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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
  • Available Recipes
  • FLARE API
  • API Evolution & Recommendations
  • Running Flower in NVIDIA FLARE
  • Experiment Tracking
  • Federated XGBoost
  • Data Preparation & Heterogeneity
  • 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
  • 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
  • Example Applications
  • Hello World Examples
  • View page source

Hello World Examples

Hello World examples can be run from the hello_world notebook.

  • Hello NumPy
    • NVIDIA FLARE Installation
    • Code Structure
    • Data
    • Model
    • Client Code
    • Server Code
    • Job Recipe Code
      • Model Input Options
    • Run FL Job
    • Command to execute the FL job
    • Previous Versions of this Example
  • Hello Cross-Site Validation
    • Before You Start
    • Prerequisite
    • Introduction
    • Training
    • Implementing the Validator
    • Cross site validation!
      • Understanding the Output
    • Previous Versions of Hello Cross-Site Validation
  • Hello PyTorch with Job API
    • Before You Start
    • Introduction
    • Running the Example
    • NVIDIA FLARE Job API
    • NVIDIA FLARE Client Training Script
      • Neural Network
      • Dataset & Setup
      • Local Train
    • NVIDIA FLARE Server & Application
      • Client Configuration
    • Previous Versions of Hello PyTorch
  • Hello TensorFlow with Job API
    • Before You Start
    • Introduction
    • NVIDIA FLARE Job API
    • NVIDIA FLARE Client Training Script
      • Neural Network
      • Dataset & Setup
      • Client Local Train
    • NVIDIA FLARE Server & Application
      • Client Configuration
    • Notes on running with GPU
    • Previous Versions of Hello TensorFlow (previously Hello TensorFlow 2)

Additional hello-world examples on GitHub:

  • Deep Learning to Federated Learning (GitHub)

  • Hello Cyclic Weight Transfer (GitHub)

  • Hello Client-Controlled Workflow

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