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TensorFlow Federated 0.6.0

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@jkr26 jkr26 released this 26 Jun 21:37

Release 0.6.0

Major Features and Improvements

  • Support for multiple outputs and loss functions in keras models.
  • Support for stateful broadcast and aggregation functions in federated
    averaging and federated SGD APIs.
  • tff.utils.update_state extended to handle more general state arguments.
  • Addition of tff.utils.federated_min and tff.utils.federated_max.
  • Shuffle client_ids in create_tf_dataset_from_all_clients by default to
    aid optimization.

Breaking Changes

  • Dependencies added to requirements.txt; in particular, grpcio and
    portpicker.

Bug Fixes

  • Removes dependency on tf.data.experimental.NestedStructure.

Thanks to our Contributors

This release contains contributions from many people at Google, as well as:

Dheeraj R Reddy, @Squadrick.