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 initiative.

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

Project Site

github.com

Test Created

17 June 2020

Last Updated

20 December 2020

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

8 Minutes, 38 Seconds

Average Run Time

2 Minutes, 2 Seconds

Test Dependencies

C/C++ Compiler Toolchain + CMake

Accolades

5k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsoneDNN Popularity Statisticspts/onednn2020.062020.072020.082020.092020.102020.112020.122021.014K8K12K16K20K
* 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 Tue, 26 Jan 2021 07:06:13 GMT.
Deconvolution Batch shapes_3d11.4%Recurrent Neural Network Training15.9%IP Shapes 1D11.5%Convolution Batch Shapes Auto11.5%Matrix Multiply Batch Shapes Transformer11.3%Recurrent Neural Network Inference15.6%IP Shapes 3D11.5%Deconvolution Batch shapes_1d11.4%Harness Option PopularityOpenBenchmarking.org
bf16bf16bf1613.9%u8s8f3239.8%f3246.3%Data Type Option PopularityOpenBenchmarking.org

Revision History

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 1.5

Harness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 514 public results since 17 June 2020 with the latest data as of 8 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)
87th
5
1.0 +/- 0.1
Mid-Tier
75th
> 1.8
62nd
6
2.2 +/- 0.1
52nd
12
2.7 +/- 0.1
Median
50th
2.8
47th
6
3.8 +/- 0.1
42nd
5
5.0 +/- 0.1
31st
10
6.1 +/- 0.1
31st
11
6.2 +/- 0.2
28th
4
6.4 +/- 0.3
Low-Tier
25th
> 7.2
20th
7
8.2 +/- 0.1
20th
6
8.3 +/- 0.8
15th
11
9.2 +/- 0.5
14th
3
9.3 +/- 0.4
12th
3
10.1 +/- 0.2
12th
3
10.3 +/- 0.1
8th
5
12.8 +/- 0.1
5th
3
19.3 +/- 0.3
3rd
3
28.7 +/- 0.3
1st
3
53.8 +/- 0.5
OpenBenchmarking.orgDistribution Of Public Results - Harness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - Engine: CPU514 Results Range From 0 To 3128 ms06312618925231537844150456763069375681988294510081071113411971260132313861449151215751638170117641827189019532016207921422205226823312394245725202583264627092772283528982961302430873150110220330440550

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 1.5 - Harness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkHarness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - Engine: CPURun-Time246810Min: 1 / Avg: 1.43 / Max: 5

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsHarness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - Engine: CPUDeviation48121620Min: 0 / Avg: 1.22 / Max: 16

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.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseoneDNN CPU Core ScalingHarness: Deconvolution Batch deconv_1d - Data Type: u8s8f32 - Engine: CPU8121620243248642.094.186.278.3610.45

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 189 Benchmark Results

Intel Core i7-4790K - ASRock Z97 Pro4 - Intel 4th Gen Core DRAM

Arch rolling - 5.9.10-arch1-1 - Xfce 4.14

1 System - 41 Benchmark Results

Intel Core i7-6700 - ASUS Z170I PRO GAMING - Intel Xeon E3-1200 v5

Fedora 33 - 5.8.16-300.fc33.x86_64 - Cinnamon 4.6.7

3 Systems - 218 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.8.0-29-generic - GNOME Shell 3.38.1

1 System - 73 Benchmark Results

Intel Core i7-4700HQ - ASUS G750JX v1.0 - Intel Xeon E3-1200 v3

Arch rolling - 5.9.8-arch1-1 - X Server 1.20.9

1 System - 214 Benchmark Results

Intel Xeon Platinum 8275CL - Amazon EC2 c5.2xlarge - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-1029-aws - GCC 9.3.0

12 Systems - 383 Benchmark Results

AMD Ryzen 9 5900X 12-Core - Gigabyte B550I AORUS PRO AX - AMD Starship

Ubuntu 20.04 - 5.4.0-53-generic - GNOME Shell 3.36.4

19 Systems - 176 Benchmark Results

AMD EPYC 7502P 32-Core - ASRockRack EPYCD8 - AMD Starship

Ubuntu 20.10 - 5.8.0-21-generic - GNOME Shell 3.38.0

1 System - 201 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-21-generic - GNOME Shell 3.38.0

7 Systems - 349 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASRock X570 Pro4 - AMD Starship

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

6 Systems - 349 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASRock X570 Pro4 - AMD Starship

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

1 System - 282 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASRock X570 Pro4 - AMD Starship

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

Most Popular Test Results

OpenBenchmarking.org Results Compare

6 Systems - 136 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Clear Linux OS 33540 - 5.7.10-972.native - GNOME Shell 3.36.4

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

3 Systems - 406 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.4.0-28-generic - GNOME Shell 3.36.1

3 Systems - 173 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-37-generic - GNOME Shell 3.36.2

6 Systems - 733 Benchmark Results

AMD Ryzen 5 3600X 6-Core - MSI X470 GAMING M7 AC - AMD Starship

Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2

3 Systems - 301 Benchmark Results

Intel Core i5-4670 - MSI B85M-P33 - Intel 4th Gen Core DRAM

Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3

3 Systems - 138 Benchmark Results

Intel Xeon E3-1245 v5 - MSI C236A WORKSTATION - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.8.13-050813-generic - GNOME Shell 3.36.2

5 Systems - 158 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

openSUSE Tumbleweed 20200929 - 5.8.10-1-default - KDE Plasma 5.19.5

Find More Test Results

OpenBenchmarking.org Community User Comments

Post A Comment