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Libraries for creating federated programs.
Classes
class CSVFileReleaseManager: A tff.program.ReleaseManager that releases values to a CSV file.
class CSVKeyFieldnameNotFoundError: Raised when a file does not contain the key fieldname.
class CSVSaveMode: An enumeration.
class ClientIdDataSource: A tff.program.FederatedDataSource backed by client ids.
class ClientIdDataSourceIterator: A tff.program.FederatedDataSourceIterator backed by client ids.
class DatasetDataSource: A tff.program.FederatedDataSource backed by tf.data.Datasets.
class DatasetDataSourceIterator: A tff.program.FederatedDataSourceIterator backed by tf.data.Datasets.
class DelayedReleaseManager: A tff.program.ReleaseManager that releases values after specified delay.
class FederatedContext: An abstract interface representing a federated context.
class FederatedDataSource: An abstract interface for representing federated data sources.
class FederatedDataSourceIterator: An abstract interface for representing federated data source iterators.
class FileProgramStateManager: A tff.program.ProgramStateManager that is backed by a file system.
class FilteringReleaseManager: A tff.program.ReleaseManager that filters values before releasing them.
class GroupingReleaseManager: A tff.program.ReleaseManager that releases values to other release managers.
class LoggingReleaseManager: A tff.program.ReleaseManager that releases values to logs.
class MaterializableValueReference: An abstract interface representing references to server-placed values.
class MemoryReleaseManager: A tff.program.ReleaseManager that releases values to memory.
class NativeFederatedContext: A tff.program.FederatedContext backed by an execution context.
class NativeValueReference: A tff.program.MaterializableValueReference backed by a task.
class NotFilterableError: Raised when the structure cannot be filtered.
class PeriodicReleaseManager: A tff.program.ReleaseManager that releases values at regular intervals.
class ProgramStateExistsError: Raised when the program state already exists.
class ProgramStateManager: An interface for saving and loading program state in a federated program.
class ProgramStateNotFoundError: Raised when the program state cannot be found.
class ReleaseManager: An interface for releasing values from a federated program.
class SavedModelFileReleaseManager: A tff.program.ReleaseManager that releases values to a file system.
class TensorBoardReleaseManager: A tff.program.ReleaseManager that releases values to TensorBoard.
Functions
check_in_federated_context(...): Checks if the current context is a tff.program.FederatedContext.
contains_only_server_placed_data(...): Determines if type_signature contains only server-placed data.
materialize_value(...): Materializes the tff.program.MaterializableValueReferences in value.
Type Aliases
Other Members | |
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| ProgramStateStructure |
Instance of typing.TypeVar
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| ReleasableStructure |
Instance of typing.TypeVar
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