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 Model 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

11 February 2023

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

15 Minutes, 51 Seconds

Average Run Time

5 Minutes, 18 Seconds

Test Dependencies

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

Accolades

30k+ 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 3 December 2023.

Revision History

pts/onnx-1.6.0 [View Source] Sat, 11 Feb 2023 07:19:48 GMT
Update against ONNX Runtime 1.14 upstream.

pts/onnx-1.5.0 [View Source] Wed, 30 Mar 2022 14:24:29 GMT
Add standard/sequential and parallel executor option.

pts/onnx-1.4.0 [View Source] Sat, 26 Mar 2022 18:00:24 GMT
Update against ONNX 1.11 upstream, switch to parallel executor, add some new models too.

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 1.14

Model: GPT-2 - Device: CPU - Executor: Standard

OpenBenchmarking.org metrics for this test profile configuration based on 165 public results since 11 February 2023 with the latest data as of 21 November 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

Inference Time Cost (ms) (Average)

AMD Ryzen 9 7900X3D 12-Core

94th

5.2 ^{+/- 0.1}

2 x Intel Xeon Platinum 8490H

94th

5.2 ^{+/- 0.1}

AMD Ryzen 9 7950X3D 16-Core

85th

5.4 ^{+/- 0.1}

2 x Intel Xeon Platinum 8380

81st

5.4 ^{+/- 0.1}

Mid-Tier

75th

> 5.5

AMD Ryzen 7 7800X3D 8-Core

70th

5.7 ^{+/- 0.1}

AMD Ryzen 9 7900X 12-Core

67th

5.8 ^{+/- 0.1}

AMD Ryzen 5 7600X 6-Core

55th

6.6

AMD Ryzen 9 7900 12-Core

53rd

7.0 ^{+/- 0.4}

Median

50th

7.1

AMD Ryzen 7 5800X3D 8-Core

50th

7.1 ^{+/- 0.1}

AMD EPYC 9654 96-Core

33rd

8.2 ^{+/- 1.0}

2 x AMD EPYC 9554 64-Core

31st

8.3 ^{+/- 0.6}

Intel Core i7-1165G7

26th

9.1 ^{+/- 0.2}

Low-Tier

25th

> 9.3

AMD Ryzen 7 PRO 6850U

13th

11.8 ^{+/- 0.5}

2 x AMD EPYC 9754 128-Core

8th

12.9 ^{+/- 0.1}

AMD Ryzen 9 5900HX

5th

15.2

Based on OpenBenchmarking.org data, the selected test / test configuration (ONNX Runtime 1.14 - Model: GPT-2 - Device: CPU - Executor: Standard) has an average run-time of 12 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 1.3%.

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

Advanced Vector Extensions (AVX)

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

Advanced Vector Extensions 2 (AVX2)

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.

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)

h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
2023-11-03-1044 1 System - 12 Benchmark Results	2 x AMD EPYC 74F3 24-Core - Dell PowerEdge R7525 [0590KW] - AMD Starship Ubuntu 22.04 - 5.15.0-88-generic - 1.3.238
TestRunNewCMake 1 System - 264 Benchmark Results	Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9
azurevm-onnx-parallel 1 System - 2 Benchmark Results	Intel Xeon Platinum 8272CL - Microsoft Virtual Machine v7.0 - 32GB Ubuntu 22.04 - 6.2.0-1015-azure - 1.3.238
tensorflow-onnx 1 System - 4 Benchmark Results	Intel Xeon Platinum 8272CL - Microsoft Virtual Machine v7.0 - 32GB Ubuntu 22.04 - 6.2.0-1015-azure - 1.3.238
xen-8corevm-intel-6240 4 Systems - 4 Benchmark Results	8 x Intel Xeon Gold 6240 - Xen HVM domU v4.13 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-87-generic - 1.3.238
xen-4corevm-intel-2630 4 Systems - 4 Benchmark Results	4 x Intel Xeon E5-2630 v4 - Xen HVM domU v4.13 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-87-generic - 1.3.238
xen-16corevm-amd-74f3 6 Systems - 4 Benchmark Results	AMD EPYC 74F3 24-Core - Xen HVM domU v4.13 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-87-generic - 1.3.238
onnx-azure-4core-ubuntu 1 System - 2 Benchmark Results	Intel Xeon Platinum 8272CL - Microsoft Virtual Machine v7.0 - 16GB Ubuntu 22.04 - 6.2.0-1015-azure - 1.3.238
onnx-azure-4core-ubuntu 1 System - 1 Benchmark Result	Intel Xeon Platinum 8272CL - Microsoft Virtual Machine v7.0 - 16GB Ubuntu 22.04 - 6.2.0-1015-azure - 1.3.238
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
svc05_hpc_run_1_23-09-22 1 System - 543 Benchmark Results	AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9

AMD Ryzen 9 7950X3D Linux Review Benchmarks 5 Systems - 396 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2
April 2023 AMD Zen 4 Linux Benchmarks Featured Processor Comparison	AMD Ryzen 9 7900X 12-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.8-060208-generic - GNOME Shell 44.0
epyc 9654 AMD March 5 Systems - 203 Benchmark Results	AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.04 - 5.19.0-21-generic - GNOME Shell 43.1
Intel Kernel Scaling Optimizations On AMD Genoa Featured Processor Comparison	AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Clear Linux OS 38660 - 6.2.8-1293.native - X Server
xeon eo march 3 Systems - 231 Benchmark Results	2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 22.10 - 6.2.0-rc5-phx-dodt - GNOME Shell 43.0
onnx runtime 1.14 Ryzen 9 7950X 3 Systems - 36 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.10 - 6.2.0-060200rc7daily20230206-generic - GNOME Shell 43.1
OONX Sapphire Rapids 3 Systems - 93 Benchmark Results	2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce Ubuntu 23.04 - 5.19.0-21-generic - GNOME Shell 43.2
X3D Zen 4 Featured Processor Comparison
Crucial DDR5 Memory Benchmarks - AMD Ryzen Featured Graphics Comparison	AMD Ryzen 9 7900 12-Core - Gigabyte B650M DS3H - AMD Device 14d8 Ubuntu 22.10 - 6.2.0-060200rc5daily20230129-generic - GNOME Shell 43.0
onnx runtime 1.14 threadripper 3 Systems - 36 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.04 - 6.2.0-060200rc7daily20230206-generic - GNOME Shell 43.2
Ryzen 9 7900X3D Ryzen 9 7950X3D Linux Benchmarks Featured Processor Comparison	AMD Ryzen 9 7900X3D 12-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.2-060202-generic - GNOME Shell 43.2
onnx-114-runtime 3 Systems - 36 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.04 - 5.19.0-21-generic - GNOME Shell 43.2
onnx runtime zstd 4 Systems - 50 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Ubuntu 22.10 - 6.1.0-060100rc2daily20221028-generic - GNOME Shell 43.0
onnx 1.14 alderlake 3 Systems - 36 Benchmark Results	Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Ubuntu 22.10 - 5.19.0-31-generic - GNOME Shell 43.0
AMD Ryzen 9 7950X3D Modes On Linux 3 Systems - 960 Benchmark Results