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

19 December 2022

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

7 Minutes, 42 Seconds

Average Run Time

2 Minutes, 5 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

20k+ 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 current as of 31 January 2023.

Revision History

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

CPU Massive

Server CPU Tests

Creator Workloads

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

oneDNN 3.0

Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 171 public results since 19 December 2022 with the latest data as of 31 January 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 8280

99th

464 ^{+/- 4}

2 x Intel Xeon Platinum 8380

96th

484 ^{+/- 21}

Intel Xeon Platinum 8490H

95th

491 ^{+/- 9}

AMD Ryzen 9 7950X 16-Core

92nd

581 ^{+/- 6}

2 x Intel Xeon Gold 5220R

88th

806 ^{+/- 5}

AMD Ryzen 9 7900 12-Core

84th

845 ^{+/- 11}

Mid-Tier

75th

> 892

Intel Core i9-10980XE

73rd

929 ^{+/- 1}

Intel Core i9-13900K

71st

1088 ^{+/- 7}

AMD Ryzen 7 7700 8-Core

68th

1146 ^{+/- 16}

AMD Ryzen Threadripper 3990X 64-Core

60th

1314 ^{+/- 45}

2 x AMD EPYC 7773X 64-Core

58th

1374 ^{+/- 86}

AMD Ryzen Threadripper 3960X 24-Core

55th

1402 ^{+/- 46}

Median

50th

1448

AMD Ryzen 5 7600 6-Core

50th

1449 ^{+/- 4}

Intel Xeon Silver 4216

43rd

1895 ^{+/- 171}

AMD Ryzen 7 PRO 6850U

30th

2448 ^{+/- 6}

Intel Core i7-5960X

26th

2532 ^{+/- 19}

Low-Tier

25th

> 2537

AMD Ryzen 7 3800XT 8-Core

24th

2546 ^{+/- 10}

AMD Ryzen 7 PRO 5850U

22nd

2630 ^{+/- 12}

AMD Ryzen 9 5900HX

19th

2807 ^{+/- 1}

Intel Core i7-10700T

16th

3645 ^{+/- 11}

Intel Core i7-1185G7

15th

3705 ^{+/- 3}

Intel Core i7-1165G7

13th

3810 ^{+/- 44}

Intel Core i7-1280P

10th

4154 ^{+/- 115}

AMD Ryzen 7 4700U

9th

4296 ^{+/- 18}

AMD Ryzen 5 4500U

6th

4650 ^{+/- 19}

Intel Core i7-8565U

4th

5775 ^{+/- 373}

Intel Core i7-1065G7

4th

5812 ^{+/- 91}

AMD Ryzen 5 3400G

1st

9812 ^{+/- 181}

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 3.0 - Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU) has an average run-time of 10 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 0.6%.

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 VBROADCASTSS VINSERTF128 VPERMILPS VBROADCASTSD VEXTRACTF128 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 VINSERTI128 VPBROADCASTD VPBLENDD VPSLLVD VEXTRACTI128 VPSRAVD VPGATHERQQ VGATHERQPS VPERMQ VPBROADCASTW VPSRLVQ VPBROADCASTB VGATHERDPS VPGATHERDQ VPGATHERQD VPERM2I128 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).

VFMADD213SS VFMADD132SS VFMADD132SD VFNMADD132SD VFMADD231SS 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: 23 December 2022

