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DNN training benchmarks

This repository contains various examples of deep neural network training applications. Some of the applications have been extracted from the TensorHive repository, where they had served as requirement providers for developing a hardware management tool for deep learning.

The applications can be also useful as benchmarks, so we decided to keep them in a separate repository which will be hopefully supplemented with new applications. Most entries are based on third party implementations and datasets, providing a README with steps to reproduce our experimental results. For some applications, this repository provides also patches with performance measurement code or configuration files for chosen hardware management systems.

Our benchmark results, useful resources and more info about configuration and execution of the examples can be found in corresponding folders, named according to the following pattern:

<framework>_<model>_<dataset>

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Various deep neural network training benchmarks

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