TNN

TNN is an open-source deep learning reasoning framework developed by Tencent.

Learn more about this test at the upstream project site: https://github.com/Tencent/TNN.

This scientific test profile is maintained by Michael Larabel. This OpenBenchmarking.org test profile was created on 24 September 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tnn.

This test has an average install time of 44 seconds and an average run-time of 1 minute, 25 seconds.

Revision History

pts/tnn-1.0.0   [View Source]   24 Sep 2020 18:33 EDT
Initial commit of Tencent TNN framework.

Suites Using This Test

Machine Learning

Performance Metrics

Analyze Test Configuration:

TNN 0.2.3

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.org metrics for this test profile configuration based on 297 public samples since 24 September 2020 with the latest data as of 25 October 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
ms (Average)
Mid-Tier
75th
> 261
Median
50th
296
Low-Tier
25th
> 337
OpenBenchmarking.orgDistribution Of Public Results - Target: CPU - Model: SqueezeNet v1.1297 Results Range From 225 To 3285 ms22528734941147353559765972178384590796910311093115512171279134114031465152715891651171317751837189919612023208521472209227123332395245725192581264327052767282928912953301530773139320132633325306090120150

Based on OpenBenchmarking.org data, the selected test / test configuration (TNN 0.2.3 - Target: CPU - Model: SqueezeNet v1.1) 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 BenchmarkTarget: CPU - Model: SqueezeNet v1.1Run-Time246810Min: 1 / Avg: 1.04 / Max: 3

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5 Systems - 44 Benchmark Results

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Debian 10 - 4.19.0-11-amd64 - X Server 1.20.4

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Intel Xeon E3-1231 v3 - Gigabyte H81M-S1 - Intel Xeon E3-1200 v3 DRAM

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Clear Linux OS 31470 - 5.3.8-854.native - GNOME Shell 3.34.1

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Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

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