Flower Python Packages

flwr

Flower: A Friendly Federated AI Framework

flwr-nightly

Flower: A Friendly Federated AI Framework

flwr-datasets

Flower: A Friendly Federated AI Framework

flip-utils

Federated Learning Interoperability Platform

clearly

Clearly see and debug your celery cluster in real time!

secureml

Easy-to-use utilities to build privacy-preserving AI.

celery-flower-mcp

MCP server for Celery Flower — monitor workers, manage tasks and queues from any AI assistant

celery-root

Celery Root is a multi-worker monitoring, management, and visualization tool for Celery. It ships with a Django-based UI, a lightweight event listener/collector, and helper utilities for inspecting queues, tasks, workers, and beat schedules. Celery Root logo

heflwr

HeFlwr: Federated Learning for Heterogeneous Devices

acfa-flower

Train one machine-learning model across many parties who don't trust each other. A dishonest minority can't skew the result, and every party computes byte-for-byte identical output on any CPU or architecture (big-endian included) — so each round ships a receipt anyone can re-check offline and reproduce exactly. Rust; drop-in for Flower.

fedgwas

Federated pipeline for privacy-preserving GWAS screening

psfed

partial-sharing federated learning

anf

Layout tasks with async and flower

flwr-tune

Flower: A Friendly Federated AI Framework