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)

lnxbuild-9-9900 33 Systems - 47 Benchmark Results	Intel Core i9-9900 - Gigabyte Z370 AORUS Ultra Gaming-CF - Intel 8th ManjaroLinux 20.2 - 5.4.74-1-MANJARO - Xfce 4.14
lnxbuild-9-9900 33 Systems - 46 Benchmark Results	Intel Core i9-9900 - Gigabyte Z370 AORUS Ultra Gaming-CF - Intel 8th ManjaroLinux 20.2 - 5.4.74-1-MANJARO - Xfce 4.14
lnxbuild-9-9900 32 Systems - 45 Benchmark Results	Intel Core i9-9900 - Gigabyte Z370 AORUS Ultra Gaming-CF - Intel 8th ManjaroLinux 20.2 - 5.4.74-1-MANJARO - Xfce 4.14
Clear Sapphire 4 Systems - 297 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Clear Linux OS 38100 - 6.1.7-1247.native - X Server 1.21.1.6
Clear Sapphire 3 Systems - 318 Benchmark Results	2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce Clear Linux OS 38100 - 6.1.7-1247.native - X Server 1.21.1.6
bench1 1 System - 1 Benchmark Result	Intel Core i7-8650U - LENOVO 20L70025US - Intel Xeon E3-1200 v6 Pop 22.04 - 6.0.12-76060006-generic - GNOME Shell 42.3.1
617-xanv3-spectv12off-vtdon 2 Systems - 162 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian - 6.1.7-x64v3-xanmod1 - Xfce 4.18
617-xanv3-spectv12off-vtdon 1 System - 130 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian - 6.1.7-x64v3-xanmod1 - Xfce 4.18
2023-01-16-2136 128 Systems - 1156 Benchmark Results	2 x Intel Xeon E5-2680 v2 - Supermicro X9DR3-F v0123456789 - Intel Xeon E7 v2 Arch Linux - 6.1.6-arch1-1 - GCC 12.2.0
2023-01-18-1402 1 System - 46 Benchmark Results	2 x Intel Xeon E5-2680 v2 - Supermicro X9DR3-F v0123456789 - Intel Xeon E7 v2 Arch Linux - 6.1.6-arch1-1 - GCC 12.2.0
newer 3 Systems - 44 Benchmark Results	AMD Ryzen 5 7600 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
lnxbuild-9-9900 32 Systems - 44 Benchmark Results	Intel Core i9-9900 - Gigabyte Z370 AORUS Ultra Gaming-CF - Intel 8th ManjaroLinux 20.2 - 5.4.74-1-MANJARO - Xfce 4.14
xeon platinum 8280 2023 2 Systems - 131 Benchmark Results	2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 21.04 - 5.11.0-49-generic - GNOME Shell 3.38.4
deb11 3 Systems - 211 Benchmark Results	Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3 Debian 11 - 5.10.0-10-amd64 - 1.0.2
xeon platinum 8380 january 3 Systems - 99 Benchmark Results

EPYC Genoa Linux Distros 2 Systems - 133 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0
3800xt 2022 2 Systems - 89 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 11 - 5.10.0-20-amd64 - X Server 1.20.11
tiger christrmas 3 Systems - 73 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 21.10 - 5.13.0-52-generic - GNOME Shell 40.5
christmas comet 3 Systems - 110 Benchmark Results	Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 22.04 - 5.15.0-52-generic - GNOME Shell 42.2
3400g long time 3 Systems - 28 Benchmark Results	AMD Ryzen 5 3400G - ASUS PRIME B450M-A - AMD Raven Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.1
threadripper eo 2022 2 Systems - 361 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
epyc milan x xmas 2 Systems - 70 Benchmark Results	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 6.1.0-rc8-phx - X Server
new xmas 3 Systems - 67 Benchmark Results	AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1
xeon r gold onednn 3.0 3 Systems - 24 Benchmark Results	2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 6.1.0-phx - GNOME Shell 3.36.9
xeon silv jan 3 Systems - 69 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 11 - 5.10.0-10-amd64 - X Server
avx512 onednn 3.0 ryzen 9 7950x 4 Systems - 24 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 5.15.0-56-generic - GNOME Shell 42.5
onednn 3.0 raptor lake 3 Systems - 18 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.1
new tests jan 3 Systems - 69 Benchmark Results	AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2
onednn 3.0 alder lake p 4 Systems - 18 Benchmark Results	Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0
10980xe xmas 3 Systems - 70 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