Index

A

AdaClippingWithGaussianRandom (class in mindarmour.privacy.diff_privacy) add_handler() (mindarmour.utils.LogUtil method) AdversarialDefense (class in mindarmour.adv_robustness.defenses) AdversarialDefenseWithAttacks (class in mindarmour.adv_robustness.defenses) asv() (mindarmour.adv_robustness.evaluations.BlackDefenseEvaluate method)

Attack (class in mindarmour) AttackEvaluate (class in mindarmour.adv_robustness.evaluations) avg_conf_adv_class() (mindarmour.adv_robustness.evaluations.AttackEvaluate method) avg_conf_true_class() (mindarmour.adv_robustness.evaluations.AttackEvaluate method) avg_lp_distance() (mindarmour.adv_robustness.evaluations.AttackEvaluate method) avg_ssim() (mindarmour.adv_robustness.evaluations.AttackEvaluate method)

B

BasicIterativeMethod (class in mindarmour.adv_robustness.attacks) batch_defense() (mindarmour.Defense method)

batch_generate() (mindarmour.Attack method) BlackDefenseEvaluate (class in mindarmour.adv_robustness.evaluations) BlackModel (class in mindarmour)

C

calc_actual_sparse_for_conv() (mindarmour.privacy.sup_privacy.SuppressCtrl method) calc_actual_sparse_for_fc1() (mindarmour.privacy.sup_privacy.SuppressCtrl method) calc_actual_sparse_for_layer() (mindarmour.privacy.sup_privacy.SuppressCtrl method) calc_theoretical_sparse_for_conv() (mindarmour.privacy.sup_privacy.SuppressCtrl method) CarliniWagnerL2Attack (class in mindarmour.adv_robustness.attacks) cav() (mindarmour.adv_robustness.evaluations.DefenseEvaluate method) ccv() (mindarmour.adv_robustness.evaluations.DefenseEvaluate method) clear_buffer() (mindarmour.adv_robustness.detectors.SimilarityDetector method) ClipMechanismsFactory (class in mindarmour.privacy.diff_privacy) concept_check() (mindarmour.ConceptDriftCheckTimeSeries method) (mindarmour.reliability.ConceptDriftCheckTimeSeries method) ConceptDriftCheckTimeSeries (class in mindarmour) (class in mindarmour.reliability) construct() (mindarmour.privacy.diff_privacy.AdaClippingWithGaussianRandom method) (mindarmour.privacy.diff_privacy.NoiseAdaGaussianRandom method) (mindarmour.privacy.diff_privacy.NoiseGaussianRandom method) (mindarmour.utils.GradWrap method) (mindarmour.utils.GradWrapWithLoss method)

Contrast (class in mindarmour.natural_robustness.transform.image) cos() (mindarmour.adv_robustness.evaluations.DefenseEvaluate method) CoverageMetrics (class in mindarmour.fuzz_testing) create() (mindarmour.privacy.diff_privacy.ClipMechanismsFactory static method) (mindarmour.privacy.diff_privacy.DPOptimizerClassFactory method) (mindarmour.privacy.diff_privacy.NoiseMechanismsFactory static method) (mindarmour.privacy.diff_privacy.PrivacyMonitorFactory static method) (mindarmour.privacy.sup_privacy.SuppressPrivacyFactory static method) crr() (mindarmour.adv_robustness.evaluations.DefenseEvaluate method) csr() (mindarmour.adv_robustness.evaluations.DefenseEvaluate method) Curve (class in mindarmour.natural_robustness.transform.image)

D

debug() (mindarmour.utils.LogUtil method) DeepFool (class in mindarmour.adv_robustness.attacks) Defense (class in mindarmour) defense() (mindarmour.adv_robustness.defenses.AdversarialDefense method) (mindarmour.adv_robustness.defenses.AdversarialDefenseWithAttacks method) (mindarmour.Defense method) DefenseEvaluate (class in mindarmour.adv_robustness.evaluations) detect() (mindarmour.adv_robustness.detectors.EnsembleDetector method) (mindarmour.adv_robustness.detectors.ErrorBasedDetector method) (mindarmour.adv_robustness.detectors.RegionBasedDetector method) (mindarmour.adv_robustness.detectors.SimilarityDetector method) (mindarmour.adv_robustness.detectors.SpatialSmoothing method) (mindarmour.Detector method)

