Index

_

__call__() (secmlt.adv.evasion.aggregators.ensemble.Ensemble method) (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttack method) (secmlt.manipulations.manipulation.Manipulation method) (secmlt.metrics.classification.Accuracy method) (secmlt.metrics.classification.AccuracyEnsemble method) (secmlt.models.base_model.BaseModel method) (secmlt.models.data_processing.data_processing.DataProcessing method) (secmlt.optimization.constraints.ClipConstraint method) (secmlt.optimization.constraints.Constraint method) (secmlt.optimization.constraints.LpConstraint method) (secmlt.optimization.gradient_processing.GradientProcessing method) (secmlt.optimization.gradient_processing.LinearProjectionGradientProcessing method) (secmlt.optimization.initializer.Initializer method) (secmlt.optimization.initializer.RandomLpInitializer method) (secmlt.optimization.random_perturb.RandomPerturbBase method) __init__() (secmlt.adv.evasion.aggregators.ensemble.FixedEpsilonEnsemble method) (secmlt.adv.evasion.aggregators.ensemble.MinDistanceEnsemble method) (secmlt.adv.evasion.foolbox_attacks.foolbox_base.BaseFoolboxEvasionAttack method) (secmlt.adv.evasion.foolbox_attacks.foolbox_pgd.PGDFoolbox method) (secmlt.adv.evasion.modular_attack.ModularEvasionAttackFixedEps method) (secmlt.adv.evasion.pgd.PGDFoolbox method) (secmlt.adv.evasion.pgd.PGDNative method) (secmlt.data.lp_uniform_sampling.LpUniformSampling method) (secmlt.manipulations.manipulation.Manipulation method) (secmlt.metrics.classification.Accuracy method) (secmlt.metrics.classification.AttackSuccessRate method) (secmlt.metrics.classification.EnsembleSuccessRate method) (secmlt.models.base_model.BaseModel method) (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier method) (secmlt.models.pytorch.base_pytorch_trainer.BasePyTorchTrainer method) (secmlt.optimization.constraints.ClipConstraint method) (secmlt.optimization.constraints.L0Constraint method) (secmlt.optimization.constraints.L1Constraint method) (secmlt.optimization.constraints.L2Constraint method) (secmlt.optimization.constraints.LInfConstraint method) (secmlt.optimization.constraints.LpConstraint method) (secmlt.optimization.gradient_processing.LinearProjectionGradientProcessing method) (secmlt.optimization.initializer.RandomLpInitializer method) (secmlt.optimization.random_perturb.RandomPerturbBase method) (secmlt.trackers.image_trackers.GradientsTracker method) (secmlt.trackers.image_trackers.SampleTracker method) (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.GradientNormTracker method) (secmlt.trackers.trackers.LossTracker method) (secmlt.trackers.trackers.PerturbationNormTracker method) (secmlt.trackers.trackers.PredictionTracker method) (secmlt.trackers.trackers.ScoresTracker method) (secmlt.trackers.trackers.Tracker method)

__new__() (secmlt.adv.evasion.pgd.PGD static method) (secmlt.optimization.random_perturb.RandomPerturb static method) _apply_manipulation() (secmlt.manipulations.manipulation.Manipulation method) _decision_function() (secmlt.models.base_model.BaseModel method) (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier method) _get_best() (secmlt.adv.evasion.aggregators.ensemble.Ensemble method) (secmlt.adv.evasion.aggregators.ensemble.FixedEpsilonEnsemble method) (secmlt.adv.evasion.aggregators.ensemble.MinDistanceEnsemble method) _process() (secmlt.models.data_processing.identity_data_processing.IdentityDataProcessing method)

A

Accuracy (class in secmlt.metrics.classification) accuracy() (in module secmlt.metrics.classification) AccuracyEnsemble (class in secmlt.metrics.classification)

AdditiveManipulation (class in secmlt.manipulations.manipulation) atleast_kd() (in module secmlt.utils.tensor_utils) AttackSuccessRate (class in secmlt.metrics.classification)

B

Backends (class in secmlt.adv.backends) BaseEvasionAttack (class in secmlt.adv.evasion.base_evasion_attack) BaseEvasionAttackCreator (class in secmlt.adv.evasion.base_evasion_attack) BaseFoolboxEvasionAttack (class in secmlt.adv.evasion.foolbox_attacks.foolbox_base)

BaseModel (class in secmlt.models.base_model) BasePytorchClassifier (class in secmlt.models.pytorch.base_pytorch_nn) BasePyTorchTrainer (class in secmlt.models.pytorch.base_pytorch_trainer) BaseTrainer (class in secmlt.models.base_trainer)

C

check_backend_available() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator class method) check_perturbation_model_available() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttack class method) ClipConstraint (class in secmlt.optimization.constraints)

Constraint (class in secmlt.optimization.constraints) create_adam() (secmlt.optimization.optimizer_factory.OptimizerFactory static method) create_from_name() (secmlt.optimization.optimizer_factory.OptimizerFactory static method) create_sgd() (secmlt.optimization.optimizer_factory.OptimizerFactory static method)

D

DataProcessing (class in secmlt.models.data_processing.data_processing)

decision_function() (secmlt.models.base_model.BaseModel method) Distribution (class in secmlt.data.distributions)

