Here is the official implementation of system prototype in paper "A Visual Analysis Approach for Identifying Heterogeneity in Federated Learning".
We implemented the frontend and backend seprately. They could be found in the folder /Frontend
and /Backend
.
This is a system designed for a participating client to explore data heterogeneities.
The system usage can follow the workflow.
The three-stage workflow for analyzing heterogeneity issues in a federated cooperation from the perspective of a client.