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

21 August 2024

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

14 Minutes, 37 Seconds

Average Run Time

5 Minutes, 18 Seconds

Test Dependencies

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

Accolades

60k+ 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 30 December 2024.

Revision History

pts/onnx-1.19.0 [View Source] Wed, 21 Aug 2024 11:06:46 GMT
Update against ONNX Runtime 1.19 upstream.

pts/onnx-1.17.0 [View Source] Fri, 02 Feb 2024 20:20:26 GMT
Update against ONNX Runtime 1.17, update download links.

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 1.19

Model: ResNet101_DUC_HDC-12 - Device: CPU - Executor: Standard

OpenBenchmarking.org metrics for this test profile configuration based on 166 public results since 21 August 2024 with the latest data as of 27 December 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

Inference Time Cost (ms) (Average)

2 x AMD EPYC 9575F 64-Core

99th

112

2 x AMD EPYC 9655 96-Core

94th

132 ^{+/- 12}

AMD EPYC 9965 192-Core

91st

140

AMD EPYC 9755 128-Core

84th

145 ^{+/- 18}

AMD EPYC 9655 96-Core

84th

152 ^{+/- 11}

AMD EPYC 9655P 96-Core

79th

159 ^{+/- 5}

Mid-Tier

75th

> 182

AMD Ryzen Threadripper 7980X 64-Cores

73rd

372 ^{+/- 2}

AMD Ryzen 9 9950X 16-Core

66th

382 ^{+/- 6}

AMD EPYC 4564P 16-Core

55th

648 ^{+/- 10}

AMD EPYC 4584PX 16-Core

53rd

650 ^{+/- 5}

Median

50th

659

AMD Ryzen 5 9600X 6-Core

46th

765 ^{+/- 1}

AMD EPYC 4484PX 12-Core

43rd

852 ^{+/- 2}

AMD EPYC 4464P 12-Core

39th

868 ^{+/- 4}

Intel Core i9-14900K

35th

890 ^{+/- 3}

AMD EPYC 4364P 8-Core

32nd

1093 ^{+/- 3}

Low-Tier

25th

> 1900

AMD Ryzen AI 9 HX 370

24th

1969 ^{+/- 120}

AMD Ryzen AI 9 365

24th

1969 ^{+/- 92}

AMD EPYC 4124P 4-Core

16th

2154 ^{+/- 3}

Intel Core Ultra 7 155H

13th

2464

Intel Core Ultra 7 256V

12th

2892 ^{+/- 375}

AmpereOne 192-Core

11th

2897 ^{+/- 2}

Intel Core i7-1280P

8th

3228

ARMv8 Neoverse-V2 72-Core

5th

3285 ^{+/- 23}

Intel Core i7-1185G7

4th

3451 ^{+/- 73}

Detailed Performance Overview

Based on OpenBenchmarking.org data, the selected test / test configuration (ONNX Runtime 1.19 - Model: ResNet101_DUC_HDC-12 - Device: CPU - Executor: Standard) has an average run-time of 7 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 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)

ARMv8 64-bit

aarch64

ARMv8 Neoverse-V2, ARMv8 Neoverse-V2 72-Core, AmpereOne 192-Core

hurricane-server 1 System - 322 Benchmark Results	AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
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
kubuntu-2404-nvme 2 Systems - 541 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
kubuntu-2404-nvme 2 Systems - 525 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
dddd Featured Kernel Comparison	6.8.0-39-generic - 6.8.0-40-generic
9800x3d linux 1 System - 27 Benchmark Results	AMD Ryzen 7 9800X3D 8-Core - 32GB - 1789GB Ubuntu 20.04 - 4.4.0-22621-Microsoft - X Server
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
kubuntu-2404-nvme 1 System - 495 Benchmark Results
gh200 2 Systems - 147 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA
gh200 1 System - 147 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA

AMD Ryzen 9 9950X P-State Driver Linux Featured Processor Comparison	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
onnx 119 5 Systems - 60 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 24.10 - 6.8.0-31-generic - GNOME Shell
9950X onnx svt 5 Systems - 63 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
newa 3 Systems - 86 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
ssss 5 Systems - 58 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.10.0-061000rc6daily20240706-generic - GNOME Shell 46.0
new satty 4 Systems - 68 Benchmark Results	AMD Ryzen AI 9 365 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
september 3 Systems - 95 Benchmark Results	2 x AMD EPYC 9124 16-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
9600X 2 Systems - 137 Benchmark Results	AMD Ryzen 5 9600X 6-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
newa 4 Systems - 63 Benchmark Results	AMD Ryzen AI 9 HX 370 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
september 3 Systems - 69 Benchmark Results	2 x AMD EPYC 9124 16-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
graviton4 192 Core 2 Systems - 81 Benchmark Results	ARMv8 Neoverse-V2 - Amazon EC2 r8g.48xlarge - Amazon Device 0200 Ubuntu 24.04 - 6.8.0-41-generic-64k - GCC 13.2.0
Intel Core Ultra 7 256V Lunar Lake Linux Benchmarks 7 Systems - 440 Benchmark Results	AMD Ryzen AI 9 365 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
gh200 2 Systems - 147 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA
graviton4 192 Core 2 Systems - 81 Benchmark Results	ARMv8 Neoverse-V2 - Amazon EC2 r8g.48xlarge - Amazon Device 0200 Ubuntu 24.04 - 6.8.0-41-generic-64k - GCC 13.2.0
graviton4 192 Core 2 Systems - 81 Benchmark Results	ARMv8 Neoverse-V2 - Amazon EC2 r8g.48xlarge - Amazon Device 0200 Ubuntu 24.04 - 6.8.0-41-generic-64k - GCC 13.2.0