eclypse-org/flypse
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About
FLYPSE: Federated learning emulation on the cloud-edge continuum, built on ECLYPSE.
Machine LearningREADME.md
Original
FLYPSE is a Python library for experimenting with federated learning on the Cloud–Edge continuum. It builds on ECLYPSE to place, run, and observe federated learning workloads on emulated infrastructures.
Installation
To install FLYPSE and all its dependencies, you can run the following command:
pip install flypse
N.B. We strongly suggest the installation of FLYPSE in a virtual environment.
Documentation
The documentation for FLYPSE can be found here.
Good places to start:
- Getting started, from a first federation to its results.
- Concepts, the building blocks of a federation.
- Examples, runnable walkthroughs: federated averaging, hierarchical and decentralised federations, stragglers.
- API reference.
Maintainers
FLYPSE is maintained by Valerio De Caro and Jacopo Massa.
Contact us
If you want to get in touch with us, drop us an e-mail!