detect_diff() (mindarmour.adv_robustness.detectors.DivergenceBasedDetector method) (mindarmour.adv_robustness.detectors.EnsembleDetector method) (mindarmour.adv_robustness.detectors.ErrorBasedDetector method) (mindarmour.adv_robustness.detectors.RegionBasedDetector method) (mindarmour.adv_robustness.detectors.SimilarityDetector method) (mindarmour.adv_robustness.detectors.SpatialSmoothing method) (mindarmour.Detector method) Detector (class in mindarmour) DivergenceBasedDetector (class in mindarmour.adv_robustness.detectors) DiverseInputIterativeMethod (class in mindarmour.adv_robustness.attacks) DPModel (class in mindarmour) (class in mindarmour.privacy.diff_privacy) DPOptimizerClassFactory (class in mindarmour.privacy.diff_privacy)

E

EnsembleAdversarialDefense (class in mindarmour.adv_robustness.defenses) EnsembleDetector (class in mindarmour.adv_robustness.detectors) error() (mindarmour.utils.LogUtil method) ErrorBasedDetector (class in mindarmour.adv_robustness.detectors)

eval() (mindarmour.MembershipInference method) (mindarmour.privacy.evaluation.MembershipInference method) evaluate() (mindarmour.ImageInversionAttack method) (mindarmour.privacy.evaluation.ImageInversionAttack method)

F

FastGradientMethod (class in mindarmour.adv_robustness.attacks) FastGradientSignMethod (class in mindarmour.adv_robustness.attacks) FaultInjector (class in mindarmour.reliability) fit() (mindarmour.adv_robustness.detectors.EnsembleDetector method) (mindarmour.adv_robustness.detectors.ErrorBasedDetector method) (mindarmour.adv_robustness.detectors.RegionBasedDetector method) (mindarmour.adv_robustness.detectors.SimilarityDetector method) (mindarmour.adv_robustness.detectors.SpatialSmoothing method) (mindarmour.Detector method)

fpr() (mindarmour.adv_robustness.evaluations.BlackDefenseEvaluate method) Fuzzer (class in mindarmour) (class in mindarmour.fuzz_testing) fuzzing() (mindarmour.fuzz_testing.Fuzzer method) (mindarmour.Fuzzer method)

G

GaussianBlur (class in mindarmour.natural_robustness.transform.image) GaussianNoise (class in mindarmour.natural_robustness.transform.image) generate() (mindarmour.adv_robustness.attacks.BasicIterativeMethod method) (mindarmour.adv_robustness.attacks.CarliniWagnerL2Attack method) (mindarmour.adv_robustness.attacks.DeepFool method) (mindarmour.adv_robustness.attacks.GeneticAttack method) (mindarmour.adv_robustness.attacks.HopSkipJumpAttack method) (mindarmour.adv_robustness.attacks.IterativeGradientMethod method) (mindarmour.adv_robustness.attacks.JSMAAttack method) (mindarmour.adv_robustness.attacks.LBFGS method) (mindarmour.adv_robustness.attacks.MomentumIterativeMethod method) (mindarmour.adv_robustness.attacks.NES method) (mindarmour.adv_robustness.attacks.PointWiseAttack method) (mindarmour.adv_robustness.attacks.ProjectedGradientDescent method) (mindarmour.adv_robustness.attacks.PSOAttack method) (mindarmour.adv_robustness.attacks.SaltAndPepperNoiseAttack method) (mindarmour.Attack method) (mindarmour.ImageInversionAttack method) (mindarmour.privacy.evaluation.ImageInversionAttack method)

