Index

_

__call__() (storage.tree_storage.TreeStorage method) (storage.TreeStorage method) (utils.tracker.base.Tracker method) (utils.tracker.multi_value.MultiValueTracker method) (utils.tracker.MultiValueTracker method) (utils.tracker.sliding_window.SlidingWindowTracker method) (utils.tracker.SlidingWindowTracker method) (utils.wrappers.base.Wrapper method) (utils.wrappers.river.RiverMetricToLossFunction method) (utils.wrappers.river.RiverWrapper method) (utils.wrappers.RiverMetricToLossFunction method) (utils.wrappers.RiverWrapper method) (utils.wrappers.sklearn.SklearnWrapper method) (utils.wrappers.SklearnWrapper method) (utils.wrappers.torch.TorchSupervisedLearningWrapper method) (utils.wrappers.torch.TorchWrapper method) (utils.wrappers.TorchSupervisedLearningWrapper method) (utils.wrappers.TorchWrapper method)

B

BaseImputer (class in imputer) (class in imputer.base) BaseIncrementalExplainer (class in explainer.base) BaseIncrementalFeatureImportance (class in explainer.base) BaseStorage (class in storage.base)

BatchSage (class in explainer) (class in explainer.sage) (class in explainer.sage.batch) BatchStorage (class in storage) (class in storage.batch_storage)

C

cat_feature_names (storage.tree_storage.TreeStorage attribute) (storage.TreeStorage attribute)

convert_1d_input_to_arr() (utils.wrappers.base.Wrapper method) convert_2d_input_to_arr() (utils.wrappers.base.Wrapper method) convert_arr_output_to_dict() (utils.wrappers.base.Wrapper method)

D

data_reservoirs (storage.tree_storage.TreeStorage attribute) (storage.TreeStorage attribute)

default_label (utils.wrappers.base.Wrapper attribute) DefaultImputer (class in imputer) (class in imputer.default_imputer)

E

explain_many() (explainer.BatchSage method) (explainer.sage.batch.BatchSage method) (explainer.sage.BatchSage method) explain_many_original() (explainer.BatchSage method) (explainer.sage.batch.BatchSage method) (explainer.sage.BatchSage method) explain_one() (explainer.base.BaseIncrementalFeatureImportance method) (explainer.BatchSage method) (explainer.IncrementalPFI method) (explainer.IncrementalSage method) (explainer.IntervalSage method) (explainer.pfi.IncrementalPFI method) (explainer.sage.batch.BatchSage method) (explainer.sage.BatchSage method) (explainer.sage.incremental.IncrementalSage method) (explainer.sage.IncrementalSage method) (explainer.sage.interval.IntervalSage method) (explainer.sage.IntervalSage method)

explained_loss (explainer.IncrementalSage property) (explainer.sage.incremental.IncrementalSage property) (explainer.sage.IncrementalSage property) explainer module explainer.base module explainer.pfi module explainer.sage module explainer.sage.batch module explainer.sage.incremental module explainer.sage.interval module ExponentialSmoothingTracker (class in utils.tracker) (class in utils.tracker.exponential_smoothing)

F

feature_names (explainer.base.BaseIncrementalExplainer attribute) (explainer.BatchSage attribute) (explainer.IntervalSage attribute) (explainer.sage.batch.BatchSage attribute) (explainer.sage.BatchSage attribute) (explainer.sage.interval.IntervalSage attribute) (explainer.sage.IntervalSage attribute) (storage.tree_storage.TreeStorage attribute) (storage.TreeStorage attribute)

G

GeometricReservoirStorage (class in storage) (class in storage.geometric_reservoir_storage) get() (utils.tracker.base.Tracker method) (utils.tracker.multi_value.MultiValueTracker method) (utils.tracker.MultiValueTracker method) get_all_tree_paths() (in module storage.tree_storage) get_confidence_bound() (explainer.base.BaseIncrementalFeatureImportance method) get_data() (storage.base.BaseStorage method) (storage.interval_storage.IntervalStorage method) (storage.IntervalStorage method)

get_normalized() (utils.tracker.base.Tracker method) (utils.tracker.multi_value.MultiValueTracker method) (utils.tracker.MultiValueTracker method) get_normalized_importance_values() (explainer.base.BaseIncrementalFeatureImportance method) get_path_through_tree() (storage.tree_storage.TreeStorage static method) (storage.TreeStorage static method)

