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Release 1.3.0

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@dylan-fan dylan-fan released this 06 Mar 10:02
v1.3.0
e8a4a8c
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Major Features and Improvements

FederatedREC

  • Add federated recommendation submodule
  • Add heterogeneous Factoraization Machine
  • Add hemogeneous Factoraization Machine
  • Add heterogeneous Matrix Factorization
  • Add heterogeneous Singular Value Decomposition
  • Add heterogeneous SVD++ (Factorization Meets the Neighborhood)
  • Add heterogeneous Generalized Matrix Factorization

FederatedML

  • Support Sparse data training in heterogeneous General Linear Model(Hetero-LR、Hetero-LinR、Hetero-PoissonR)
  • Fix 32M limitation of quantile binning to support higher feature dimension
  • Fix 32M limitation of histogram statistics for SecureBoost to support higher feature dimension training.
  • Add abnormal parameters and input data detection in OneHot Encoder
  • fix not passing validate data to fit process to support evaluate validation data during training process

Fate-Flow

  • Add clean job CLI for cleaning output and intermediate results, including data, metrics and sessions
  • Support for obtaining table namespace and name of output data via CLI
  • Fix KillJob unsuccessful execution in some special cases
  • Improve log system, add more exception and run time status prompts
Assets 2
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