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flwrlabs/flower

A Friendly Federated AI Framework

GraphCanon updated Oct 3, 2026 · GitHub synced Oct 3, 2026

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7.2k stars1.2k forksLast push Oct 2, 2026 Python Apache-2.0

Decision brief

A customizable, extendable federated learning framework supporting multiple ML frameworks, coded in Python.

Good fit when

  • When you require support for a wide range of machine learning frameworks including PyTorch, TensorFlow, and scikit-learn to integrate federated learning
  • If your project benefits from an easily extendable design developed with AI research needs in mind

Avoid when

  • Avoid if your use case demands real-time model updates or integration with specific ML frameworks not covered by Flower's framework support
  • Not recommended for projects where the federated learning setup requires extensive customization beyond what the extendable components offer

Observed Jul 17, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of Oct 3, 2026
Provenance
Not a fork · Organization account
As of Oct 3, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install flower
PyPI

Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Flower is a customizable, extendable, framework-agnostic federated learning system supporting multiple machine learning frameworks.

Capability facts

Languages
python

Source: github.language · Oct 3, 2026

Categories

Tags

README

Flower: A Friendly Federated AI Framework <p align="center" <a href="https://flower.ai/" <img src="https://flower.ai/static/images/icon/icon.png" width="140px" alt="Flower Website" / </a </p <p align="center" <a href="https://flower.ai/" Website</a <a href="https://flower.ai/blog...

For agents

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