Index

_

__init__() (tapas.attacks.base_classes.Attack method) (tapas.attacks.base_classes.TrainableThresholdAttack method) (tapas.attacks.closest_distance.ClosestDistanceAIA method) (tapas.attacks.closest_distance.ClosestDistanceMIA method) (tapas.attacks.closest_distance.LocalNeighbourhoodAttack method) (tapas.attacks.distances.DistanceMetric method) (tapas.attacks.distances.HammingDistance method) (tapas.attacks.distances.LpDistance method) (tapas.attacks.distances.ScaledDistance method) (tapas.attacks.distances.SumOfDistances method) (tapas.attacks.groundhog.GroundhogAttack method) (tapas.attacks.set_classifiers.CombinedSetFeatures method) (tapas.attacks.set_classifiers.CorrSetFeature method) (tapas.attacks.set_classifiers.FeatureBasedSetClassifier method) (tapas.attacks.set_classifiers.HistSetFeature method) (tapas.attacks.set_classifiers.NaiveSetFeature method) (tapas.attacks.set_classifiers.RandomTargetedQueryFeature method) (tapas.attacks.set_classifiers.SetClassifier method) (tapas.attacks.set_classifiers.SetFeature method) (tapas.attacks.shadow_modelling.ShadowModellingAttack method) (tapas.attacks.synthinference.DensityEstimator method) (tapas.attacks.synthinference.ProbabilityEstimationAttack method) (tapas.attacks.synthinference.sklearnDensityEstimator method) (tapas.attacks.synthinference.SyntheticPredictorAttack method) (tapas.datasets.data_description.DataDescription method) (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) (tapas.generators.generator.Generator method) (tapas.generators.generator.GeneratorFromExecutable method) (tapas.generators.generator.Raw method) (tapas.generators.generator.ReprosynGenerator method) (tapas.generators.generator.ReprosynGeneratorFromCLI method) (tapas.report.attack_summary.AIAttackSummary method) (tapas.report.attack_summary.AttackSummary method) (tapas.report.attack_summary.BinaryAIAttackSummary method) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary method) (tapas.report.attack_summary.LabelInferenceAttackSummary method) (tapas.report.attack_summary.MIAttackSummary method) (tapas.report.report.BinaryAIAttackReport method) (tapas.report.report.BinaryLabelAttackReport method) (tapas.report.report.EffectiveEpsilonReport method) (tapas.report.report.MIAttackReport method) (tapas.report.report.Report method) (tapas.report.report.ROCReport method) (tapas.threat_models.aia.AIALabeller method) (tapas.threat_models.aia.TargetedAIA method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnData method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnGenerator method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeWithLabel method) (tapas.threat_models.attacker_knowledge.AuxiliaryDataKnowledge method) (tapas.threat_models.attacker_knowledge.BlackBoxKnowledge method) (tapas.threat_models.attacker_knowledge.ExactDataKnowledge method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel method) (tapas.threat_models.attacker_knowledge.NoBoxKnowledge method) (tapas.threat_models.attacker_knowledge.SilentIterator method) (tapas.threat_models.attacker_knowledge.UncertainBoxKnowledge method) (tapas.threat_models.base_classes.ThreatModel method) (tapas.threat_models.base_classes.TrainableThreatModel method) (tapas.threat_models.mia.MIALabeller method) (tapas.threat_models.mia.TargetedMIA method)

A

accuracy (tapas.report.attack_summary.AIAttackSummary property) (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.LabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) add_records() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) AIALabeller (class in tapas.threat_models.aia) AIAttackSummary (class in tapas.report.attack_summary) as_numeric (tapas.datasets.dataset.TabularDataset property) (tapas.datasets.dataset.TabularRecord property) Attack (class in tapas.attacks.base_classes) attack() (tapas.attacks.base_classes.Attack method) (tapas.attacks.base_classes.TrainableThresholdAttack method) (tapas.attacks.closest_distance.ClosestDistanceAIA method) (tapas.attacks.closest_distance.ClosestDistanceMIA method) (tapas.attacks.closest_distance.LocalNeighbourhoodAttack method) (tapas.attacks.groundhog.GroundhogAttack method) (tapas.attacks.shadow_modelling.ShadowModellingAttack method) (tapas.attacks.synthinference.ProbabilityEstimationAttack method) (tapas.attacks.synthinference.SyntheticPredictorAttack method)

attack_score() (tapas.attacks.base_classes.Attack method) (tapas.attacks.base_classes.TrainableThresholdAttack method) (tapas.attacks.closest_distance.ClosestDistanceAIA method) (tapas.attacks.closest_distance.ClosestDistanceMIA method) (tapas.attacks.closest_distance.LocalNeighbourhoodAttack method) (tapas.attacks.groundhog.GroundhogAttack method) (tapas.attacks.shadow_modelling.ShadowModellingAttack method) (tapas.attacks.synthinference.ProbabilityEstimationAttack method) (tapas.attacks.synthinference.SyntheticPredictorAttack method) AttackerKnowledgeOnData (class in tapas.threat_models.attacker_knowledge) AttackerKnowledgeOnGenerator (class in tapas.threat_models.attacker_knowledge) AttackerKnowledgeWithLabel (class in tapas.threat_models.attacker_knowledge) AttackSummary (class in tapas.report.attack_summary) auc (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) AuxiliaryDataKnowledge (class in tapas.threat_models.attacker_knowledge)

