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Federated Learning Framework Python Packages

Python packages with the GitHub topic federated-learning-framework. Sorted by monthly downloads, with stars and forks.
flwrlabs
flwr

Flower: A Friendly Federated AI Framework

71K 7K 1K
flwrlabs
flwr-nightly

Flower: A Friendly Federated AI Framework

60K 7K 1K
flwrlabs
flwr-datasets

Flower: A Friendly Federated AI Framework

12K 7K 1K
thisisthepy
torchnative

Run the real PyTorch ecosystem on device, not reimplementing it

5K 4 1
Substra
substra

Low-level Python library used to interact with a Substra network

2K 278 35
APPFL
appfl

Advanced Privacy-Preserving Federated Learning framework

2K 186 42
apple
pfl

Simulation framework for accelerating research in Private Federated Learning

694 357 43
team-decent
decent-bench

A benchmarking framework for decentralized optimization

527 6 5
beiyuouo
fedhf

🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.

316 22 1
SMILELab-FL
fedlab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

260 827 141
QVQZZZ
heflwr

HeFlwr: Federated Learning for Heterogeneous Devices

249 127 8
CavinKrenik
qora-fl

byzantine-tolerant aggregation primitives for federated learning, with deterministic and reputation-aware options.

224 0 0
FranEnguix
royalflush

Royal FLush is a Python framework specifically designed to facilitate the development, execution and analysis of multi-agent systems (MAS) federated learning (FL) experiments.

216 0 0
lishenghui
blades

⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

146 157 25
FLEXible-FL
flexible-fl

Federated Learning (FL) experiment simulation in Python.

118 23 2
CyberDataLab
nebula-dfl

NEBULA: A Platform for Decentralized Federated Learning

105 82 37
adap
flwr-tune

Flower: A Friendly Federated AI Framework

55 7K 1K
songs18
federatedcore

A research-oriented federal learning framework.

52 1 0
nevronai
metisfl

The first open Federated Learning framework implemented in C++ and Python.

39 524 43
GalaxyLearning
gfl

Galaxy Federated Learning Framework (星际联邦学习框架)

31 254 57
CyberDataLab
nebula-platform

NEBULA: A Platform for Decentralized Federated Learning

1 82 37
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
    • Sources & methodology