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

Test Created

16 January 2021

Last Updated

17 January 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

13 Minutes, 3 Seconds

Average Run Time

5 Minutes, 18 Seconds

Test Dependencies

Python + Git + C/C++ Compiler Toolchain

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsONNX Runtime Popularity Statisticspts/onnx2021.012021.022021.032021.042021.055001000150020002500
* 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.
Data current as of Sat, 08 May 2021 16:55:39 GMT.
super-resolution-1019.5%fcn-resnet101-1121.9%bertsquad-1019.2%shufflenet-v2-1019.5%yolov419.9%Model Option PopularityOpenBenchmarking.org

Revision History

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 1.6

Model: yolov4 - Device: OpenMP CPU

OpenBenchmarking.org metrics for this test profile configuration based on 517 public results since 16 January 2021 with the latest data as of 3 May 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
# Matching Public Results
Inferences Per Minute (Average)
100th
4
561 +/- 1
100th
5
555 +/- 1
99th
3
509 +/- 3
97th
3
485 +/- 2
94th
13
454 +/- 5
92nd
3
444 +/- 1
87th
8
438 +/- 17
83rd
3
401 +/- 1
79th
5
379 +/- 2
78th
5
364 +/- 1
77th
3
359 +/- 1
76th
6
353 +/- 18
76th
6
352 +/- 18
76th
4
351 +/- 1
Mid-Tier
75th
< 351
68th
3
315 +/- 1
64th
3
288 +/- 4
64th
3
286 +/- 1
56th
4
273 +/- 11
52nd
5
265 +/- 16
51st
4
262 +/- 1
Median
50th
262
49th
17
261 +/- 13
49th
3
261 +/- 1
46th
5
254 +/- 3
37th
8
233 +/- 1
34th
8
226 +/- 20
33rd
6
222 +/- 20
30th
3
208 +/- 6
Low-Tier
25th
< 190
25th
7
185 +/- 27
23rd
6
181 +/- 1
21st
4
180 +/- 2
19th
3
174 +/- 1
18th
3
166 +/- 1
17th
3
165 +/- 1
17th
4
162 +/- 5
15th
4
157 +/- 4
13th
3
139 +/- 2
12th
3
128 +/- 1
12th
3
126 +/- 1
11th
5
114 +/- 8
11th
3
108 +/- 1
8th
3
87 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Model: yolov4 - Device: OpenMP CPU517 Results Range From 18 To 562 Inferences Per Minute184164871101331561792022252482712943173403633864094324554785015245475701326395265

Based on OpenBenchmarking.org data, the selected test / test configuration (ONNX Runtime 1.6 - Model: yolov4 - Device: OpenMP CPU) 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkModel: yolov4 - Device: OpenMP CPURun-Time510152025Min: 2 / Avg: 6.07 / Max: 20

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.6%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: yolov4 - Device: OpenMP CPUDeviation3691215Min: 0 / Avg: 0.59 / Max: 7

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.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseONNX Runtime CPU Core ScalingModel: yolov4 - Device: OpenMP CPU46812163248641.01882.03763.05644.07525.094

Recent Test Results

OpenBenchmarking.org Results Compare

5 Systems - 59 Benchmark Results

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

Ubuntu 20.04 - 5.11.0-051100-generic - GNOME Shell 3.36.4

3 Systems - 158 Benchmark Results

AMD Ryzen 7 1700 Eight-Core - ASRock X370 Gaming X - AMD 17h

Arch rolling - 5.11.16-arch1-1 - Xfce 4.16

3 Systems - 147 Benchmark Results

AMD Ryzen 7 1700 Eight-Core - ASRock X370 Gaming X - AMD 17h

Arch rolling - 5.11.16-arch1-1 - Xfce 4.16

1 System - 732 Benchmark Results

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

Ubuntu 20.04 - 5.11.6-051106-generic - GNOME Shell 3.36.4

10 Systems - 454 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

5 Systems - 4 Benchmark Results

Intel Core i3-3217U - Intel D33217GKE - Intel 3rd Gen Core DRAM

Debian 10 - 4.19.0-16-amd64 - GCC 8.3.0

4 Systems - 4 Benchmark Results

ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 400 Rev 1.0 - 4096MB

Debian 10 - 5.10.17-v8+ - GCC 8.3.0

12 Systems - 453 Benchmark Results

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

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

3 Systems - 4 Benchmark Results

Intel Core i3-3217U - Intel D33217GKE - Intel 3rd Gen Core DRAM

Debian 10 - 4.19.0-16-amd64 - GCC 8.3.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 151 Benchmark Results

Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

3 Systems - 32 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

5 Systems - 89 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.10 - 5.8.0-36-generic - GNOME Shell 3.38.1

4 Systems - 17 Benchmark Results

AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven

Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1

3 Systems - 108 Benchmark Results

Intel Core i7-3770K - ECS Z77H2-A2X v1.0 - Intel Xeon E3-1200 v2

Ubuntu 20.04 - 5.4.0-58-generic - GNOME Shell 3.36.4

4 Systems - 62 Benchmark Results

AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship

Ubuntu 20.10 - 5.8.0-28-generic - GNOME Shell 3.38.1

3 Systems - 31 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - X Server 1.20.8

3 Systems - 20 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 - 85 Benchmark Results

Intel Core i9-9900K - ASRock Z390M Pro4 - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc1daily20200819-generic - GNOME Shell 3.36.4

4 Systems - 48 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS TUF GAMING B550M-PLUS - AMD Starship

Ubuntu 20.10 - 5.10.4-051004-generic - GNOME Shell 3.38.1

4 Systems - 6 Benchmark Results

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

Ubuntu 20.10 - 5.11.0-rc1-phx - GNOME Shell 3.38.1

3 Systems - 84 Benchmark Results

Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc8daily20201005-generic - GNOME Shell 3.36.2

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