Module: tff.analytics
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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.
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Last updated 2024-09-20 UTC.
[null,null,["Last updated 2024-09-20 UTC."],[],[],null,["# Module: tff.analytics\n\n\u003cbr /\u003e\n\n|-------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/federated/blob/v0.87.0 Version 2.0, January 2004 Licensed under the Apache License, Version 2.0 (the) |\n\nLibraries for using Federated Analytics algorithms.\n\nModules\n-------\n\n[`count_distinct`](../tff/analytics/count_distinct) module: Implementation of federated HyperLogLog for counting distinct items.\n\n[`data_processing`](../tff/analytics/data_processing) module: A set of utility functions for data processing.\n\n[`differential_privacy`](../tff/analytics/differential_privacy) module: Differential privacy methods for federated analytics.\n\n[`heavy_hitters`](../tff/analytics/heavy_hitters) module: Libraries for computing private heavy hitters.\n\n[`histogram_processing`](../tff/analytics/histogram_processing) module: A set of utilities functions for histogram processing.\n\nClasses\n-------\n\n[`class HierarchicalHistogramDecoder`](../tff/analytics/HierarchicalHistogramDecoder): Hierarchical histogram decoder.\n\n[`class IbltFactory`](../tff/analytics/IbltFactory): Factory for string and values aggregation by IBLT.\n\nFunctions\n---------\n\n[`build_hierarchical_histogram_process(...)`](../tff/analytics/build_hierarchical_histogram_process): Creates an IterativeProcess for hierarchical histogram aggregation."]]
View source on GitHub