nvflare.app_common.statistics package

Submodules

• nvflare.app_common.statistics.hierarchical_numeric_stats module
  • accumulate_hierarchical_metrics()
  • bins_to_dict()
  • create_output_structure()
  • filter_numeric_features()
  • get_client_hierarchy()
  • get_global_stats()
  • get_hierarchical_histograms()
  • get_hierarchical_levels()
  • get_hierarchical_means()
  • get_hierarchical_mins_or_maxs()
  • get_hierarchical_stddevs()
  • get_initial_structure()
  • get_output_structure()
  • update_output_strcture()
• nvflare.app_common.statistics.histogram_bins_cleanser module
  • HistogramBinsCleanser
    • HistogramBinsCleanser.apply()
    • HistogramBinsCleanser.hist_bins_validate()
    • HistogramBinsCleanser.validate_inputs()
• nvflare.app_common.statistics.json_stats_file_persistor module
  • JsonStatsFileWriter
    • JsonStatsFileWriter.get_output_path()
    • JsonStatsFileWriter.save()
• nvflare.app_common.statistics.min_count_cleanser module
  • MinCountCleanser
    • MinCountCleanser.apply()
    • MinCountCleanser.min_count_validate()
    • MinCountCleanser.validate_inputs()
• nvflare.app_common.statistics.min_max_cleanser module
  • AddNoiseToMinMax
    • AddNoiseToMinMax.apply()
    • AddNoiseToMinMax.generate_noise()
    • AddNoiseToMinMax.validate_inputs()
• nvflare.app_common.statistics.numeric_stats module
  • accumulate_hists()
  • accumulate_metrics()
  • bins_to_dict()
  • filter_numeric_features()
  • get_global_feature_data_types()
  • get_global_stats()
  • get_means()
  • get_min_or_max_values()
• nvflare.app_common.statistics.numpy_utils module
  • NpEncoder
    • NpEncoder.default()
  • dtype_to_data_type()
  • get_std_histogram_buckets()
• nvflare.app_common.statistics.statisitcs_objects_decomposer module
  • BinDecomposer
    • BinDecomposer.decompose()
    • BinDecomposer.recompose()
    • BinDecomposer.supported_type()
  • BinRangeDecomposer
    • BinRangeDecomposer.decompose()
    • BinRangeDecomposer.recompose()
    • BinRangeDecomposer.supported_type()
  • DataTypeDecomposer
    • DataTypeDecomposer.decompose()
    • DataTypeDecomposer.recompose()
    • DataTypeDecomposer.supported_type()
  • FeatureDecomposer
    • FeatureDecomposer.decompose()
    • FeatureDecomposer.recompose()
    • FeatureDecomposer.supported_type()
  • HistogramDecomposer
    • HistogramDecomposer.decompose()
    • HistogramDecomposer.recompose()
    • HistogramDecomposer.supported_type()
  • HistogramTypeDecomposer
    • HistogramTypeDecomposer.decompose()
    • HistogramTypeDecomposer.recompose()
    • HistogramTypeDecomposer.supported_type()
  • StatisticConfigDecomposer
    • StatisticConfigDecomposer.decompose()
    • StatisticConfigDecomposer.recompose()
    • StatisticConfigDecomposer.supported_type()
  • fobs_registration()
• nvflare.app_common.statistics.statistics_config_utils module
  • get_feature_bin_range()
  • get_target_quantiles()
• nvflare.app_common.statistics.statistics_privacy_cleanser module
  • StatisticsPrivacyCleanser
    • StatisticsPrivacyCleanser.apply()
    • StatisticsPrivacyCleanser.cleanse()

Module contents