I

importance_values (explainer.base.BaseIncrementalFeatureImportance property) impute() (imputer.base.BaseImputer method) (imputer.BaseImputer method) (imputer.default_imputer.DefaultImputer method) (imputer.DefaultImputer method) (imputer.marginal_imputer.MarginalImputer method) (imputer.MarginalImputer method) (imputer.tree_imputer.TreeImputer method) (imputer.TreeImputer method) imputer module imputer.base module imputer.default_imputer module

imputer.marginal_imputer module imputer.tree_imputer module IncrementalPFI (class in explainer) (class in explainer.pfi) IncrementalSage (class in explainer) (class in explainer.sage) (class in explainer.sage.incremental) IntervalSage (class in explainer) (class in explainer.sage) (class in explainer.sage.interval) IntervalStorage (class in storage) (class in storage.interval_storage)

L

learn_one() (storage.tree_storage.MeanVarRegressor method) (utils.wrappers.torch.TorchSupervisedLearningWrapper method) (utils.wrappers.TorchSupervisedLearningWrapper method)

M

marginal_loss (explainer.IncrementalSage property) (explainer.sage.incremental.IncrementalSage property) (explainer.sage.IncrementalSage property) marginal_prediction (explainer.IncrementalSage attribute) (explainer.sage.incremental.IncrementalSage attribute) (explainer.sage.IncrementalSage attribute) MarginalImputer (class in imputer) (class in imputer.marginal_imputer) mean (utils.tracker.sliding_window.SlidingWindowTracker property) (utils.tracker.SlidingWindowTracker property) (utils.tracker.welford.WelfordTracker property) (utils.tracker.WelfordTracker property) MeanVarRegressor (class in storage.tree_storage) model_loss (explainer.IncrementalSage property) (explainer.sage.incremental.IncrementalSage property) (explainer.sage.IncrementalSage property) module explainer explainer.base explainer.pfi explainer.sage explainer.sage.batch explainer.sage.incremental explainer.sage.interval imputer imputer.base imputer.default_imputer imputer.marginal_imputer imputer.tree_imputer storage storage.base storage.batch_storage storage.geometric_reservoir_storage storage.interval_storage storage.reservoir_storage storage.sequence_storage storage.tree_storage storage.uniform_reservoir_storage utils utils.tracker utils.tracker.base utils.tracker.exponential_smoothing utils.tracker.multi_value utils.tracker.sliding_window utils.tracker.welford utils.validators utils.validators.loss utils.validators.model utils.wrappers utils.wrappers.base utils.wrappers.river utils.wrappers.sklearn utils.wrappers.torch

MultiValueTracker (class in utils.tracker) (class in utils.tracker.multi_value)

N

n_inner_samples (explainer.BatchSage attribute) (explainer.IncrementalPFI attribute) (explainer.IncrementalSage attribute) (explainer.IntervalSage attribute) (explainer.pfi.IncrementalPFI attribute) (explainer.sage.batch.BatchSage attribute) (explainer.sage.BatchSage attribute) (explainer.sage.incremental.IncrementalSage attribute) (explainer.sage.IncrementalSage attribute) (explainer.sage.interval.IntervalSage attribute) (explainer.sage.IntervalSage attribute)

num_feature_names (storage.tree_storage.TreeStorage attribute) (storage.TreeStorage attribute) number_of_features (explainer.base.BaseIncrementalExplainer attribute)

P

performances (storage.tree_storage.TreeStorage attribute) (storage.TreeStorage attribute) predict_one() (storage.tree_storage.MeanVarRegressor method) (utils.wrappers.torch.TorchSupervisedLearningWrapper method) (utils.wrappers.TorchSupervisedLearningWrapper method)

predict_proba_one() (utils.wrappers.torch.TorchSupervisedLearningWrapper method) (utils.wrappers.TorchSupervisedLearningWrapper method)

