oneDNN MKL-DNN

This is a test of the Intel oneDNN (formerly DNNL / Deep Neural Network Library / MKL-DNN) 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.

The pts/mkl-dnn test profile has been succeeded by the pts/onednn test profile to match the naming convetion used by Intel following their renaming to oneDNN. Run pts/onednn test profile to use the latest version of Intel oneDNN benchmark.

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

Project Site

github.com

Test Created

16 April 2019

Last Updated

17 June 2020

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

3 Minutes, 31 Seconds

Average Run Time

8 Minutes, 21 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

20k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsoneDNN MKL-DNN Popularity Statisticspts/mkl-dnn2019.042019.052019.062019.072019.082019.092019.102019.112019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.1010K20K30K40K50K
* 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 25 October 2021.
Deconvolution Batch deconv_3d19.5%Deconvolution Batch deconv_1d21.1%IP Batch All19.6%IP Batch 1D20.0%Recurrent Neural Network Training9.8%Recurrent Neural Network Inference10.0%Harness Option PopularityOpenBenchmarking.org
u8s8f3236.1%f3263.9%Data Type Option PopularityOpenBenchmarking.org

Revision History

pts/mkl-dnn-1.3.1   [View Source]   Wed, 17 Jun 2020 16:31:48 GMT
NOTICE: The pts/mkl-dnn test profile has been succeeded by the pts/onednn test profile to match the naming convetion used by Intel following their renaming to oneDNN. Run pts/onednn test profile to use the latest version of Intel oneDNN benchmark

pts/mkl-dnn-1.3.0   [View Source]   Thu, 09 Apr 2020 18:14:05 GMT
Fix as did not mean to expose f16 option.

pts/mkl-dnn-1.2.0   [View Source]   Thu, 09 Apr 2020 18:10:17 GMT
Update against oneDNN 1.3 sources.

pts/mkl-dnn-1.1.1   [View Source]   Thu, 03 Oct 2019 19:35:40 GMT
Update data types.

pts/mkl-dnn-1.1.0   [View Source]   Thu, 03 Oct 2019 16:09:23 GMT
Update against MKL-DNN DNNL 1.1.

pts/mkl-dnn-1.0.2   [View Source]   Thu, 18 Apr 2019 20:44:30 GMT
Fixes per reported test argument reporting and setting of OMP env vars.

pts/mkl-dnn-1.0.1   [View Source]   Wed, 17 Apr 2019 09:20:39 GMT
MKLDNN_ARCH_OPT_FLAGS="-O3 $CXXFLAGS"

pts/mkl-dnn-1.0.0   [View Source]   Tue, 16 Apr 2019 20:44:47 GMT
Initial commit of Intel MKL-DNN benchdnn benchmark.


Performance Metrics

Analyze Test Configuration:

oneDNN MKL-DNN 1.3

Harness: Deconvolution Batch deconv_1d - Data Type: f32

OpenBenchmarking.org metrics for this test profile configuration based on 170 public results since 9 April 2020 with the latest data as of 13 July 2021.

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 3970X 32-Core
95th
9
1
AMD Ryzen Threadripper 3990X 64-Core
92nd
5
1
AMD EPYC 7402P 24-Core
76th
3
2
Mid-Tier
75th
> 2
AMD EPYC 7F52 16-Core
73rd
3
2
AMD Ryzen 9 3950X 16-Core
69th
5
3
AMD Ryzen 9 5900X 12-Core
67th
3
3
Intel Core i9-10900K
58th
6
3
AMD Ryzen 7 5800X 8-Core
52nd
4
4
Median
50th
4
AMD Ryzen 5 5600X 6-Core
42nd
5
5
Intel Core i5-10600K
38th
4
5
AMD EPYC 7232P 8-Core
35th
3
5
Low-Tier
25th
> 8
Intel Core i3-10100
23rd
3
8
Intel Core i7-6820HQ
13th
3
14
OpenBenchmarking.orgDistribution Of Public Results - Harness: Deconvolution Batch deconv_1d - Data Type: f32170 Results Range From 1 To 303 ms11835526986103120137154171188205222239256273290307306090120150

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN MKL-DNN 1.3 - Harness: Deconvolution Batch deconv_1d - Data Type: f32) 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkHarness: Deconvolution Batch deconv_1d - Data Type: f32Run-Time246810Min: 1 / Avg: 1.41 / Max: 5

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.8%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsHarness: Deconvolution Batch deconv_1d - Data Type: f32Deviation3691215Min: 0 / Avg: 0.77 / Max: 8

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 VEXTRACTF128 VINSERTF128 VMASKMOVPS VPERM2F128 VBROADCASTSD
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).
 
VINSERTI128 VPBROADCASTQ VEXTRACTI128 VPBROADCASTD VPSRAVD VPMASKMOVQ VPSLLVD VPERM2I128 VPSRLVQ VPERMQ VPBLENDD VPSLLVQ
FMA (FMA)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).
 
VFMADD231SS VFMADD132SS VFMADD132PS VFMADD231PS VFMADD213PS VFMADD213SS VFNMSUB231SS VFNMADD132SS VFNMSUB132SS VFNMADD231SS VFNMADD231PS VFMSUB231SS VFMADD132PD VFMADD132SD VFNMADD213SS VFMADD231SD VFMADD231PD VFMADD213PD VFMSUB231SD VFNMSUB231PS VFNMADD132PS VFMSUB231PS
Last automated analysis: 10 May 2021

This test profile binary relies on the shared libraries libdnnl.so.1, libm.so.6, libgomp.so.1, libc.so.6, libpthread.so.0, libdl.so.2.

