Module: tff.analytics

Libraries for using Federated Analytics algorithms.

Modules

count_distinct module: Implementation of federated HyperLogLog for counting distinct items.

data_processing module: A set of utility functions for data processing.

differential_privacy module: Differential privacy methods for federated analytics.

heavy_hitters module: Libraries for computing private heavy hitters.

histogram_processing module: A set of utilities functions for histogram processing.

Classes

class HierarchicalHistogramDecoder: Hierarchical histogram decoder.

class IbltFactory: Factory for string and values aggregation by IBLT.

Functions

build_hierarchical_histogram_process(...): Creates an IterativeProcess for hierarchical histogram aggregation.