Overview

Welcome to NVIDIA FLARE
NVIDIA FLARE Roadmap
What’s New in FLARE v2.8.0
Industry Use Cases

Get Started

Installation
Quick Start Series
Migration Guide

User Guide

Client API Usage
NVFlare Job Recipe
Recipe API Reference
Available Recipes
FLARE API
API Evolution & Recommendations
Running Flower in NVIDIA FLARE
Experiment Tracking
Federated XGBoost
Data Preparation & Heterogeneity
Agent Skills
CLI Tools

Examples & Tutorials

Example Applications
Tutorials
Self-Paced-Training Tutorials
Research Papers

Large Models & LLM

Federated LLM Fine-Tuning
Message Quantization
Memory Management
FLARE Tensor Downloader
FLARE File Streaming
Decomposer for Large Objects

Edge & Mobile

Mobile Training (iOS / Android)
Mobile SDK Reference
Hierarchical FL
Hierarchical Communication and Clients

Deployment & Operations

Deployment Overview
Provisioning in NVIDIA FLARE
Distributed Provisioning
NVFLARE Dashboard UI
Cloud Deployment
Deploy Prepare
Running FLARE in Docker
Running FLARE in Kubernetes
Running FLARE on Slurm
Deploying FLARE on OpenShift
Brev Scripted Deployment Quickstart
Brev Kubernetes Helm Deployment
Preflight Check
Operating NVFLARE - Admin Client, Commands, FLARE API
Monitoring
Logging Configuration
Live Log Streaming
Site Configuration Metadata
System Configuration

Security & Compliance

NVIDIA FLARE Security Overview
Terminologies and Roles
Identity & Access Control
Site Policy Management
Network & Communication
Data Privacy & Filters
Differential Privacy
Auditing
Confidential Computing
Security FAQ

Developer Guide

Architecture & Developer Guide

Reference

API Reference
Glossary
Publications and Talks
Previous Releases of FLARE
Contributing

NVIDIA FLARE

nvflare
nvflare package
nvflare.app_opt package
nvflare.app_opt.lightning package
nvflare.app_opt.lightning.algorithm module
View page source

nvflare.app_opt.lightning.algorithm module

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