B

BinaryAIAttackReport (class in tapas.report.report) BinaryAIAttackSummary (class in tapas.report.attack_summary)

BinaryLabelAttackReport (class in tapas.report.report) BinaryLabelInferenceAttackSummary (class in tapas.report.attack_summary) BlackBoxKnowledge (class in tapas.threat_models.attacker_knowledge)

C

classifier (tapas.attacks.shadow_modelling.ShadowModellingAttack attribute) ClosestDistanceAIA (class in tapas.attacks.closest_distance) ClosestDistanceMIA (class in tapas.attacks.closest_distance) columns (tapas.datasets.data_description.DataDescription property) CombinedSetFeatures (class in tapas.attacks.set_classifiers) compare() (tapas.report.report.BinaryAIAttackReport method) (tapas.report.report.BinaryLabelAttackReport method) (tapas.report.report.MIAttackReport method)

copy() (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) CorrSetFeature (class in tapas.attacks.set_classifiers) create_canary() (in module tapas.datasets.canary) create_subsets() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method)

D

DataDescription (class in tapas.datasets.data_description) Dataset (class in tapas.datasets.dataset) DensityEstimator (class in tapas.attacks.synthinference)

DistanceMetric (class in tapas.attacks.distances) drop_records() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method)

E

effective_epsilon (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) EffectiveEpsilonReport (class in tapas.report.report) empty() (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) encode_data() (in module tapas.datasets.utils)

encoded_dim (tapas.datasets.data_description.DataDescription property) ExactDataKnowledge (class in tapas.threat_models.attacker_knowledge) extract() (tapas.attacks.set_classifiers.CombinedSetFeatures method) (tapas.attacks.set_classifiers.CorrSetFeature method) (tapas.attacks.set_classifiers.HistSetFeature method) (tapas.attacks.set_classifiers.NaiveSetFeature method) (tapas.attacks.set_classifiers.RandomTargetedQueryFeature method) (tapas.attacks.set_classifiers.SetFeature method)

F

FeatureBasedSetClassifier (class in tapas.attacks.set_classifiers) fit() (tapas.attacks.set_classifiers.FeatureBasedSetClassifier method) (tapas.attacks.set_classifiers.SetClassifier method) (tapas.generators.generator.Generator method) (tapas.generators.generator.GeneratorFromExecutable method) (tapas.generators.generator.Raw method) (tapas.generators.generator.ReprosynGenerator method) (tapas.generators.generator.ReprosynGeneratorFromCLI method)

fp (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) from_dataset() (tapas.datasets.dataset.TabularRecord class method)

G

generate() (tapas.generators.generator.Generator method) (tapas.generators.generator.GeneratorFromExecutable method) (tapas.generators.generator.Raw method) (tapas.generators.generator.ReprosynGenerator method) (tapas.generators.generator.ReprosynGeneratorFromCLI method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnGenerator method) (tapas.threat_models.attacker_knowledge.BlackBoxKnowledge method) (tapas.threat_models.attacker_knowledge.NoBoxKnowledge method) (tapas.threat_models.attacker_knowledge.UncertainBoxKnowledge method) generate_datasets() (tapas.threat_models.aia.AIALabeller method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnData method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeWithLabel method) (tapas.threat_models.attacker_knowledge.AuxiliaryDataKnowledge method) (tapas.threat_models.attacker_knowledge.ExactDataKnowledge method) (tapas.threat_models.mia.MIALabeller method) generate_datasets_with_label() (tapas.threat_models.aia.AIALabeller method) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeWithLabel method) (tapas.threat_models.mia.MIALabeller method) generate_training_samples() (tapas.threat_models.aia.TargetedAIA method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel method) (tapas.threat_models.base_classes.TrainableThreatModel method) (tapas.threat_models.mia.TargetedMIA method)