GeneticAttack (class in mindarmour.adv_robustness.attacks) get_detected_queries() (mindarmour.adv_robustness.detectors.SimilarityDetector method) get_detection_interval() (mindarmour.adv_robustness.detectors.SimilarityDetector method) get_instance() (mindarmour.utils.LogUtil static method) get_metrics() (mindarmour.fuzz_testing.CoverageMetrics method) (mindarmour.fuzz_testing.KMultisectionNeuronCoverage method) (mindarmour.fuzz_testing.NeuronBoundsCoverage method) (mindarmour.fuzz_testing.NeuronCoverage method) (mindarmour.fuzz_testing.SuperNeuronActivateCoverage method) (mindarmour.fuzz_testing.TopKNeuronCoverage method) get_optimal_threshold() (mindarmour.reliability.OodDetector method) (mindarmour.reliability.OodDetectorFeatureCluster method) GradientBlur (class in mindarmour.natural_robustness.transform.image) GradientLuminance (class in mindarmour.natural_robustness.transform.image) GradWrap (class in mindarmour.utils) GradWrapWithLoss (class in mindarmour.utils)

H

HopSkipJumpAttack (class in mindarmour.adv_robustness.attacks)

I

ImageInversionAttack (class in mindarmour) (class in mindarmour.privacy.evaluation)

info() (mindarmour.utils.LogUtil method) is_adversarial() (mindarmour.BlackModel method) IterativeGradientMethod (class in mindarmour.adv_robustness.attacks)

J

JSMAAttack (class in mindarmour.adv_robustness.attacks)

K

kick_off() (mindarmour.reliability.FaultInjector method)

KMultisectionNeuronCoverage (class in mindarmour.fuzz_testing)

L

LBFGS (class in mindarmour.adv_robustness.attacks) LeastLikelyClassMethod (class in mindarmour.adv_robustness.attacks)

link_suppress_ctrl() (mindarmour.privacy.sup_privacy.SuppressModel method) LogUtil (class in mindarmour.utils)

M

MaskLayerDes (class in mindarmour.privacy.sup_privacy) max_epoch_suggest() (mindarmour.privacy.diff_privacy.RDPMonitor method) (mindarmour.privacy.diff_privacy.ZCDPMonitor method) MembershipInference (class in mindarmour) (class in mindarmour.privacy.evaluation) metrics() (mindarmour.reliability.FaultInjector method) mindarmour module mindarmour.adv_robustness.attacks module mindarmour.adv_robustness.defenses module mindarmour.adv_robustness.detectors module mindarmour.adv_robustness.evaluations module mindarmour.fuzz_testing module mindarmour.natural_robustness.transform.image module mindarmour.privacy.diff_privacy module mindarmour.privacy.evaluation module

mindarmour.privacy.sup_privacy module mindarmour.reliability module mindarmour.utils module mis_classification_rate() (mindarmour.adv_robustness.evaluations.AttackEvaluate method) module mindarmour mindarmour.adv_robustness.attacks mindarmour.adv_robustness.defenses mindarmour.adv_robustness.detectors mindarmour.adv_robustness.evaluations mindarmour.fuzz_testing mindarmour.natural_robustness.transform.image mindarmour.privacy.diff_privacy mindarmour.privacy.evaluation mindarmour.privacy.sup_privacy mindarmour.reliability mindarmour.utils MomentumDiverseInputIterativeMethod (class in mindarmour.adv_robustness.attacks) MomentumIterativeMethod (class in mindarmour.adv_robustness.attacks) MotionBlur (class in mindarmour.natural_robustness.transform.image)

N

NaturalAdversarialDefense (class in mindarmour.adv_robustness.defenses) NaturalNoise (class in mindarmour.natural_robustness.transform.image) NES (class in mindarmour.adv_robustness.attacks) NeuronBoundsCoverage (class in mindarmour.fuzz_testing)

NeuronCoverage (class in mindarmour.fuzz_testing) NoiseAdaGaussianRandom (class in mindarmour.privacy.diff_privacy) NoiseGaussianRandom (class in mindarmour.privacy.diff_privacy) NoiseMechanismsFactory (class in mindarmour.privacy.diff_privacy) nte() (mindarmour.adv_robustness.evaluations.AttackEvaluate method)

O

ood_predict() (mindarmour.reliability.OodDetector method) (mindarmour.reliability.OodDetectorFeatureCluster method)

OodDetector (class in mindarmour.reliability) OodDetectorFeatureCluster (class in mindarmour.reliability)

