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Release 1.2.0
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@dylan-fan dylan-fan released this 31 Dec 15:25
· 12156 commits to master since this release
v1.2.0
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Learn about vigilant mode.

Major Features and Improvements

FederatedML

  • Add heterogeneous Deep Neural Network
  • Add Secret-Sharing Protocol-SPDZ
  • Add heterogeneous feature correlation algorithm with SPDZ and support heterogeneous Pearson Correlation Calculation
  • Add heterogeneous SQN optimizer, available for Hetero-LogisticRegression and Hetero-LinearRegression, which can reduce communication costs significantly
  • Supports intersection for expanding duplicate IDs
  • Support multi-host in heterogeneous feature binning
  • Support multi-host in heterogeneous feature selection
  • Support IV calculation for categorical features in heterogeneous feature binning
  • Support transform raw feature value to WOE in heterogeneous feature binning
  • Add manual filters in heterogeneous feature selection
  • Support performance comparison with sklearn's logistic regression
  • Automatic object/table clean in training iteration procedure in Federation
  • Improve transfer performance for large object
  • Add automatic scripts for submitting and running tasks

FATE-Flow

  • Add data management module for recording the uploaded data tables and the outputs of the model in the job running, and for querying and cleaning up CLI.
  • Support registration center for simplifying communication configuration between FATEFlow and FATEServing
  • Restruct model release logic, FATE_Flow pushes model directly to FATE-Serving. Decouple FATE-Serving and Eggroll, and the offline and online architectures are connected only by FATE-Flow.
  • Provide CLI to query data upload record
  • Upload and download data support progress statistics by line
  • Add some abnormal diagnosis tips
  • Support adding note information to job

Native Deploy

  • Fix bugs in EggRoll startup script, add MySQL, Redis startup options.
  • Disable hostname resolution configuration for MySQL service.
  • The version number of each module of the software packaging script is updated using the automatic acquisition mode.
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