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 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

9 Minutes, 3 Seconds

Average Run Time

2 Minutes, 2 Seconds

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, 19 Jan 2021 15:40:39 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 Inference15.7%IP Shapes 3D11.5%Deconvolution Batch shapes_1d11.4%Harness Option PopularityOpenBenchmarking.org
bf16bf16bf1614.1%u8s8f3240.0%f3245.9%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_3d - Data Type: f32 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 624 public results since 17 June 2020 with the latest data as of 13 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)
94th
4
2.4 +/- 0.3
83rd
19
2.7 +/- 0.1
78th
17
2.8 +/- 0.3
Mid-Tier
75th
> 3.1
65th
6
3.8 +/- 0.1
61st
7
4.2 +/- 0.1
Median
50th
4.8
50th
11
4.9 +/- 0.2
49th
10
5.0 +/- 0.3
45th
8
5.5 +/- 0.1
44th
6
5.7 +/- 1.1
39th
6
6.5 +/- 0.2
39th
7
6.6 +/- 0.1
33rd
8
7.7 +/- 0.2
27th
14
8.5 +/- 0.2
26th
5
8.7 +/- 0.4
Low-Tier
25th
> 8.8
22nd
4
9.2 +/- 0.5
22nd
5
9.3 +/- 1.4
18th
3
11.7 +/- 0.2
17th
6
12.7 +/- 0.5
16th
6
13.1 +/- 2.1
13th
3
14.3 +/- 0.3
12th
3
14.7 +/- 0.4
10th
4
16.4 +/- 0.8
10th
3
16.8 +/- 0.1
8th
4
18.5 +/- 3.9
7th
3
20.1 +/- 0.2
6th
3
23.5 +/- 1.4
5th
3
34.4 +/- 0.3
4th
3
36.9 +/- 0.1
4th
3
37.8 +/- 0.1
2nd
3
63.0 +/- 2.0
OpenBenchmarking.orgDistribution Of Public Results - Harness: Deconvolution Batch deconv_3d - Data Type: f32 - Engine: CPU624 Results Range From 1 To 350 ms12039587796115134153172191210229248267286305324343362130260390520650

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 1.5 - Harness: Deconvolution Batch deconv_3d - Data Type: f32 - 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_3d - Data Type: f32 - Engine: CPURun-Time246810Min: 1 / Avg: 1 / Max: 1

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.1%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsHarness: Deconvolution Batch deconv_3d - Data Type: f32 - Engine: CPUDeviation3691215Min: 0 / Avg: 1.13 / Max: 10

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