Index

_

__annotations__ (sacroml.safemodel.safemodel.SafeModel attribute) __apply_constraints() (sacroml.safemodel.safemodel.SafeModel method) __check_model_param() (sacroml.safemodel.safemodel.SafeModel method) __check_model_param_and() (sacroml.safemodel.safemodel.SafeModel method) __check_model_param_or() (sacroml.safemodel.safemodel.SafeModel method) __dict__ (sacroml.safemodel.safemodel.SafeModel attribute) __get_constraints() (sacroml.safemodel.safemodel.SafeModel method) __init__() (sacroml.attacks.attribute_attack.AttributeAttack method) (sacroml.attacks.likelihood_attack.LIRAAttack method) (sacroml.attacks.report.CustomJSONEncoder method) (sacroml.attacks.structural_attack.StructuralAttack method) (sacroml.attacks.target.Target method) (sacroml.attacks.worst_case_attack.WorstCaseAttack method) (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method)

__module__ (sacroml.safemodel.safemodel.SafeModel attribute) __str__() (sacroml.safemodel.safemodel.SafeModel method)

A

add_feature() (sacroml.attacks.target.Target method) add_processed_data() (sacroml.attacks.target.Target method) add_raw_data() (sacroml.attacks.target.Target method) add_safemodel_results() (sacroml.attacks.target.Target method) additional_checks() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method)

apply() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) attack() (sacroml.attacks.attribute_attack.AttributeAttack method) (sacroml.attacks.likelihood_attack.LIRAAttack method) (sacroml.attacks.structural_attack.StructuralAttack method) (sacroml.attacks.worst_case_attack.WorstCaseAttack method) attack_from_preds() (sacroml.attacks.worst_case_attack.WorstCaseAttack method) AttributeAttack (class in sacroml.attacks.attribute_attack) auc_p_val() (in module sacroml.metrics)

C

check_equal() (in module sacroml.safemodel.safemodel) check_max() (in module sacroml.safemodel.safemodel) check_min() (in module sacroml.safemodel.safemodel) check_type() (in module sacroml.safemodel.safemodel)

cost_complexity_pruning_path() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) create_lr_report() (in module sacroml.attacks.report) create_mia_report() (in module sacroml.attacks.report) CustomJSONEncoder (class in sacroml.attacks.report)

D

decision_path() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) decision_tree_internal_trees_are_equal() (in module sacroml.safemodel.classifiers.safedecisiontreeclassifier)

decision_trees_are_equal() (in module sacroml.safemodel.classifiers.safedecisiontreeclassifier) default() (sacroml.attacks.report.CustomJSONEncoder method) dt_get_equivalence_classes() (sacroml.attacks.structural_attack.StructuralAttack method)

E

encode() (sacroml.attacks.report.CustomJSONEncoder method) estimators_samples_ (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier property) examine_seperate_items() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method)

examine_seperately_items (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute)

F

feature_importances_ (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier property) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier property) filename (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute)

fit() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method)

G

generate_arrays() (sacroml.attacks.worst_case_attack.WorstCaseAttack method) get_array_csv() (in module sacroml.attacks.target) get_array_pkl() (in module sacroml.attacks.target) get_current_and_saved_models() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method) get_depth() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) get_equivalence_classes() (sacroml.attacks.structural_attack.StructuralAttack method) get_k_anonymity() (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) get_metadata_routing() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) get_metrics() (in module sacroml.metrics)

get_model_param_count() (in module sacroml.attacks.structural_attack) get_n_leaves() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) get_params() (sacroml.attacks.attribute_attack.AttributeAttack method) (sacroml.attacks.likelihood_attack.LIRAAttack method) (sacroml.attacks.structural_attack.StructuralAttack method) (sacroml.attacks.worst_case_attack.WorstCaseAttack method) (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method) get_tree_k_anonymity() (in module sacroml.safemodel.classifiers.safedecisiontreeclassifier) get_tree_parameter_count() (in module sacroml.attacks.structural_attack) get_unnecessary_risk() (in module sacroml.attacks.structural_attack)

