Open Federated Learning
latest
Contents:
Manual
Overview
Installation and Setup
Creating Initial Weights
Running a Federation Simulation
Running a Federation (MNIST Example)
Open Federated Learning
Docs
»
Manual
Edit on GitHub
Manual
¶
Overview
What is Federated Learning?
Design Philosophy
Digital Certificates and PKI Requirements
Single Collaborator Cert Common Name Mode for testing
Installation and Setup
Installation
Requirements
Installing In The OpenFL Virtual environment
(Optional) Building Wheel Files
Configuring a Development/Testing Setup
Setting Defaults for Network settings
Creating Collaborator Lists
Configuring Collaborator Local Data Directories
Creating the Test PKI (Optional)
Create the Certificate Authority and Signing Key
Summary of Test PKI files
Creating Initial Weights
Running a Federation Simulation
Running a Federation Simulation (no network, single process)
The steps for running a simulation
Running a Federation Simulation (MNIST Example)
Setup and Installation
Creation of Initial Weights
Launch the Simulated Federation
Monitor the Progress
Explore Modifications
Running a Federation (MNIST Example)
Setup and Configuration
On the Aggregator
On each Collaborator Running on a Different Machine than the Aggregator
Running the Federation
On the Aggregator
On each Collaborator [col_number = ‘0’ and ‘1’]: