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

12 October 2023

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

5 Minutes, 8 Seconds

Average Run Time

2 Minutes, 28 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

60k+ 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 20 November 2023.

Revision History

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

Intel oneAPI

HPC - High Performance Computing

CPU Massive

Creator Workloads

Server CPU Tests

Performance Metrics

Analyze Test Configuration:

oneDNN 3.3

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

OpenBenchmarking.org metrics for this test profile configuration based on 260 public results since 12 October 2023 with the latest data as of 28 November 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)

AMD Ryzen Threadripper 7980X 64-Cores

100th

661 ^{+/- 6}

Intel Xeon Platinum 8490H

98th

664

AMD EPYC 9554 64-Core

97th

688

Intel Xeon Platinum 8480

95th

701 ^{+/- 4}

AMD Ryzen Threadripper 7970X 32-Cores

92nd

737 ^{+/- 10}

Intel Xeon Gold 6421N

89th

786 ^{+/- 1}

AMD Ryzen Threadripper PRO 7995WX 96-Cores

86th

801 ^{+/- 22}

AMD EPYC 8534P 64-Core

84th

809 ^{+/- 2}

AMD EPYC 9654 96-Core

83rd

829

AMD EPYC 9684X 96-Core

81st

869

AMD EPYC 9334 32-Core

79th

988 ^{+/- 3}

Mid-Tier

75th

> 1067

2 x Intel Xeon Platinum 8490H

74th

1070 ^{+/- 7}

AMD Ryzen 9 7950X 16-Core

72nd

1196 ^{+/- 62}

2 x AMD EPYC 9554 64-Core

71st

1200

AMD EPYC 9754 128-Core

69th

1221

AMD Ryzen 9 7950X3D 16-Core

67th

1224 ^{+/- 9}

AMD Ryzen 9 7900X 12-Core

62nd

1443

AMD Ryzen 9 7900X3D 12-Core

61st

1566

Intel Core i9-10980XE

59th

1642 ^{+/- 9}

AMD EPYC 9124 16-Core

59th

1643 ^{+/- 1}

AMD Ryzen 9 7900 12-Core

56th

1708

2 x AMD EPYC 9654 96-Core

55th

1823 ^{+/- 16}

2 x AMD EPYC 9684X 96-Core

51st

1836 ^{+/- 14}

Median

50th

2048

2 x AMD EPYC 9754 128-Core

49th

2055 ^{+/- 14}

AMD Ryzen 7 7700X 8-Core

49th

2082

Intel Core i9-13900K

47th

2120 ^{+/- 29}

Intel Core i9-14900K

44th

2148 ^{+/- 26}

AMD Ryzen 7 7700 8-Core

42nd

2225

AMD Ryzen 7 7800X3D 8-Core

40th

2237 ^{+/- 1}

AMD Ryzen 7 PRO 7840U

37th

3154 ^{+/- 20}

AMD Ryzen Z1 Extreme

32nd

3310 ^{+/- 3}

2 x AMD EPYC 7303 16-Core

32nd

3317 ^{+/- 129}

Intel Core i5-14600K

30th

3322 ^{+/- 2}

Intel Xeon Silver 4216

28th

3555 ^{+/- 69}

AMD Ryzen Threadripper 3970X 32-Core

27th

3719 ^{+/- 327}

Low-Tier

25th

> 3935

AMD Ryzen 9 3900XT 12-Core

24th

3952 ^{+/- 18}

AMD Ryzen 9 5900HX

21st

4194 ^{+/- 13}

AMD Ryzen 7 7840U

20th

4819 ^{+/- 212}

AMD Ryzen 7 PRO 6850U

17th

6272 ^{+/- 12}

AMD Ryzen 7 4700U

16th

6670 ^{+/- 71}

Intel Core i7-1185G7

12th

7182 ^{+/- 5}

Intel Core i7-1165G7

11th

7627 ^{+/- 8}

AMD Ryzen 5 4500U

8th

7891 ^{+/- 226}

Intel Core i7-1280P

6th

9406 ^{+/- 554}

Intel Core i7-1065G7

4th

13661 ^{+/- 826}

2 x Intel Xeon Max 9480

3rd

15262 ^{+/- 1519}

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 3.3 - Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

