - 351 Benchmark Results

Intel Core i5-13600K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 226 Benchmark Results

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

Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

3 Systems - 49 Benchmark Results

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

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

4 Systems - 41 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH

Ubuntu 22.10 - 5.19.0-15-generic - GNOME Shell

4 Systems - 49 Benchmark Results

2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 22.04 - 5.19.0-051900daily20220803-generic - GNOME Shell 42.4

5 Systems - 75 Benchmark Results

AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VII HERO - AMD Starship

Ubuntu 22.04 - 5.19.0-051900daily20220813-generic - GNOME Shell 42.2

3 Systems - 62 Benchmark Results

Intel Xeon E3-1275 v6 - ASUS P10S-M WS - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201007-generic - X Server 1.20.8

3 Systems - 221 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Clear Linux OS 36990 - 5.19.6-1185.native - GNOME Shell 42.4

3 Systems - 311 Benchmark Results

Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7

Ubuntu 22.04 - 5.19.0-051900rc6daily20220716-generic - GNOME Shell 42.1

3 Systems - 34 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 - 307 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

Ubuntu 20.04 - 5.11.0-rc1-phx - GNOME Shell 3.36.4

4 Systems - 211 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2

7 Systems - 73 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

3 Systems - 41 Benchmark Results

Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP

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

2 Systems - 240 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

CentOS Stream 9 - 5.14.0-148.el9.x86_64 - GNOME Shell 40.10

9 Systems - 113 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir

Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

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