oneDNN

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the Intel oneAPI initiative.

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

Project Site

github.com

Test Created

17 June 2020

Last Updated

20 December 2020

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

8 Minutes, 59 Seconds

Average Run Time

2 Minutes, 2 Seconds

Accolades

5k+ Downloads

Supported Platforms

* 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 Fri, 22 Jan 2021 18:34:28 GMT.

Revision History

pts/onednn-1.6.1 [View Source] Sun, 20 Dec 2020 09:58:16 GMT
This test profile builds and works fine on macOS so enable it (MacOSX).

pts/onednn-1.6.0 [View Source] Wed, 09 Dec 2020 13:47:31 GMT
Update against oneDNN 2.0 upstream.

pts/onednn-1.5.0 [View Source] Wed, 17 Jun 2020 16:26:39 GMT
Initial commit of oneDNN test profile based on Intel oneDNN 1.5, forked from existing mkl-dnn test profile that is named from MKL-DNN before it was renamed to DNNL and then oneDNN. So create new test profile to match Intel naming convention.

Suites Using This Test

Multi-Core

Machine Learning

Intel oneAPI

CPU Massive

Server CPU Tests

Creator Workloads

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

oneDNN 1.5

Harness: Deconvolution Batch deconv_3d - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 92 public results since 20 June 2020 with the latest data as of 20 November 2020.

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

ms (Average)

2 x Intel Xeon Platinum 8280

97th

4.4

2 x Intel Xeon Gold 5220R

92nd

9.2 ^{+/- 0.9}

Mid-Tier

75th

> 10.8

Intel Core i9-10980XE

65th

10.8

Median

50th

12.4

Intel Xeon Gold 6226R

44th

13.9 ^{+/- 3.6}

Intel Core i7-7900X

41st

16.3 ^{+/- 0.2}

Intel Xeon Silver 4216

28th

21.7

Low-Tier

25th

> 21.7

Intel Xeon Gold 5218

24th

22.9 ^{+/- 3.1}

Intel Xeon Silver 4214R

21st

24.5 ^{+/- 0.1}

Intel Xeon Gold 5217

17th

26.2

Intel Xeon Silver 4215R

8th

30.7 ^{+/- 0.1}

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 1.5 - Harness: Deconvolution Batch deconv_3d - Data Type: bf16bf16bf16 - Engine: CPU) has an average run-time of 2 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 0.3%.

AWSU20-Multicore 1 System - 214 Benchmark Results	Intel Xeon Platinum 8275CL - Amazon EC2 c5.2xlarge - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-1029-aws - GCC 9.3.0
Intel Xeon On Ubuntu 20.10 Featured Processor Comparison	Intel Xeon Gold 6226R - Intel Xeon Gold 5217 - Intel Xeon Silver 4215R - Intel Xeon Silver 4214R - Intel Xeon Gold 5218 - Intel Xeon Silver 4216
Tests Core i9 10980XE Debian 11 1 System - 167 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Debian testing - 5.8.0-2-amd64 - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 5 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-19-generic - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 4 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Clear Linux OS 33780 - 5.7.13-975.native - GNOME Shell 3.38.0
7900X New 3 Systems - 170 Benchmark Results	Intel Core i7-7900X - ASRock X299 Extreme4 - Intel Sky Lake-E DMI3 Registers Ubuntu 19.04 - 5.0.0-38-generic - GNOME Shell 3.32.1
Ubuntu 20.10 Devel 3 Systems - 155 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Clear Linux OS 33780 - 5.7.13-975.native - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 2 Systems - 182 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Fedora 33 - 5.8.12-300.fc33.x86_64 - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 1 System - 178 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-19-generic - GNOME Shell 3.38.0
onednning 1 System - 20 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.4.0-42-generic - GNOME Shell 3.36.4
r 1 System - 37 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
5218-oneDNN 1 System - 20 Benchmark Results

Core i9 Clear Linux Benchmarks 6 Systems - 136 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.4.0-42-generic - GNOME Shell 3.36.4
Intel Xeon On Ubuntu 20.10 Featured Processor Comparison	Intel Xeon Gold 6226R - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 5 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-19-generic - GNOME Shell 3.38.0
Ubuntu 20.10 Devel 4 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Clear Linux OS 33780 - 5.7.13-975.native - GNOME Shell 3.38.0
July Tests 10 Systems - 60 Benchmark Results	2 x Intel Xeon Silver 4214R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 18.04 - 5.3.0-40-generic - GNOME Shell 3.28.4
HEDT CPUs July 2020 - Core i9 vs. Threadripper 3 Systems - 86 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.2
Xeon Extra 10 Systems - 130 Benchmark Results	Intel Xeon Gold 6138 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 18.04 - 5.3.0-40-generic - GNOME Shell 3.28.4
Autumn 2020 Linux Distributions 6 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-19-generic - GNOME Shell 3.38.0
Core i9 Clear Linux 1 System - 144 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Clear Linux OS 33540 - 5.7.10-972.native - GNOME Shell 3.36.4
Xeon Extra 11 Systems - 138 Benchmark Results	Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 18.04 - 5.3.0-40-generic - GNOME Shell 3.28.4
HEDT CPUs July 2020 2 Systems - 86 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.4.0-39-generic - GNOME Shell 3.36.1
centos-8-minimal-baseline-ii 1 System - 194 Benchmark Results	4 x Intel Xeon Gold 5218R - Intel 440BX - Intel 440BX CentOS Linux 8 - 4.18.0-193.6.3.el8_2.x86_64 - GCC 8.3.1 20191121