ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark onnx.

Project Site

onnxruntime.ai

Source Repository

github.com

Test Created

16 January 2021

Last Updated

3 December 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

13 Minutes, 6 Seconds

Average Run Time

5 Minutes, 18 Seconds

Test Dependencies

Python + Git + C/C++ Compiler Toolchain + CMake

Accolades

5k+ Downloads + Recently Updated Test Profile

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsONNX Runtime Popularity Statisticspts/onnx2021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.1212002400360048006000
* 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 6 December 2021.
yolov424.9%super-resolution-1026.0%shufflenet-v2-1024.5%fcn-resnet101-1124.5%Model Option PopularityOpenBenchmarking.org

Revision History

pts/onnx-1.3.0   [View Source]   Fri, 03 Dec 2021 19:38:42 GMT
Update against upstream ONNX-Runtime 1.10.

pts/onnx-1.2.1   [View Source]   Sat, 30 Oct 2021 05:02:16 GMT
Add cmake as necessary external dependency.

pts/onnx-1.2.0   [View Source]   Fri, 29 Oct 2021 17:00:07 GMT
Update against ONNX 1.9.1 upstream. Changes based on https://github.com/phoronix-test-suite/phoronix-test-suite/pull/560 while also needing to adjust the XML options for removal of bertsquad. Closes: https://github.com/phoronix-test-suite/phoronix-test-suite/pull/560

pts/onnx-1.1.0   [View Source]   Mon, 23 Aug 2021 19:03:17 GMT
Update against ONNX 1.8.2 upstream due to prior version now having build problems on newer distributions.

pts/onnx-1.0.1   [View Source]   Sun, 17 Jan 2021 08:51:00 GMT
Increase run time limit to help lower deviation on laptops.

pts/onnx-1.0.0   [View Source]   Sat, 16 Jan 2021 20:09:33 GMT
Initial commit of Microsoft ONNX Runtime.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

ONNX Runtime 1.10

Model: yolov4 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 60 public results since 3 December 2021 with the latest data as of 5 December 2021.

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
Inferences Per Minute (Average)
96th
4
773 +/- 11
83rd
8
607 +/- 13
78th
3
528 +/- 3
Mid-Tier
75th
< 444
61st
4
377 +/- 1
Median
50th
327
50th
3
323 +/- 10
33rd
3
281 +/- 4
28th
4
271 +/- 12
Low-Tier
25th
< 266
18th
3
207 +/- 7
11th
4
180 +/- 16
10th
3
171 +/- 6
OpenBenchmarking.orgDistribution Of Public Results - Model: yolov4 - Device: CPU43 Results Range From 163 To 778 Inferences Per Minute163188213238263288313338363388413438463488513538563588613638663688713738763788246810

Based on OpenBenchmarking.org data, the selected test / test configuration (ONNX Runtime 1.10 - Model: yolov4 - Device: CPU) has an average run-time of 3 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: yolov4 - Device: CPURun-Time3691215Min: 2 / Avg: 2.83 / Max: 12

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 MOVDQU CVTSI2SD DIVSD MOVAPD COMISD UNPCKLPD MULSD CVTTSD2SI ADDSD SUBSD MOVUPD MOVD PUNPCKHQDQ PSUBQ PSHUFD PSRLDQ UCOMISD CVTSS2SD PADDQ ANDPD CVTSD2SS DIVPD MULPD SUBPD PMULUDQ ADDPD SQRTSD CVTPS2PD MINPD MAXPD CVTTPD2DQ CVTDQ2PD CMPLTPD PSHUFLW MAXSD MINSD XORPD MOVLPD SQRTPD CVTTPS2DQ CVTDQ2PS ANDNPD ORPD CVTPD2PS CMPLESD UNPCKHPD CMPLEPD SHUFPD MOVHPD CVTPS2DQ
Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

 
VBROADCASTSD VINSERTF128 VZEROUPPER VBROADCASTSS VMASKMOVPS VEXTRACTF128 VZEROALL VPERM2F128 VPERMILPS
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

 
VPBROADCASTD VPMASKMOVD VEXTRACTI128 VINSERTI128 VPERM2I128 VPERMD VPBROADCASTW VPERMQ VPBROADCASTQ VPMASKMOVQ VPBROADCASTB VPSLLVD VPSRAVD VPSRLVD VPSLLVQ VPSRLVQ VPERMPD VGATHERQPD VPGATHERDQ VPGATHERQQ
AVX Vector Neural Network Instructions (AVX-VNNI)
Used by default on supported hardware.
 
