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Releases: FederatedAI/FATE

Release 0.1

18 Feb 14:50
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Initial release of FATE.

Major Features

WorkFlow

  • Support Intersection workflow
  • Support Train workflow
  • Support Predict workflow
  • Support Validation workflow
  • Support Model Load and Save workflow

FederatedML

  • Support Distributed Secure Intersection and Raw Intersection for Sample Alignment
  • Support Distributed Homogeneous LR and Heterogeneous LR
  • Support Distributed SecureBoost
  • Support Distributed Secure Federated Transfer Learning
  • Support Binary and Multi-Class Evaluation
  • Support Model Cross-Validation
  • Supprt Mini-Batch
  • Support L1, L2 Regularizers
  • Support Multi-Party Homogeneous FederatedAggregator
  • Support Multi-Party Heterogeneous FederatedAggregator
  • Support Partially Homomorphic Encryption MPC Protocol

Architecture

  • Initial release of Computing APIs
  • Initial release of Storage APIs
  • Initial release of Federation APIs
  • Initial release of cross-site network communication (i.e. 'Federation')
  • Initial release of Standalone runtime, including computing engine and k-v storage
  • Initial release of Distributed runtime, including distributed computing engine, distributed k-v storage, metadata management and intra-site/cross-site network communication
  • Support cross-site heterogenous infrastructure
  • Initial support of modeling and inference

Deploy

  • Support standalone (docker & manual) deployment
  • Support cluster deployment