FATE Flow is a multi-party federated task security scheduling platform for federated learning end-to-end pipeline
- Shared-State Scheduling Architecture
- Secure Multi-Party Communication Across Data Centers
Providing production-level service capabilities:
- Data Access
- Component Registry
- Federated Job&Task Scheduling
- Multi-Party Resource Coordination
- Data Flow Tracking
- Real-Time Job Monitoring
- Multi-Party Federated Model Registry
- Multi-Party Cooperation Authority Management
- High Availability
- CLI, REST API, Python API
For detailed introduction, please refer to FATE Flow Overall Design
Please refer to FATE
The official FATE Flow documentation is here https://federatedai.github.io/FATE-Flow/latest/