R

ReservoirStorage (class in storage) (class in storage.reservoir_storage) RiverMetricToLossFunction (class in utils.wrappers) (class in utils.wrappers.river)

RiverWrapper (class in utils.wrappers) (class in utils.wrappers.river)

S

seen_samples (explainer.base.BaseIncrementalExplainer attribute) (explainer.IntervalSage attribute) (explainer.sage.interval.IntervalSage attribute) (explainer.sage.IntervalSage attribute) SequenceStorage (class in storage) (class in storage.sequence_storage) SklearnWrapper (class in utils.wrappers) (class in utils.wrappers.sklearn) SlidingWindowTracker (class in utils.tracker) (class in utils.tracker.sliding_window) std (utils.tracker.sliding_window.SlidingWindowTracker property) (utils.tracker.SlidingWindowTracker property) (utils.tracker.welford.WelfordTracker property) (utils.tracker.WelfordTracker property) storage module

storage.base module storage.batch_storage module storage.geometric_reservoir_storage module storage.interval_storage module storage.reservoir_storage module storage.sequence_storage module storage.tree_storage module storage.uniform_reservoir_storage module

T

TorchSupervisedLearningWrapper (class in utils.wrappers) (class in utils.wrappers.torch) TorchWrapper (class in utils.wrappers) (class in utils.wrappers.torch) tracked_value (utils.tracker.multi_value.MultiValueTracker attribute) (utils.tracker.MultiValueTracker attribute)

Tracker (class in utils.tracker.base) TreeImputer (class in imputer) (class in imputer.tree_imputer) TreeStorage (class in storage) (class in storage.tree_storage)

U

UniformReservoirStorage (class in storage) (class in storage.uniform_reservoir_storage) update() (storage.base.BaseStorage method) (storage.batch_storage.BatchStorage method) (storage.BatchStorage method) (storage.geometric_reservoir_storage.GeometricReservoirStorage method) (storage.GeometricReservoirStorage method) (storage.interval_storage.IntervalStorage method) (storage.IntervalStorage method) (storage.tree_storage.TreeStorage method) (storage.TreeStorage method) (storage.uniform_reservoir_storage.UniformReservoirStorage method) (storage.UniformReservoirStorage method) (utils.tracker.base.Tracker method) (utils.tracker.exponential_smoothing.ExponentialSmoothingTracker method) (utils.tracker.ExponentialSmoothingTracker method) (utils.tracker.multi_value.MultiValueTracker method) (utils.tracker.MultiValueTracker method) (utils.tracker.sliding_window.SlidingWindowTracker method) (utils.tracker.SlidingWindowTracker method) (utils.tracker.welford.WelfordTracker method) (utils.tracker.WelfordTracker method) update_storage() (explainer.base.BaseIncrementalFeatureImportance method) (explainer.BatchSage method) (explainer.sage.batch.BatchSage method) (explainer.sage.BatchSage method) utils module

utils.tracker module utils.tracker.base module utils.tracker.exponential_smoothing module utils.tracker.multi_value module utils.tracker.sliding_window module utils.tracker.welford module utils.validators module utils.validators.loss module utils.validators.model module utils.wrappers module utils.wrappers.base module utils.wrappers.river module utils.wrappers.sklearn module utils.wrappers.torch module

V

validate_loss_function() (in module utils.validators) (in module utils.validators.loss) validate_model_function() (in module utils.validators) (in module utils.validators.model)

var (utils.tracker.sliding_window.SlidingWindowTracker property) (utils.tracker.SlidingWindowTracker property) (utils.tracker.welford.WelfordTracker property) (utils.tracker.WelfordTracker property) variances (explainer.base.BaseIncrementalFeatureImportance property)

W

walk_through_tree() (in module storage.tree_storage) WelfordTracker (class in utils.tracker) (class in utils.tracker.welford)

Wrapper (class in utils.wrappers.base)