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, 19 Seconds

Average Run Time

2 Minutes, 16 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

90k+ 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 updated weekly as of 8 October 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: Convolution Batch Shapes Auto - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 250 public results since 1 March 2024 with the latest data as of 3 October 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)

2 x INTEL XEON PLATINUM 8592

98th

0.3

Intel Xeon 6980P

98th

0.3

2 x Intel Xeon Platinum 8490H

93rd

0.4

2 x Intel Xeon 6980P

89th

0.5

2 x AMD EPYC 9654 96-Core

88th

0.5

2 x AMD EPYC 9684X 96-Core

87th

0.5

AMD Ryzen Threadripper 7980X 64-Cores

84th

0.6

INTEL XEON PLATINUM 8592

82nd

0.6

2 x AMD EPYC 9754 128-Core

79th

0.6

Mid-Tier

75th

> 0.7

Intel Xeon Platinum 8490H

75th

0.7

AMD EPYC 9684X 96-Core

74th

0.7

AMD EPYC 9654 96-Core

74th

0.7

AMD EPYC 8534P 64-Core

67th

1.2

AMD Ryzen Threadripper PRO 5965WX 24-Cores

64th

2.7

AMD EPYC 4484PX 12-Core

62nd

4.0

AMD EPYC 4584PX 16-Core

60th

4.2

ARMv8 Neoverse-N1 128-Core

58th

4.3

ARMv8 Neoverse-V2 72-Core

57th

4.7

AMD Ryzen Threadripper 3970X 32-Core

54th

5.6 ^{+/- 0.2}

AMD Ryzen 9 7950X 16-Core

52nd

5.9 ^{+/- 0.7}

AMD Ryzen 9 7900 12-Core

51st

6.3 ^{+/- 0.1}

Intel Core i9-14900K

51st

6.3 ^{+/- 0.7}

Median

50th

6.4

Intel Xeon E E-2488

49th

6.4

AMD EPYC 4464P 12-Core

45th

6.5

AMD EPYC 4564P 16-Core

45th

6.5 ^{+/- 0.1}

2 x Intel Xeon Max 9468

39th

7.7

AMD EPYC 4344P 8-Core

39th

7.8

AMD EPYC 4244P 6-Core

36th

7.9

AMD EPYC 4364P 8-Core

35th

8.2

2 x Intel Xeon Max 9480

34th

8.2 ^{+/- 1.0}

Intel Core i7-1280P

33rd

8.2

AMD Ryzen 5 7600 6-Core

33rd

8.2

AMD Ryzen 5 8500G

31st

8.3

Intel Xeon Max 9480

28th

8.8 ^{+/- 0.1}

Intel Core i7-1165G7

28th

8.8

Low-Tier

25th

> 9.0

AMD EPYC 4124P 4-Core

25th

9.1

Intel Xeon Max 9468

23rd

9.2

Intel Core i7-1185G7

20th

9.6 ^{+/- 0.5}

Intel Core i9-10980XE

19th

9.9

Intel Core i7-5960X

16th

10.6

Intel Core i7-1065G7

13th

13.2 ^{+/- 0.6}

AMD Ryzen 7 PRO 6850U

13th

13.7 ^{+/- 0.2}

AMD Ryzen 7 7840U

10th

15.1 ^{+/- 0.1}

AMD Ryzen 7 7840HS

8th

16.1 ^{+/- 0.1}

AMD EPYC 7551 32-Core

7th

16.8 ^{+/- 2.0}

AMD Ryzen 5 5500U

6th

22.6 ^{+/- 0.1}

AMD Ryzen 7 PRO 5850U

4th

25.2 ^{+/- 0.3}

AMD Ryzen 9 5900HX

3rd

30.8 ^{+/- 0.2}

AMD Ryzen 7 4700U

1st

32.3 ^{+/- 0.4}

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 3.4 - Harness: Convolution Batch Shapes Auto - 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 0.1%.

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

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 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-V1, ARMv8 Neoverse-V2 72-Core, AmpereOne 192-Core

H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
core-i5-12500 1 System - 275 Benchmark Results	Intel Core i5-12500 - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.1.0-21-amd64 - GCC 12.2.0
m6i.8xlarge 1 System - 147 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m7g.8xlarge 1 System - 147 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m6i.8xlarge 1 System - 103 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m6i.8xlarge 1 System - 99 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m7g.8xlarge 1 System - 103 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m7g.8xlarge 1 System - 99 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
m7g.8xlarge 1 System - 99 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
2024-06-28-2301 1 System - 7 Benchmark Results	ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
2024-06-28-2209 1 System - 7 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255
c6i.4xlarge 10 Systems - 52 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c6i.4xlarge 10 Systems - 52 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c6i.4xlarge 8 Systems - 52 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
c6i.4xlarge 2 Systems - 51 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255

new fri 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
new s march 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
lslsls 2 Systems - 71 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO ThinkPad X13 Gen 3 21CM0001US - AMD 17h-19h PCIe Root Complex Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0
ddddx 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
8500g new 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
one fur 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
2024-03-28-1658 76 Systems - 921 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P - Intel Device 7a27 SystemRescue 10.01 - 6.1.30-1-lts - X Server 1.21.1.8
kdlkf 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
5850u march 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
cxl march s 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
c6i.4xlarge 2 Systems - 51 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255
dkda 3 Systems - 139 Benchmark Results	AMD Ryzen 7 7840U - PHX Swift SFE16-43 Ray_PEU - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
dhss Featured Graphics Comparison	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0
kfmar 4 Systems - 65 Benchmark Results	Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
icelake march 2 Systems - 108 Benchmark Results	Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1