FL Lifecycle Operations Management Platform
Project description
FedOps: Federated Learning Lifecycle Operations Management Platform
FedOps |
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FedOps (fedops
) is a platform that helps organizations effectively manage and coordinate their federated learning operations:
-
FLScalize: It simplifies the application of data and models in a FL environment by leveraging Flower's Client and Server.
-
Manager: The manager oversees and manages the real-time FL progress of both clients and server
-
CE/CS: Contribution Evaluation and Client Selection processes based on their performance.
-
CI/CD/CFL: the CI/CD/CFL system seamlessly integrates with a Code Repo, enabling code deployment to multiple clients and servers for continuous or periodic federated learning.
-
Monitoring: The FL dashboard is available for monitoring and observing the lifecycle of FL clients and server
FedOps Tutorial
FedOps has developed a web service to manage the lifecycle operations of federated learning on real devices.
- Install FedOps Library
$ pip install fedops
Real Devices
Single Machine
Community
Paper
FLScalize: Federated Learning Lifecycle Management
@article{Cognitive Computing Lab,
title={FLScalize: Federated Learning Lifecycle Management},
author={Semo Yang; Jihwan Moon; Jinsoo Kim; Kwangkee Lee; Kangyoon Lee},
journal={IEEE Access},
Page(s)={47212 - 47222}
DOI={10.1109/ACCESS.2023.3275439}
year={2023}
}
Support
For any questions or issues, please contact the FedOps support team at gyom1204@gachon.ac.kr
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