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

31 March 2023

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

7 Minutes, 27 Seconds

Average Run Time

2 Minutes, 5 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

40k+ Downloads

Supported Platforms

Revision History

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

Intel oneAPI

HPC - High Performance Computing

CPU Massive

Creator Workloads

Server CPU Tests

Performance Metrics

Analyze Test Configuration:

oneDNN 3.1

Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 112 public results since 31 March 2023 with the latest data as of 31 May 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

ms (Average)

2 x Intel Xeon Platinum 8380

99th

723 ^{+/- 17}

2 x AMD EPYC 9654 96-Core

94th

992 ^{+/- 15}

2 x Intel Xeon Platinum 8490H

91st

1177 ^{+/- 40}

AMD EPYC 7773X 64-Core

84th

1184

AMD Ryzen 9 7950X 16-Core

81st

1207 ^{+/- 23}

Intel Xeon Gold 6346

77th

1267 ^{+/- 6}

Mid-Tier

75th

> 1287

AMD Ryzen 9 7950X3D 16-Core

75th

1292 ^{+/- 5}

2 x AMD EPYC 7373X 16-Core

71st

1374 ^{+/- 4}

2 x Intel Xeon Gold 5220R

67th

1382 ^{+/- 6}

2 x AMD EPYC 7573X 32-Core

61st

1387 ^{+/- 3}

Intel Core i9-10980XE

59th

1678 ^{+/- 29}

Intel Core i9-13900K

53rd

1990 ^{+/- 34}

Median

50th

2227

AMD Ryzen 7 7800X3D 8-Core

48th

2227

AMD Ryzen Threadripper 3960X 24-Core

46th

2434 ^{+/- 9}

2 x AMD EPYC 7513 32-Core

43rd

2602 ^{+/- 12}

AMD Ryzen 7 5800X3D 8-Core

41st

2744 ^{+/- 5}

AMD Ryzen Threadripper 3990X 64-Core

37th

4011 ^{+/- 9}

Intel Core i7-12700H

34th

4360 ^{+/- 7}

AMD Ryzen 9 5900HX

31st

4470 ^{+/- 10}

AMD Ryzen 7 PRO 6850U

28th

4550 ^{+/- 13}

Low-Tier

25th

> 4737

AMD Ryzen 7 PRO 5850U

25th

4744 ^{+/- 9}

AMD Ryzen 5 5500U

21st

6238 ^{+/- 34}

AMD Ryzen 7 4700U

18th

6383 ^{+/- 125}

Intel Core i7-10700T

16th

6941 ^{+/- 36}

Intel Core i7-1185G7

12th

7110 ^{+/- 16}

Intel Core i7-1165G7

10th

7476 ^{+/- 26}

Intel Core i7-1280P

8th

7554 ^{+/- 19}

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 3.1 - Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU) 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 0.4%.

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

SSE 4.2 (SSE4_2)

Used by default on supported hardware.
Found on Intel processors since at least 2010.
Found on AMD processors since Bulldozer (2011).

POPCNT

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).

VZEROUPPER VEXTRACTF128 VBROADCASTSS VINSERTF128 VPERMILPS VBROADCASTSD VPERMILPD VPERM2F128 VMASKMOVPS

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).

VPBROADCASTQ VPGATHERQQ VGATHERQPS VPGATHERQD VPERM2I128 VINSERTI128 VPBROADCASTD VPBLENDD VPSLLVD VEXTRACTI128 VPSRAVD VPBROADCASTW VPERMQ VPSRLVQ VPBROADCASTB VGATHERDPS VPGATHERDQ VPERMD VPSLLVQ VPMASKMOVQ

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 VFNMADD132SD VFMADD132PS VFMADD231PS VFMADD213PS VFNMADD132PS VFNMSUB231PS VFNMSUB132SS VFNMADD132SS VFNMSUB231SS VFNMADD231PS VFNMADD231SS VFNMADD213SS VFMSUB132SS VFMADD132PD VFMADD231PD VFMADD231SD VFMADD213PD VFMSUB231SS VFMSUB231SD VFMSUB213PS VFMSUB132PS VFMSUB213SS

