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Magnet
DecLearn
declearn2
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e9dc7e4b
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e9dc7e4b
authored
7 months ago
by
ANDREY Paul
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Remove unduely uploaded file.
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f3361a75
*
Integrate Fairness-aware methods (update branch, merge) (2 weeks)
*
Add Analytics (API + processes + SecAgg (incl. Metrics)) (1 Month)
*
Refactor routines
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NOTES:
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Write some structure to handle Model + Optimizer(s) + Aggregator
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Write logic for setup (duplicate from Server to Client / Peer to Peer)
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Write logic for local training (provided data is available)
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Write logic for aggregation (then, modularize to support Gossip, etc.)
*
Revise serialization (move to Msgpack ; revise custom code ; screen perfs) (1 week)
---
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Configuration tools => improve usability and extensibility ; see with Rosalie's work
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Interface and use FLamby (for examples and/or benchmarks)
-> See with Paul & Edwige
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Nouveaux algos
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Personalization via Hybrid training (2 weeks)
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Things with Rosalie?
*
Profile performances (benchmark: with asv or, easier, using current logging)
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Revise Network Communication:
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Modularize timeout on responses => go minimal on that
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Enable connection loss/re-connection => not now, wait for tests / actual problems
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Improve the way clients are identified by MessagesHandler? => test again for issues (see if required/interesting)
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Improve the tackling of MessagesHandler receiving multiple messages from or for the same client? => wait for roadmap on decentralized
*
Add client sampling
*
Split NetworkServer from FederatedServer
*
(Later) Quickrun mode revision
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