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TensorFlow Federated 0.9.0

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@ZacharyGarrett ZacharyGarrett released this 07 Oct 19:13

Release 0.9.0

Major Features and Improvements

  • TFF is now fully compatible and dependent on TensorFlow 2.0
  • Add stateful aggregation with differential privacy using TensorFlow Privacy
    (https://pypi.org/project/tensorflow-privacy/).
  • Additional stateful aggregation lwith compression using TensorFlow Model
    Optimization (https://pypi.org/project/tensorflow-model-optimization/).
  • Improved executor stack for simulations, documentation and scripts for
    starting simulations on GCP.
  • New libraries for creating synthetic IID and non-IID datsets in simulation.

Breaking Changes

  • examples package split to simulation and research.

Bug Fixes

  • Various error message string improvements.
  • Dataset serialization fixed for V1/V2 datasets.
  • tff.federated_aggregate supports accumulate, merge and report
    methods with signatures containing tensors with undefined dimensions.