H

has_data() (sacroml.attacks.target.Target method)

has_probas() (sacroml.attacks.target.Target method) has_raw_data() (sacroml.attacks.target.Target method)

I

ignore_items (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute)

item_separator (sacroml.attacks.report.CustomJSONEncoder attribute) iterencode() (sacroml.attacks.report.CustomJSONEncoder method)

K

k_hat_svm() (sacroml.safemodel.classifiers.safesvc.SafeSVC method)

key_separator (sacroml.attacks.report.CustomJSONEncoder attribute)

L

line() (in module sacroml.attacks.report) LIRAAttack (class in sacroml.attacks.likelihood_attack)

load() (sacroml.attacks.target.Target method) load_array() (sacroml.attacks.target.Target method) load_model() (sacroml.attacks.target.Target method)

M

min_max_disc() (in module sacroml.metrics) model_load_file (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute) model_save_file (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute) model_type (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute) module sacroml.attacks.attribute_attack sacroml.attacks.likelihood_attack sacroml.attacks.report sacroml.attacks.structural_attack sacroml.attacks.target sacroml.attacks.worst_case_attack sacroml.metrics sacroml.safemodel.classifiers.safedecisiontreeclassifier sacroml.safemodel.classifiers.saferandomforestclassifier sacroml.safemodel.classifiers.safesvc sacroml.safemodel.safemodel

P

phi_hat() (sacroml.safemodel.classifiers.safesvc.SafeSVC method) phi_hat_multi() (sacroml.safemodel.classifiers.safesvc.SafeSVC method) plot_categorical_fraction() (in module sacroml.attacks.attribute_attack) plot_categorical_risk() (in module sacroml.attacks.attribute_attack) plot_quantitative_risk() (in module sacroml.attacks.attribute_attack) posthoc_check() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method) predict() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method)

predict_log_proba() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) predict_proba() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) preliminary_check() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method)

R

report_categorical() (in module sacroml.attacks.attribute_attack) report_quantitative() (in module sacroml.attacks.attribute_attack) request_release() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method)

researcher (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute) run_attack() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method) run_attack_reps() (sacroml.attacks.worst_case_attack.WorstCaseAttack method)

S

sacroml.attacks.attribute_attack module sacroml.attacks.likelihood_attack module sacroml.attacks.report module sacroml.attacks.structural_attack module sacroml.attacks.target module sacroml.attacks.worst_case_attack module sacroml.metrics module sacroml.safemodel.classifiers.safedecisiontreeclassifier module sacroml.safemodel.classifiers.saferandomforestclassifier module sacroml.safemodel.classifiers.safesvc module sacroml.safemodel.safemodel module

SafeDecisionTreeClassifier (class in sacroml.safemodel.classifiers.safedecisiontreeclassifier) SafeModel (class in sacroml.safemodel.safemodel) SafeRandomForestClassifier (class in sacroml.safemodel.classifiers.saferandomforestclassifier) SafeSVC (class in sacroml.safemodel.classifiers.safesvc) save() (sacroml.attacks.target.Target method) (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) (sacroml.safemodel.safemodel.SafeModel method) score() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) set_fit_request() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) set_params() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) (sacroml.safemodel.classifiers.safesvc.SafeSVC method) set_score_request() (sacroml.safemodel.classifiers.safedecisiontreeclassifier.SafeDecisionTreeClassifier method) (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier method) StructuralAttack (class in sacroml.attacks.structural_attack) subtitle() (in module sacroml.attacks.report)

T

Target (class in sacroml.attacks.target) timestamp (sacroml.safemodel.classifiers.saferandomforestclassifier.SafeRandomForestClassifier attribute) (sacroml.safemodel.classifiers.safesvc.SafeSVC attribute)

title() (in module sacroml.attacks.report)

W

WorstCaseAttack (class in sacroml.attacks.worst_case_attack)

write_json() (in module sacroml.attacks.report) write_pdf() (in module sacroml.attacks.report)