Generator (class in tapas.generators.generator) GeneratorFromExecutable (class in tapas.generators.generator) get_dtype() (in module tapas.datasets.utils) get_header() (tapas.report.attack_summary.AIAttackSummary method) (tapas.report.attack_summary.BinaryAIAttackSummary method) get_id() (tapas.datasets.dataset.TabularRecord method) get_metric_filename() (tapas.report.attack_summary.AIAttackSummary method) (tapas.report.attack_summary.AttackSummary method) (tapas.report.attack_summary.BinaryAIAttackSummary method) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary method) (tapas.report.attack_summary.LabelInferenceAttackSummary method) (tapas.report.attack_summary.MIAttackSummary method) get_metrics() (tapas.report.attack_summary.AIAttackSummary method) (tapas.report.attack_summary.AttackSummary method) (tapas.report.attack_summary.BinaryAIAttackSummary method) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary method) (tapas.report.attack_summary.LabelInferenceAttackSummary method) (tapas.report.attack_summary.MIAttackSummary method) get_num_features() (in module tapas.datasets.utils) get_records() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) GroundhogAttack (class in tapas.attacks.groundhog)

H

HammingDistance (class in tapas.attacks.distances)

HistSetFeature (class in tapas.attacks.set_classifiers)

I

index_split() (in module tapas.datasets.utils)

L

label (tapas.attacks.base_classes.Attack property) (tapas.attacks.base_classes.TrainableThresholdAttack property) (tapas.attacks.closest_distance.ClosestDistanceAIA property) (tapas.attacks.closest_distance.ClosestDistanceMIA property) (tapas.attacks.closest_distance.LocalNeighbourhoodAttack property) (tapas.attacks.groundhog.GroundhogAttack property) (tapas.attacks.shadow_modelling.ShadowModellingAttack property) (tapas.attacks.synthinference.ProbabilityEstimationAttack property) (tapas.attacks.synthinference.SyntheticPredictorAttack property) (tapas.datasets.data_description.DataDescription property) (tapas.datasets.dataset.TabularRecord property) (tapas.generators.generator.ReprosynGenerator property) (tapas.threat_models.aia.AIALabeller property) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnData property) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeOnGenerator property) (tapas.threat_models.attacker_knowledge.AttackerKnowledgeWithLabel property) (tapas.threat_models.attacker_knowledge.AuxiliaryDataKnowledge property) (tapas.threat_models.attacker_knowledge.BlackBoxKnowledge property) (tapas.threat_models.attacker_knowledge.ExactDataKnowledge property) (tapas.threat_models.attacker_knowledge.NoBoxKnowledge property) (tapas.threat_models.attacker_knowledge.UncertainBoxKnowledge property) (tapas.threat_models.mia.MIALabeller property)

LabelInferenceAttackSummary (class in tapas.report.attack_summary) LabelInferenceThreatModel (class in tapas.threat_models.attacker_knowledge) load() (tapas.threat_models.aia.TargetedAIA class method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel class method) (tapas.threat_models.base_classes.ThreatModel class method) (tapas.threat_models.base_classes.TrainableThreatModel class method) (tapas.threat_models.mia.TargetedMIA class method) load_summary_statistics() (tapas.report.report.BinaryAIAttackReport class method) (tapas.report.report.MIAttackReport class method) LocalNeighbourhoodAttack (class in tapas.attacks.closest_distance) LpDistance (class in tapas.attacks.distances)

M

metric_comparison_plots() (in module tapas.report.utils) mia_advantage (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) MIALabeller (class in tapas.threat_models.mia) MIAttackReport (class in tapas.report.report) MIAttackSummary (class in tapas.report.attack_summary) module tapas tapas.attacks tapas.attacks.base_classes tapas.attacks.closest_distance tapas.attacks.distances tapas.attacks.groundhog tapas.attacks.set_classifiers tapas.attacks.shadow_modelling tapas.attacks.synthinference tapas.datasets tapas.datasets.canary tapas.datasets.constants tapas.datasets.data_description tapas.datasets.dataset tapas.datasets.utils tapas.generators tapas.generators.generator tapas.report tapas.report.attack_summary tapas.report.report tapas.report.utils tapas.threat_models tapas.threat_models.aia tapas.threat_models.attacker_knowledge tapas.threat_models.base_classes tapas.threat_models.mia

N

NaiveSetFeature (class in tapas.attacks.set_classifiers)

NoBoxKnowledge (class in tapas.threat_models.attacker_knowledge) num_features (tapas.datasets.data_description.DataDescription property)

O

one_hot() (in module tapas.datasets.utils)

one_hot_cols (tapas.datasets.data_description.DataDescription property)

P

plot_roc_curve() (in module tapas.report.utils) predict() (tapas.attacks.set_classifiers.FeatureBasedSetClassifier method) (tapas.attacks.set_classifiers.SetClassifier method) predict_proba() (tapas.attacks.set_classifiers.FeatureBasedSetClassifier method) (tapas.attacks.set_classifiers.SetClassifier method) privacy_gain (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property)

ProbabilityEstimationAttack (class in tapas.attacks.synthinference) publish() (tapas.report.report.BinaryAIAttackReport method) (tapas.report.report.BinaryLabelAttackReport method) (tapas.report.report.EffectiveEpsilonReport method) (tapas.report.report.MIAttackReport method) (tapas.report.report.Report method) (tapas.report.report.ROCReport method)

