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, 32 Seconds

Average Run Time

8 Minutes, 21 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

20k+ Downloads

Supported Platforms

* 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.
Data current as of Wed, 03 Mar 2021 06:37:09 GMT.

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 151 public results since 9 April 2020 with the latest data as of 25 December 2020.

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

# Matching Public Results

ms (Average)

AMD Ryzen Threadripper 3970X 32-Core

95th

AMD Ryzen Threadripper 3990X 64-Core

91st

Mid-Tier

75th

> 2

AMD EPYC 7F52 16-Core

71st

AMD Ryzen 9 3950X 16-Core

67th

AMD Ryzen 9 5900X 12-Core

65th

Intel Core i9-10900K

55th

Median

50th

AMD Ryzen 7 5800X 8-Core

50th

AMD Ryzen 5 5600X 6-Core

40th

Intel Core i5-10600K

38th

AMD EPYC 7232P 8-Core

34th

Low-Tier

25th

> 8

Intel Core i3-10100

22nd

Intel Core i7-6820HQ

12th

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.

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

Clear Linux vs. Ubuntu vs. Fedora 2019 Intel Core i9 Benchmarks 8 Systems - 69 Benchmark Results	Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers Ubuntu 18.10 - 4.18.0-25-generic - GNOME Shell 3.30.1
AMD Ryzen Threadripper 3990X Linux Performance 18 Systems - 77 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD Ryzen Threadripper 3990X Linux Performance 16 Systems - 77 Benchmark Results	AMD Ryzen Threadripper 2990WX 32-Core - ASUS ROG ZENITH EXTREME - AMD 17h Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD Ryzen Threadripper 3990X Linux Performance 15 Systems - 77 Benchmark Results	2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD Ryzen Threadripper 3990X Linux Performance 14 Systems - 41 Benchmark Results	AMD Ryzen Threadripper 2990WX 32-Core - ASUS ROG ZENITH EXTREME - AMD 17h Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD EPYC 7302 / 7402 / 7502 / 7742 2P vs. Xeon Benchmarks 22 Systems - 70 Benchmark Results	2 x AMD EPYC 7302 16-Core - AMD DAYTONA_X - AMD Device 1480 Ubuntu 19.04 - 5.3.0-999-generic - GNOME Shell 3.32.2
AMD EPYC 7302 / 7402 / 7502 / 7742 2P vs. Xeon Benchmarks 21 Systems - 70 Benchmark Results	2 x AMD Eng Sample ZS222445TGG44_32/22/2_2/16 - Supermicro H8DG6/H8DGi v1.0 - AMD RD890 + SB7x0 Gentoo - 4.19.66-gentoo - KDE Plasma 5.17.4
2020-12-25-1510 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
AMD Ryzen Threadripper 3990X Linux Performance 13 Systems - 41 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD Ryzen Threadripper 3990X Linux Performance 12 Systems - 41 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - ASRock TRX40 Creator - AMD Starship Ubuntu 20.04 - 5.4.0-58-generic - X Server
AMD Ryzen Threadripper 3990X Linux Performance 11 Systems - 41 Benchmark Results	Intel Core i9-10980XE - Gigabyte X299X DESIGNARE 10G - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD Ryzen Threadripper 3990X Linux Performance 11 Systems - 41 Benchmark Results	Intel Xeon Platinum 8253 - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3

Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks Featured Processor Comparison	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Pop OS 20.04 vs. Ubuntu 20.04 Benchmarks 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
Spring 2020 Linux Distros On Ryzen Threadripper 3970X 8 Systems - 246 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship ManjaroLinux 20.0 - 5.6.7-1-MANJARO - Xfce 4.14
Intel Core i3 10100 vs. Core i5 10600K vs. AMD Ryzen 3 3300X Benchmarks 3 Systems - 777 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
Intel Core i3 10100 vs. AMD Ryzen 3 3300X Benchmarks 2 Systems - 1708 Benchmark Results	AMD Ryzen 3 3300X 4-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks 5 Systems - 385 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Fedora 33 Benchmarks Featured OpenGL Comparison	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
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks 4 Systems - 381 Benchmark Results	AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
new-tests-epyc 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
Sandy Bridge 2020 Featured Disk Comparison	Intel Core i7-2700K - BIOSTAR B75MU3B v5.0 - Intel 2nd Generation Core DRAM Ubuntu 20.04 - 5.5.0-999-generic - GNOME Shell 3.34.1
Dell Latitude E5470 (1.22.3 BIOS) On Fedora 33 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
ubuntu1804-ryzen5-8gb Featured Disk Comparison	AMD Ryzen 5 2400G - ASRock B450M-HDV R4.0 - AMD Device 15d0 Ubuntu 18.04 - 5.3.0-46-generic - Xfce 4.12