VPDPBUSDS
FMA (FMA)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFMADD231PD VFMADD213PD VFMADD231PS VFMADD213PS VFMADD132SS VFMADD132PS VFMADD132SD VFMADD213SS VFMADD132PD VFNMADD231PD VFMADD231SS VFNMADD213PS VFNMADD132PS VFNMADD213SS VFNMADD132SS VFNMADD231PS VFNMADD132PD VFNMADD132SD VFMSUB132SS VFMSUB132SD VFMADD231SD VFMADD213SD VFNMADD213PD VFNMADD213SD VFNMADD231SS VFNMADD231SD
The test / benchmark does honor compiler flag changes.
Last automated analysis: 10 May 2021

This test profile binary relies on the shared libraries libonnxruntime.so.1.6.0, libdl.so.2, libpthread.so.0, libc.so.6, libgomp.so.1, libm.so.6.

Recent Test Results

OpenBenchmarking.org Results Compare

4 Systems - 4 Benchmark Results

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

Ubuntu 21.10 - 5.16.0-051600rc1-generic - GNOME Shell 40.5

5 Systems - 10 Benchmark Results

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

Pop 21.04 - 5.11.0-7620-generic - GNOME Shell 3.38.4

4 Systems - 10 Benchmark Results

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

Ubuntu 21.10 - 5.15.0-051500daily20211114-generic - GNOME Shell 40.5

4 Systems - 10 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 21.04 - 5.16.0-051600rc1-generic - GNOME Shell 3.38.4

3 Systems - 10 Benchmark Results

Intel Core i5-11600K - ASUS ROG STRIX Z590-I GAMING WIFI - Intel Tiger Lake-H

Ubuntu 21.10 - 5.13.0-21-generic - GNOME Shell 40.5

3 Systems - 12 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 21.10 - 5.15.0-051500daily20211114-generic - GNOME Shell 40.5

9 Systems - 10 Benchmark Results

Intel Core i9-12900K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7

Ubuntu 21.10 - 5.15.0-phx - GNOME Shell 40.5

3 Systems - 5 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4

3 Systems - 9 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

4 Systems - 10 Benchmark Results

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

Ubuntu 21.10 - 5.15.5-051505-generic - GNOME Shell 40.5

4 Systems - 5 Benchmark Results

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

Debian 11 - 5.10.0-9-amd64 - GCC 10.2.1 20210110

3 Systems - 9 Benchmark Results

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

Ubuntu 21.10 - 5.15.0-pstate4 - GNOME Shell 40.5

4 Systems - 11 Benchmark Results

AMD Ryzen 7 5700G - ASUS TUF GAMING B550M-PLUS - AMD Renoir Root Complex

Ubuntu 21.10 - 5.14.0-rc7-amd-pstate-phx - GNOME Shell 40.2

4 Systems - 5 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

5 Systems - 19 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

Most Popular Test Results

OpenBenchmarking.org Results Compare

4 Systems - 10 Benchmark Results

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

Ubuntu 21.10 - 5.15.5-051505-generic - GNOME Shell 40.5

4 Systems - 11 Benchmark Results

AMD Ryzen 7 5700G - ASUS TUF GAMING B550M-PLUS - AMD Renoir Root Complex

Ubuntu 21.10 - 5.14.0-rc7-amd-pstate-phx - GNOME Shell 40.2

5 Systems - 19 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

3 Systems - 9 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

3 Systems - 9 Benchmark Results

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

Ubuntu 21.10 - 5.15.0-pstate4 - GNOME Shell 40.5

9 Systems - 10 Benchmark Results

Intel Core i9-12900K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7

Ubuntu 21.10 - 5.15.0-phx - GNOME Shell 40.5

3 Systems - 10 Benchmark Results

Intel Core i5-11600K - ASUS ROG STRIX Z590-I GAMING WIFI - Intel Tiger Lake-H

Ubuntu 21.10 - 5.13.0-21-generic - GNOME Shell 40.5

3 Systems - 12 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 21.10 - 5.15.0-051500daily20211114-generic - GNOME Shell 40.5

4 Systems - 10 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 21.04 - 5.16.0-051600rc1-generic - GNOME Shell 3.38.4

4 Systems - 10 Benchmark Results

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

Ubuntu 21.10 - 5.15.0-051500daily20211114-generic - GNOME Shell 40.5

3 Systems - 5 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4

5 Systems - 10 Benchmark Results

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

Pop 21.04 - 5.11.0-7620-generic - GNOME Shell 3.38.4

4 Systems - 5 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-22-generic - GNOME Shell 40.5

4 Systems - 4 Benchmark Results

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

Ubuntu 21.10 - 5.16.0-051600rc1-generic - GNOME Shell 40.5

4 Systems - 5 Benchmark Results

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

Debian 11 - 5.10.0-9-amd64 - GCC 10.2.1 20210110

Find More Test Results