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Getting Started

  • Installation
  • Quickstart

Tutorials

  • MNIST Example: Workflow API

Developer Guide

  • Features
    • TaskRunner API
    • Interactive API (Deprecated)
    • Workflow API
    • Federated Evaluation
    • Privacy Meter
  • Manual
    • Federated Learning using GaNDLF
    • OpenFL Utilities
      • Public Key Infrastructure (PKI)
      • Dataset Splitters
      • OpenFL Component Timeouts
    • Advanced Topics
      • Activate Bash Autocomplete
      • Manage Multiple Plans
      • Apply Compression Settings
      • Override Aggregation Function
      • Straggler Handling Interface
      • Metric Logging Callback
      • Updating plan settings
    • OpenFL Tutorials
      • Aggregator-Based Workflow Tutorial (Deprecated)
    • Experimental Features
      • Workflow API
  • OpenFL Structure
    • Core Components
    • Director Service Communication Diagrams
    • Plugin Components

Resources

  • API Reference: openfl
    • openfl.component module
    • openfl.callbacks module
    • openfl.cryptography module
    • openfl.experimental module
    • openfl.databases module
    • openfl.federated module
    • openfl.interface module
    • openfl.native module (Deprecated)
    • openfl.pipelines module
    • openfl.plugins module
    • openfl.protocols module
    • openfl.transport module
    • openfl.utilities module
  • Troubleshooting

Notes

  • Releases
  • Contributing
  • Roadmap
  • Python version support policy
  • Blogs and Publications
  • License
  • Notices and Disclaimers
  • .md

Blogs and Publications

Blogs and Publications#

  • Federated learning enables big data for rare cancer boundary detection, Dec 2022

  • How OpenFL Can Boost Your Federated Learning Project, 2022

  • OpenFL: the open federated learning library, Oct 2022

  • Federated Learning With OpenFL for Microservices Applications, Aug 2022

  • A Path Towards Secure Federated Learning, Apr 2022

  • Go Federated with OpenFL: Put your Deep Learning pipeline on Federated rails, Oct 2021

  • Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data, Jul 2020

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License

By The OpenFL Team

© Copyright 2025, The OpenFL Team.