https://github.com/FederatedAI/FATE-Serving

A scalable, high-performance serving system for federated learning models
https://github.com/FederatedAI/FATE-Serving

federated-learning inference model-serving model-versioning monitor

Last synced: about 2 months ago
JSON representation

A scalable, high-performance serving system for federated learning models

• Host: GitHub
• URL: https://github.com/FederatedAI/FATE-Serving
• Owner: FederatedAI
• License: apache-2.0
• Created: 2019-09-10T05:58:17.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2024-11-07T02:59:22.000Z (about 1 year ago)
• Last Synced: 2024-11-07T03:29:41.628Z (about 1 year ago)
• Topics: federated-learning, inference, model-serving, model-versioning, monitor
• Language: Java
• Homepage:
• Size: 28.8 MB
• Stars: 139
• Watchers: 30
• Forks: 77
• Open Issues: 23
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• Awesome-FL - FATE-Serving - Serving.svg?color=blue)](https://github.com/FederatedAI/FATE-Serving/stargazers)<br /> | | [WeBank](https://fedai.org/) | | | [[DOC](https://fate-serving.readthedocs.io/en/develop/)] | (federated learning framework / table)
• awesome-java - FATE Serving

README

          
# FATE-Serving

[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) 

[![CodeStyle](https://img.shields.io/badge/Check%20Style-Google-brightgreen)](https://checkstyle.sourceforge.io/google_style.html) 

[![Style](https://img.shields.io/badge/Check%20Style-Black-black)](https://checkstyle.sourceforge.io/google_style.html) 

## Introduction

FATE-Serving is a high-performance, industrialized serving system for federated learning models, designed for production environments. 

### FATE-Serving now supports

- High performance online Federated Learning algorithms.

- Real-time inference using federated learning models.

- Support parallel inference between guest and host.

- Support parallel computing in a inference request.

- Provide service managerment for grpc interface by using zookeeper as registry.

- Visualization tools are provided for cluster management and model management.

###  document

[document](https://fate-serving.readthedocs.io/en/develop/)