P

Perspective (class in mindarmour.natural_robustness.transform.image) PointWiseAttack (class in mindarmour.adv_robustness.attacks) predict() (mindarmour.BlackModel method) print_paras() (mindarmour.privacy.sup_privacy.SuppressCtrl method)

PrivacyMonitorFactory (class in mindarmour.privacy.diff_privacy) ProjectedAdversarialDefense (class in mindarmour.adv_robustness.defenses) ProjectedGradientDescent (class in mindarmour.adv_robustness.attacks) PSOAttack (class in mindarmour.adv_robustness.attacks)

Q

qcv() (mindarmour.adv_robustness.evaluations.BlackDefenseEvaluate method)

qrv() (mindarmour.adv_robustness.evaluations.BlackDefenseEvaluate method)

R

RadarMetric (class in mindarmour.adv_robustness.evaluations) RandomFastGradientMethod (class in mindarmour.adv_robustness.attacks) RandomFastGradientSignMethod (class in mindarmour.adv_robustness.attacks) RandomLeastLikelyClassMethod (class in mindarmour.adv_robustness.attacks)

RDPMonitor (class in mindarmour.privacy.diff_privacy) RegionBasedDetector (class in mindarmour.adv_robustness.detectors) reset_zeros() (mindarmour.privacy.sup_privacy.SuppressCtrl method) Rotate (class in mindarmour.natural_robustness.transform.image)

S

SaltAndPepperNoise (class in mindarmour.natural_robustness.transform.image) SaltAndPepperNoiseAttack (class in mindarmour.adv_robustness.attacks) Scale (class in mindarmour.natural_robustness.transform.image) set_level() (mindarmour.utils.LogUtil method) set_mechanisms() (mindarmour.privacy.diff_privacy.DPOptimizerClassFactory method) set_radius() (mindarmour.adv_robustness.detectors.RegionBasedDetector method) set_target_images() (mindarmour.adv_robustness.attacks.HopSkipJumpAttack method) (mindarmour.adv_robustness.attacks.NES method) set_threshold() (mindarmour.adv_robustness.detectors.ErrorBasedDetector method) (mindarmour.adv_robustness.detectors.SimilarityDetector method) (mindarmour.adv_robustness.detectors.SpatialSmoothing method)

Shear (class in mindarmour.natural_robustness.transform.image) show() (mindarmour.adv_robustness.evaluations.RadarMetric method) SimilarityDetector (class in mindarmour.adv_robustness.detectors) SpatialSmoothing (class in mindarmour.adv_robustness.detectors) step_end() (mindarmour.privacy.diff_privacy.RDPMonitor method) (mindarmour.privacy.diff_privacy.ZCDPMonitor method) (mindarmour.privacy.sup_privacy.SuppressMasker method) SuperNeuronActivateCoverage (class in mindarmour.fuzz_testing) SuppressCtrl (class in mindarmour.privacy.sup_privacy) SuppressMasker (class in mindarmour.privacy.sup_privacy) SuppressModel (class in mindarmour.privacy.sup_privacy) SuppressPrivacyFactory (class in mindarmour.privacy.sup_privacy)

T

TopKNeuronCoverage (class in mindarmour.fuzz_testing) train() (mindarmour.MembershipInference method) (mindarmour.privacy.evaluation.MembershipInference method) transform() (mindarmour.adv_robustness.detectors.EnsembleDetector method) (mindarmour.adv_robustness.detectors.ErrorBasedDetector method) (mindarmour.adv_robustness.detectors.RegionBasedDetector method) (mindarmour.adv_robustness.detectors.SimilarityDetector method) (mindarmour.Detector method)

Translate (class in mindarmour.natural_robustness.transform.image)

U

UniformNoise (class in mindarmour.natural_robustness.transform.image) update_mask() (mindarmour.privacy.sup_privacy.SuppressCtrl method)

update_mask_layer() (mindarmour.privacy.sup_privacy.SuppressCtrl method) update_mask_layer_approximity() (mindarmour.privacy.sup_privacy.SuppressCtrl method) update_status() (mindarmour.privacy.sup_privacy.SuppressCtrl method)

W

warn() (mindarmour.utils.LogUtil method)

Z

ZCDPMonitor (class in mindarmour.privacy.diff_privacy)