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)

Debian 12 - tests2 1 System - 39 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Debian 12 - 6.1.0-13-amd64 - X Server 1.21.1.7
sss 2 Systems - 180 Benchmark Results
results2 1 System - 21 Benchmark Results	Intel Xeon E5-1620 v4 - HP 212B v1.01 - Intel Xeon E7 v4 Ubuntu 22.04 - 6.2.0-37-generic - GNOME Shell 42.9
7950x3d 4 Systems - 177 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRockRack B650D4U-2L2T/BCM - AMD Device 14d8 Ubuntu 22.04 - 6.6.0-rc4-phx-amd-pref-core - GNOME Shell 42.9
Arctic Freezer 4U-M Heatsink - AMD EPYC Siena Benchmarks 4 Systems - 350 Benchmark Results	AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0
AMD Ryzen 9 7950X vs. Threadripper 7970X + 7980X On Linux 4 Systems - 415 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
Noctua SP6 Heatsinks AMD EPYC Siena Benchmarks 3 Systems - 513 Benchmark Results	AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0
onednn_centos7 1 System - 21 Benchmark Results	2 x AMD EPYC 7642 48-Core - Dell 0GK70M - AMD Starship CentOS Linux 7 - 3.10.0-1160.24.1.el7.x86_64 - GCC 4.8.5 20150623
AMD Ryzen 7 7800X3D ECC@5200 2 Systems - 339 Benchmark Results	AMD Ryzen 7 7800X3D 8-Core - ASUS ProArt B650-CREATOR - AMD Device 14d8 Debian 12 - 6.5.0-0.deb12.1-amd64 - Xfce 4.18
tgls Featured Kernel Comparison	5.19.0-46-generic - 6.2.0-36-generic
Fedora 39 AMD Ryzen Laptop Benchmarks 5 Systems - 108 Benchmark Results	AMD Ryzen 7 5800H - LENOVO LNVNB161216 - AMD Renoir Xilka 2023.03.07 - 6.6.1 - KDE Plasma 5.27.9
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
tr 2 Systems - 428 Benchmark Results
4500u nov 2 Systems - 202 Benchmark Results
aug 2 Systems - 142 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.2

AMD Linux CPU Benchmarks October 2023 Featured Processor Comparison	AMD Ryzen 9 7900X 12-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
new tests Featured Processor Comparison	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
centos stream extra 3 Systems - 68 Benchmark Results	2 x Intel Xeon Max 9480 - Supermicro X13DEM v1.10 - Intel Device 1bce CentOS Stream 9 - 5.14.0-373.el9.x86_64 - GNOME Shell 40.10
4500u nov 2 Systems - 202 Benchmark Results
sapphire rapids october 2 Systems - 35 Benchmark Results	2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0
9684x ne 2 Systems - 35 Benchmark Results	2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.6.0-060600rc1-generic - GNOME Shell
one one 4 Systems - 27 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.04 - 6.2.0-32-generic - GNOME Shell 44.0
oidn onednn 3 Systems - 19 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.10 - 6.5.0-7-generic - GNOME Shell 45.0
new one Featured OpenGL Comparison	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD 17h-19h PCIe Root Complex Ubuntu 23.10 - 6.3.0-7-generic - GNOME Shell
new okt 2 Systems - 63 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
Fedora 39 AMD Ryzen laptops 2 Systems - 134 Benchmark Results	AMD Ryzen 7 PRO 7840U - LENOVO 21K5001JUS - AMD Device 14e8 Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0
Xeon Max Linux Distros 2 Systems - 339 Benchmark Results	2 x Intel Xeon Max 9480 - Supermicro X13DEM v1.10 - Intel Device 1bce Ubuntu 22.04 - 6.2.0-34-generic - GNOME Shell 42.9
one ryzen 2 Systems - 24 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
ss Featured Compiler Comparison	AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Ubuntu 23.04 - 6.2.0-24-generic - GNOME Shell 44.2
Fedora 38 vs. Fedora 39 Ryzen Laptop 2 Systems - 141 Benchmark Results	AMD Ryzen 7 PRO 7840U - LENOVO 21K5001JUS - AMD Device 14e8 Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0