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Flight (Federated Learning In General Hierarchical Topologies)

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Flight

Flight is a modular, easy-to-use federated learning framework built on top of Globus Compute, a federated Function-as-a-Service platform.

Documentation

Documentation is currently being written and we hope to have them available online here soon.

Citing Flight

If you use Flight for research or other purposes, we encourage you to cite the original FLoX paper which Flight is a spiritual successor to.

@inproceedings{kotsehub2022flox,
  title={{FLoX}: Federated learning with {FaaS} at the edge},
  author={Kotsehub, Nikita and Baughman, Matt and Chard, Ryan and Hudson, Nathaniel and Patros, Panos and Rana, Omer and Foster, Ian and Chard, Kyle},
  booktitle={2022 IEEE 18th International Conference on e-Science (e-Science)},
  pages={11--20},
  year={2022},
  organization={IEEE}
}

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  • Python 66.3%
  • Jupyter Notebook 33.7%