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 toolkit.

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

Project Site

intel.com

Source Repository

github.com

Test Created

17 June 2020

Last Updated

1 March 2024

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

5 Minutes, 15 Seconds

Average Run Time

2 Minutes, 16 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

70k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsoneDNN Popularity Statisticspts/onednn2020.062020.082020.102020.122021.022021.042021.062021.082021.102021.122022.022022.042022.062022.082022.102022.122023.022023.042023.062023.082023.102023.122024.022024.0420K40K60K80K100K
* 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 21 April 2024.

Revision History

pts/onednn-3.4.0   [View Source]   Fri, 01 Mar 2024 13:02:43 GMT
Update against oneDNN 3.4 upstream.

pts/onednn-3.3.0   [View Source]   Thu, 12 Oct 2023 11:14:07 GMT
Update against oneDNN 3.3 upstream.

pts/onednn-3.1.0   [View Source]   Fri, 31 Mar 2023 18:14:37 GMT
Update against oneDNN 3.1 upstream.

pts/onednn-3.0.0   [View Source]   Mon, 19 Dec 2022 21:07:39 GMT
Update against oneDNN 3.0 upstream.

pts/onednn-2.7.0   [View Source]   Wed, 28 Sep 2022 13:00:44 GMT
Update against oneDNN 2.7 upstream.

pts/onednn-1.8.0   [View Source]   Tue, 29 Mar 2022 19:55:25 GMT
Update against oneDNN 2.6 upstream.

pts/onednn-1.7.0   [View Source]   Sat, 13 Mar 2021 07:49:33 GMT
Update against oneDNN 2.1.2 upstream.

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

HPC - High Performance Computing

Intel oneAPI

CPU Massive

Creator Workloads

Server CPU Tests


Performance Metrics

Analyze Test Configuration:

oneDNN 3.4

Harness: Recurrent Neural Network Training - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 117 public results since 1 March 2024 with the latest data as of 21 April 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
ms (Average)
Mid-Tier
75th
> 1256
68th
3
1744 +/- 1
65th
5
2030 +/- 71
61st
4
2813 +/- 4
58th
3
3417 +/- 118
55th
3
3488 +/- 49
Median
50th
3603
49th
3
3704 +/- 7
43rd
3
3853 +/- 99
42nd
4
3954 +/- 72
37th
4
4082 +/- 1
31st
4
4921 +/- 152
30th
3
5053 +/- 77
Low-Tier
25th
> 5266
25th
3
5293 +/- 58
19th
4
6012 +/- 9
16th
3
6036 +/- 28
12th
3
7411 +/- 13
12th
4
7487 +/- 240
7th
4
7674 +/- 54
2nd
4
12168 +/- 444
OpenBenchmarking.orgDistribution Of Public Results - Harness: Recurrent Neural Network Training - Engine: CPU105 Results Range From 553 To 12554 ms55379410351276151717581999224024812722296332043445368639274168440946504891513253735614585560966337657868197060730175427783802482658506874789889229947097119952101931043410675109161115711398116391188012121123621260348121620

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 3.4 - Harness: Recurrent Neural Network Training - Engine: CPU) has an average run-time of 5 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 BenchmarkHarness: Recurrent Neural Network Training - Engine: CPURun-Time246810Min: 4 / Avg: 4.14 / Max: 5

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
Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

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

 
VPBROADCASTQ VINSERTI128 VPBROADCASTD VPBLENDD VPSLLVD VEXTRACTI128 VPSRAVD VPERM2I128 VPGATHERQQ VGATHERQPS VPERMQ VPBROADCASTW VPSRLVQ VPBROADCASTB VPGATHERDQ VPGATHERQD VPSLLVQ VPMASKMOVQ VPERMD
FMA (FMA)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFMADD231SS VFMADD213SS VFMADD132SS VFMADD132SD VFMADD132PS VFMADD231PS VFMADD213PS VFNMADD132PS VFNMSUB231PS VFNMSUB132SS VFNMADD132SS VFNMSUB231SS VFNMADD231PS VFNMADD231SS VFNMADD213SS VFMADD231SD VFMSUB132SS VFMADD132PD VFMADD231PD VFMADD213PD VFMSUB231SS VFMSUB213PS VFMSUB132PS VFMSUB213SS VFMSUB231SD
Advanced Vector Extensions 512 (AVX512)
Requires passing a supported compiler/build flag (verified with targets: cascadelake, sapphirerapids).
 
