PyTorchFI

Overview

PyTorchFI is a runtime fault injector tool for the deep learning framework. PyTorchFI is a clean, robust, and versatile tool, and offers an easy way to implement perturbations for any PyTorch model.

Getting started

This documentation serves as an outline and tutorial on how to get started with using PyTorchFI and the different functionality that it offers. First check out to see how to integrate PyTorchFI to your project.

About the project

The project was developed by the at UIUC in collaboration with NVIDIA Research. It was funded in part by the , a JUMP center co-sponsored by SRC and DARPA.

PyTorchFI is part of the , a rich ecosystem of tools, libraries, and more to support, accelerate, and explore AI development.

Contributors:

(UIUC)
(UIUC)
(UIUC)
(NVIDIA)
(UIUC)
(UIUC)

Citation

@INPROCEEDINGS{PytorchFIMahmoudAggarwalDSML20,
author={A. {Mahmoud} and N. {Aggarwal} and A. {Nobbe} and J. R. S. {Vicarte} and S. V. {Adve} and C. W. {Fletcher} and I. {Frosio} and S. K. S. {Hari}},
booktitle={2020 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W)},
title={PyTorchFI: A Runtime Perturbation Tool for DNNs},
year={2020},
pages={25-31},
}

License

NextSetup

Last updated 3 years ago

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