NVFlare

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NVIDIA FLARE

NVIDIA FLARE (NVIDIA Federated Learning Application Runtime Environment) is a domain-agnostic, open-source, extensible SDK that allows researchers and data scientists to adapt existing ML/DL workflows to a federated paradigm. It enables platform developers to build a secure, privacy-preserving offering for a distributed multi-party collaboration.

Features

FLARE is built on a componentized architecture that allows you to take federated learning workloads from research and simulation to real-world production deployment.

Application Features

From Simulation to Real-World

Take a look at NVIDIA FLARE Overview for a complete overview, and What’s New for the lastest changes.

Installation

To install the current release:

$ python3 -m pip install nvflare

Getting Started

You can quickly get started using the FL simulator. A detailed getting started guide is available in the documentation.

Examples and notebook tutorials are located at NVFlare/examples.

Community

We welcome community contributions! Please refer to the contributing guidelines for more details.

Ask and answer questions, share ideas, and engage with other community members at NVFlare Discussions.

Take a look at our growing list of talks, blogs, and publications related to NVIDIA FLARE.

License

NVIDIA FLARE is released under an Apache 2.0 license.