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TensorFlow Federated 0.28.0

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@jkr26 jkr26 released this 28 Jun 16:54

Release 0.28.0

Major Features and Improvements

  • Updated tutorials to use tff.learning.algorithms API.
  • Asynchronous TFF execution contexts no longer assume a single global
    cardinality; they concurrently invoke any computation for which concurrency
    is requested.

Breaking Changes

  • Removed tff.learning.build_federated_averaging_process; users should
    migrate to tff.learning.algorithms.build_weighted_fed_avg.

Bug Fixes

  • Clarified semantics for TFF-C++ multimachine Dispose, DisposeExecutor,
    and executor keying, to avoid raising exceptions and spamming logs in the
    course of normal operation.
  • Fixed unsigned integer overflow for TFF-C++
    max_concurrent_computation_calls.
  • Normalizes on call-dominant form before attempting to compile to
    MergeableCompForm, removing spurious failures on dependent-aggregation
    checking.

Known Bugs

  • Serialization / deserialization of tf.data.Datasets yielding non-dense
    tensors for multimachine runtime may encounter issues:
    • tff.framework.deserialize_value may fail to deserialize
      tf.data.Datasets yielding RaggedTensors or SparseTensors.
    • tff.framework.serialize_value may fail to serialize tf.data.Datasets
      yielding SparseTensors.