R

RandomTargetedQueryFeature (class in tapas.attacks.set_classifiers) Raw (class in tapas.generators.generator) read() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset class method) (tapas.datasets.dataset.TabularRecord class method) read_from_string() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset class method) (tapas.datasets.dataset.TabularRecord class method)

replace() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) Report (class in tapas.report.report) ReprosynGenerator (class in tapas.generators.generator) ReprosynGeneratorFromCLI (class in tapas.generators.generator) ROCReport (class in tapas.report.report)

S

sample() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) save() (tapas.threat_models.aia.TargetedAIA method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel method) (tapas.threat_models.base_classes.ThreatModel method) (tapas.threat_models.base_classes.TrainableThreatModel method) (tapas.threat_models.mia.TargetedMIA method) ScaledDistance (class in tapas.attacks.distances) set_id() (tapas.datasets.dataset.TabularRecord method) set_label() (tapas.threat_models.aia.TargetedAIA method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel method) (tapas.threat_models.mia.TargetedMIA method)

set_style() (in module tapas.report.utils) set_value() (tapas.datasets.dataset.TabularRecord method) SetClassifier (class in tapas.attacks.set_classifiers) SetFeature (class in tapas.attacks.set_classifiers) ShadowModellingAttack (class in tapas.attacks.shadow_modelling) SilentIterator (class in tapas.threat_models.attacker_knowledge) sklearnDensityEstimator (class in tapas.attacks.synthinference) SumOfDistances (class in tapas.attacks.distances) SyntheticPredictorAttack (class in tapas.attacks.synthinference)

T

TabularDataset (class in tapas.datasets.dataset) TabularRecord (class in tapas.datasets.dataset) tapas module tapas.attacks module tapas.attacks.base_classes module tapas.attacks.closest_distance module tapas.attacks.distances module tapas.attacks.groundhog module tapas.attacks.set_classifiers module tapas.attacks.shadow_modelling module tapas.attacks.synthinference module tapas.datasets module tapas.datasets.canary module tapas.datasets.constants module tapas.datasets.data_description module tapas.datasets.dataset module tapas.datasets.utils module tapas.generators module tapas.generators.generator module tapas.report module

tapas.report.attack_summary module tapas.report.report module tapas.report.utils module tapas.threat_models module tapas.threat_models.aia module tapas.threat_models.attacker_knowledge module tapas.threat_models.base_classes module tapas.threat_models.mia module TargetedAIA (class in tapas.threat_models.aia) TargetedMIA (class in tapas.threat_models.mia) test() (tapas.threat_models.aia.TargetedAIA method) (tapas.threat_models.attacker_knowledge.LabelInferenceThreatModel method) (tapas.threat_models.base_classes.ThreatModel method) (tapas.threat_models.base_classes.TrainableThreatModel method) (tapas.threat_models.mia.TargetedMIA method) ThreatModel (class in tapas.threat_models.base_classes) tp (tapas.report.attack_summary.BinaryAIAttackSummary property) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary property) (tapas.report.attack_summary.MIAttackSummary property) train() (tapas.attacks.base_classes.Attack method) (tapas.attacks.base_classes.TrainableThresholdAttack method) (tapas.attacks.closest_distance.ClosestDistanceAIA method) (tapas.attacks.closest_distance.ClosestDistanceMIA method) (tapas.attacks.closest_distance.LocalNeighbourhoodAttack method) (tapas.attacks.groundhog.GroundhogAttack method) (tapas.attacks.shadow_modelling.ShadowModellingAttack method) (tapas.attacks.synthinference.ProbabilityEstimationAttack method) (tapas.attacks.synthinference.SyntheticPredictorAttack method) TrainableThreatModel (class in tapas.threat_models.base_classes) TrainableThresholdAttack (class in tapas.attacks.base_classes) trained (tapas.attacks.shadow_modelling.ShadowModellingAttack attribute)

U

UncertainBoxKnowledge (class in tapas.threat_models.attacker_knowledge)

V

validate_header() (in module tapas.datasets.dataset) view() (tapas.datasets.data_description.DataDescription method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method)

W

write() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method) write_metrics() (tapas.report.attack_summary.AIAttackSummary method) (tapas.report.attack_summary.AttackSummary method) (tapas.report.attack_summary.BinaryAIAttackSummary method) (tapas.report.attack_summary.BinaryLabelInferenceAttackSummary method) (tapas.report.attack_summary.LabelInferenceAttackSummary method) (tapas.report.attack_summary.MIAttackSummary method)

write_to_string() (tapas.datasets.dataset.Dataset method) (tapas.datasets.dataset.TabularDataset method) (tapas.datasets.dataset.TabularRecord method)