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: 31 March 2023

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)

one-api 1 System - 96 Benchmark Results	Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-42-generic - GNOME Shell 42.5
ML 1 System - 253 Benchmark Results	Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-42-generic - GNOME Shell 42.5
one-api 1 System - 96 Benchmark Results	Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-41-generic - GNOME Shell 42.5
am5-xan633-passive-writeback-com20-notpreempt-nospectrev1 1 System - 48 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRockRack B665D4U-1L v3.03 - AMD Device 14d8 Debian 12 - 6.3.3-x64v3-xanmod1 - Xfce 4.18
2023-05-22-0733 1 System - 118 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRockRack B665D4U-1L v3.03 - AMD Device 14d8 Debian 12 - 6.3.3-x64v3-xanmod1 - Xfce 4.18
2023-05-21-2304 1 System - 143 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRockRack B665D4U-1L v3.03 - AMD Device 14d8 Debian 12 - 6.3.3-x64v3-xanmod1 - Xfce 4.18
632-xanv3-spect12off-nojournal 1 System - 119 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.3.2-x64v3-xanmod1 - Xfce 4.18
lenovoCPUall 1 System - 84 Benchmark Results	2 x Intel Xeon Platinum 8362 - Lenovo 7Z73CTOLWW v05 - Intel Device 0998 Ubuntu 22.04 - 5.15.0-71-generic - 1.3.224
2305100-pts-spravx2345 1 System - 7 Benchmark Results	Intel Xeon w9-3495X - Supermicro X13SWA-TF v1.01 - Intel Alder Lake-S PCH Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1
2305100-pts-spravx2345 1 System - 3 Benchmark Results	Intel Xeon w9-3495X - Supermicro X13SWA-TF v1.01 - Intel Alder Lake-S PCH Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1
2305100-PTS-SPRAVX2345 1 System - 3 Benchmark Results	Intel Xeon w9-3495X - Supermicro X13SWA-TF v1.01 - Intel Alder Lake-S PCH Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1
2305100-PTS-SPRAVX1234 1 System - 11 Benchmark Results	Intel Xeon w9-3495X - Supermicro X13SWA-TF v1.01 - Intel Alder Lake-S PCH Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1
cpurannic2a 1 System - 116 Benchmark Results	Intel Xeon Gold 6438N - Nokia Solutions and s AE-SER2UES-A/AF1854.01 - Intel Device 1bce Rocky Linux 8.7 - 4.18.0-425.19.2.el8_7.x86_64 - GNOME Shell 3.32.2
2023-05-03-1655 1 System - 348 Benchmark Results	Intel Celeron J6413 - (5.19 BIOS) - Intel Elkhart Lake PMC Ubuntu 23.04 - 6.2.0-20-generic - GCC 12.2.0
minervalongsinht 1 System - 343 Benchmark Results	2 x Intel Xeon Silver 4314 - Intel M20NTP2SB - Intel Device 0998 Ubuntu 22.04 - 5.15.0-71-generic - 1.3.224

5800X3d 2023 3 Systems - 131 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.17.0-1019-oem - GNOME Shell 42.2
7950X renew 5 Systems - 72 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.3.0-060300rc7daily20230417-generic - GNOME Shell 42.5
sup easter 2 Systems - 40 Benchmark Results	AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1
AMD Ryzen 7 7800X3D Linux 2 Systems - 93 Benchmark Results	AMD Ryzen 7 7800X3D 8-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.8-060208-generic - GNOME Shell 44.0
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
amd-genoa-onednn-31 3 Systems - 21 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Clear Linux OS 38660 - 6.2.8-1293.native - X Server
new tests extra cpus 4 Systems - 215 Benchmark Results	AMD EPYC 7343 16-Core - Supermicro H12SSL-i v1.02 - 8 x 64 GB DDR4-3200MT AlmaLinux 9.1 - 5.14.0-162.12.1.el9_1.x86_64 - GCC 11.3.1 20220421
onednn 3.1 cascade lake x 3 Systems - 21 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
tr onednn 3.1 3 Systems - 21 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
onednn 3.1 tigerlake 3 Systems - 21 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 22.10 - 5.19.0-38-generic - GNOME Shell 43.0
onednn 5900hx 3 Systems - 7 Benchmark Results	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-38-generic - GNOME Shell 43.0
renoir march 3 Systems - 46 Benchmark Results	AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Ubuntu 22.04 - 5.19.0-35-generic - GNOME Shell 42.2
blender onednn 4 Systems - 26 Benchmark Results	2 x AMD EPYC 7513 32-Core - Supermicro H12DSi-N6 v1.02 - 512GB AlmaLinux 9.1 - 5.14.0-162.18.1.el9_1.x86_64 - GCC 11.3.1 20220421
tr onednn 3.1 Featured OpenGL Comparison	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.04 - 6.2.0-18-generic - GNOME Shell 44.0
xxx Featured OpenGL Comparison	Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH openSUSE 20230303 - 6.2.1-1-default - KDE Plasma 5.27.2