(ZMM REGISTER USE)
The test / benchmark does honor compiler flag changes.
Last automated analysis: 2 March 2024

This test profile binary relies on the shared libraries libdnnl.so.3, libm.so.6, libgomp.so.1, libc.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-N1 128-Core, ARMv8 Neoverse-V2 72-Core

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Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0

1 System - 7 Benchmark Results

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Ubuntu 24.04 - 6.8.0-11-generic - Xfce 4.18

76 Systems - 921 Benchmark Results

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SystemRescue 10.01 - 6.1.30-1-lts - X Server 1.21.1.8

1 System - 23 Benchmark Results

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4 Systems - 158 Benchmark Results

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Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

4 Systems - 158 Benchmark Results

AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell 45.0

4 Systems - 120 Benchmark Results

ARMv8 Neoverse-N1 - GIGABYTE G242-P36-00 MP32-AR2-00 v01000100 - Ampere Computing LLC Altra PCI Root Complex A

Ubuntu 23.10 - 6.5.0-15-generic - GCC 13.2.0

3 Systems - 119 Benchmark Results

AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell

3 Systems - 114 Benchmark Results

AMD Ryzen 5 5500U - NB01 TUXEDO Aura 15 Gen2 NL5xNU - AMD Renoir

Tuxedo 22.04 - 6.0.0-1010-oem - KDE Plasma 5.26.5

1 System - 341 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8

Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5

2 Systems - 8 Benchmark Results

AMD EPYC 7R13 48-Core - Supermicro H12SSL-I v1.02 - AMD Starship

EndeavourOS rolling - 6.7.9-zen1-1-zen - X Server 1.21.1.11

3 Systems - 64 Benchmark Results

Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3

Debian 12 - 6.1.0-11-amd64 - GCC 12.2.0

2 Systems - 69 Benchmark Results

AMD Ryzen 5 8500G - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 16 Benchmark Results

Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

3 Systems - 17 Benchmark Results

Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers

Debian 12 - 6.1.0-11-amd64 - X Server

2 Systems - 16 Benchmark Results

2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce

Fedora Linux 39 - 6.5.6-300.fc39.x86_64 - GCC 13.2.1 20231205

3 Systems - 8 Benchmark Results

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

Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0

3 Systems - 17 Benchmark Results

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

Ubuntu 22.04 - 6.5.0-18-generic - GNOME Shell 42.2

4 Systems - 7 Benchmark Results

ARMv8 Neoverse-V2 - Quanta Cloud QuantaGrid S74G-2U 1S7GZ9Z0000 S7G MB - 1 x 480GB DRAM-6400MT

Ubuntu 22.04 - 6.5.0-1007-NVIDIA-64k - NVIDIA

3 Systems - 17 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

4 Systems - 7 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-21-generic - GNOME Shell 45.2

2 Systems - 56 Benchmark Results

Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f

Ubuntu 23.10 - 6.8.0-060800rc1daily20240126-generic - GNOME Shell 45.2

2 Systems - 69 Benchmark Results

AMD Ryzen 5 8500G - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

2 Systems - 100 Benchmark Results

AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir

Fedora Linux 39 - 6.5.8-300.fc39.x86_64 - GNOME Shell 45.0

3 Systems - 119 Benchmark Results

AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-15-generic - GNOME Shell

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2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3

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Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

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