Recent Test Results

OpenBenchmarking.org Results Compare

6 Systems - 133 Benchmark Results

Intel Xeon E-2124 - ASRock H310CM-HDV - Intel Device 3e33

Ubuntu 18.04 - 5.4.0-77-generic - GNOME Shell 3.28.4

20 Systems - 70 Benchmark Results

2 x AMD EPYC 7502 32-Core - AMD DAYTONA_X - AMD Device 1480

Ubuntu 19.04 - 5.3.0-999-generic - GNOME Shell 3.32.2

21 Systems - 70 Benchmark Results

AMD EPYC 7502 32-Core - AMD DAYTONA_X - AMD Device 1480

Ubuntu 19.04 - 5.3.0-999-generic - GNOME Shell 3.32.2

20 Systems - 70 Benchmark Results

AMD EPYC 7251 8-Core - TYAN B8026T70AE24HR - AMD 17h

Ubuntu 19.04 - 5.3.0-999-generic - GNOME Shell 3.32.2

1 System - 113 Benchmark Results

4 x Intel Xeon E5-4657L v2 - Dell 04K5X5 - Intel Xeon E7 v2

Ubuntu 20.04 - 5.8.0-59-generic - GNOME Shell 3.36.9

3 Systems - 272 Benchmark Results

2 x AMD EPYC 7543 32-Core - HPE ProLiant DL385 Gen10 Plus v2 - AMD Starship

Red Hat Enterprise Linux 7.9 - 3.10.0-1160.31.1.el7.x86_64 - GNOME Shell 3.28.3

1 System - 99 Benchmark Results

Intel Xeon E5-2697 v3 - ASUS SABERTOOTH X99 - Intel Xeon E7 v3

Slackware 14.2 x86_64 - 5.13.0 - KDE Plasma 5.22.2

1 System - 99 Benchmark Results

Intel Xeon E5-2697 v3 - ASUS SABERTOOTH X99 - Intel Xeon E7 v3

Slackware 14.2 x86_64 - 5.13.0 - KDE Plasma 5.22.2

1 System - 272 Benchmark Results

2 x Intel Xeon E5-2697 v2 - HP ProLiant BL460c Gen8 - Intel Xeon E7 v2

RedHatEnterpriseServer 7.9 - 3.10.0-1160.25.1.el7.x86_64 - X Server 1.20.4

1 System - 56 Benchmark Results

2 x Intel Xeon E5-2640 v4 - Supermicro X10DRG-O+-CPU v1.00 - Intel Xeon E7 v4

Ubuntu 16.04 - 4.15.0-142-generic - X Server 1.19.6

2 Systems - 58 Benchmark Results

2 x Intel Xeon Silver 4214 - GIGABYTE MR91-FS0-A1 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 16.04 - 4.4.0-131-generic - GCC 5.4.0 20160609

1 System - 10 Benchmark Results

2 x Intel Xeon E5-2630 0 - Supermicro X9DR3-F - Intel Xeon E5

Ubuntu 20.04 - 5.8.0-41-generic - X Server 1.20.9

1 System - 57 Benchmark Results

AMD EPYC 7402P 24-Core - GIGABYTE MZ22-G20-00 v01000100 - AMD Device 1480

Ubuntu 16.04 - 4.15.0-142-generic - Unity 7.4.5

1 System - 58 Benchmark Results

AMD EPYC 7402P 24-Core - GIGABYTE MZ22-G20-00 v01000100 - AMD Device 1480

Ubuntu 16.04 - 4.15.0-142-generic - Unity 7.4.5

13 Systems - 119 Benchmark Results

Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 269 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Pop 20.04 - 5.4.0-7626-generic - GNOME Shell 3.36.1

2 Systems - 1708 Benchmark Results

Intel Core i3-10100 - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2

8 Systems - 246 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

CentOS Linux 8 - 4.18.0-193.10.el8.x86_64 - GNOME Shell 3.32.2

4 Systems - 179 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASRock X570 Taichi - AMD Starship

Ubuntu 20.04 - 5.10.13-051013-lowlatency - GNOME Shell 3.36.4

1 System - 3 Benchmark Results

Intel Core i7-6820HQ - Dell Latitude E5470 - Intel Xeon E3-1200 v5

Fedora 33 - 5.8.14-300.fc33.x86_64 - GNOME Shell 3.38.1

2 Systems - 154 Benchmark Results

2 x Intel Xeon E5-2630 v4 - Dell 0KJCC5 - Intel Xeon E7 v4

Ubuntu 18.04 - 5.4.0-42-generic - GNOME Shell 3.28.4

12 Systems - 13 Benchmark Results

AMD EPYC 7F32 8-Core - AMD DAYTONA_X - AMD Device 1480

Ubuntu 18.04 - 5.3.0-40-generic - GNOME Shell 3.28.4

1 System - 10 Benchmark Results

2 x Intel Xeon E5-2680 v2 - Supermicro X9DRW v0123456789 - Intel Xeon E7 v2

Peppermint 10 - 5.0.0-37-generic - LXDE

3 Systems - 777 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2

18 Systems - 19 Benchmark Results

AMD EPYC 7452 32-Core - AMD DAYTONA_X - AMD Device 1480

Ubuntu 18.04 - 5.3.0-40-generic - GNOME Shell 3.28.4

5 Systems - 385 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1

2 Systems - 58 Benchmark Results

2 x Intel Xeon Silver 4214 - GIGABYTE MR91-FS0-A1 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 16.04 - 4.4.0-131-generic - GCC 5.4.0 20160609
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