E

Ensemble (class in secmlt.adv.evasion.aggregators.ensemble)

EnsembleSuccessRate (class in secmlt.metrics.classification)

F

FixedEpsilonEnsemble (class in secmlt.adv.evasion.aggregators.ensemble)

FOOLBOX (secmlt.adv.backends.Backends attribute)

G

GeneralizedNormal (class in secmlt.data.distributions) get() (secmlt.trackers.trackers.Tracker method) get_backends() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator static method) (secmlt.adv.evasion.pgd.PGD static method) get_foolbox_implementation() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator class method) get_implementation() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator class method) get_last_tracked() (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.Tracker method) get_p() (secmlt.adv.evasion.perturbation_models.LpPerturbationModels class method) get_perturb() (secmlt.optimization.random_perturb.RandomPerturbBase method) (secmlt.optimization.random_perturb.RandomPerturbL0 method) (secmlt.optimization.random_perturb.RandomPerturbL1 method) (secmlt.optimization.random_perturb.RandomPerturbL2 method) (secmlt.optimization.random_perturb.RandomPerturbLinf method)

get_perturbation_models() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttack static method) (secmlt.adv.evasion.foolbox_attacks.foolbox_pgd.PGDFoolbox static method) (secmlt.adv.evasion.modular_attack.ModularEvasionAttackFixedEps class method) (secmlt.adv.evasion.pgd.PGDFoolbox static method) gradient() (secmlt.models.base_model.BaseModel method) (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier method) GradientNormTracker (class in secmlt.trackers.trackers) GradientProcessing (class in secmlt.optimization.gradient_processing) GradientsTracker (class in secmlt.trackers.image_trackers)

I

IdentityDataProcessing (class in secmlt.models.data_processing.identity_data_processing) Initializer (class in secmlt.optimization.initializer)

invert() (secmlt.models.data_processing.data_processing.DataProcessing method) (secmlt.models.data_processing.identity_data_processing.IdentityDataProcessing method) is_perturbation_model_available() (secmlt.adv.evasion.perturbation_models.LpPerturbationModels class method)

L

L0 (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) L0Constraint (class in secmlt.optimization.constraints) L1 (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) L1Constraint (class in secmlt.optimization.constraints) L2 (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) L2Constraint (class in secmlt.optimization.constraints)

LinearProjectionGradientProcessing (class in secmlt.optimization.gradient_processing) LINF (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) LInfConstraint (class in secmlt.optimization.constraints) LossTracker (class in secmlt.trackers.trackers) LpConstraint (class in secmlt.optimization.constraints) LpPerturbationModels (class in secmlt.adv.evasion.perturbation_models) LpUniformSampling (class in secmlt.data.lp_uniform_sampling)

M

Manipulation (class in secmlt.manipulations.manipulation) MinDistanceEnsemble (class in secmlt.adv.evasion.aggregators.ensemble) model (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier property) ModularEvasionAttackFixedEps (class in secmlt.adv.evasion.modular_attack) module secmlt secmlt.adv secmlt.adv.backends secmlt.adv.evasion secmlt.adv.evasion.aggregators secmlt.adv.evasion.aggregators.ensemble secmlt.adv.evasion.base_evasion_attack secmlt.adv.evasion.foolbox_attacks secmlt.adv.evasion.foolbox_attacks.foolbox_base secmlt.adv.evasion.foolbox_attacks.foolbox_pgd secmlt.adv.evasion.modular_attack secmlt.adv.evasion.perturbation_models secmlt.adv.evasion.pgd secmlt.data secmlt.data.distributions secmlt.data.lp_uniform_sampling secmlt.manipulations secmlt.manipulations.manipulation secmlt.metrics secmlt.metrics.classification secmlt.models secmlt.models.base_model secmlt.models.base_trainer secmlt.models.data_processing secmlt.models.data_processing.data_processing secmlt.models.data_processing.identity_data_processing secmlt.models.pytorch secmlt.models.pytorch.base_pytorch_nn secmlt.models.pytorch.base_pytorch_trainer secmlt.optimization secmlt.optimization.constraints secmlt.optimization.gradient_processing secmlt.optimization.initializer secmlt.optimization.optimizer_factory secmlt.optimization.random_perturb secmlt.trackers secmlt.trackers.image_trackers secmlt.trackers.tensorboard_tracker secmlt.trackers.trackers secmlt.utils secmlt.utils.tensor_utils

N

NATIVE (secmlt.adv.backends.Backends attribute)

O

OptimizerFactory (class in secmlt.optimization.optimizer_factory)

OPTIMIZERS (secmlt.optimization.optimizer_factory.OptimizerFactory attribute)

P

pert_models (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) PerturbationNormTracker (class in secmlt.trackers.trackers) PGD (class in secmlt.adv.evasion.pgd) PGDFoolbox (class in secmlt.adv.evasion.foolbox_attacks.foolbox_pgd) (class in secmlt.adv.evasion.pgd) PGDNative (class in secmlt.adv.evasion.pgd) predict() (secmlt.models.base_model.BaseModel method) (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier method)

PredictionTracker (class in secmlt.trackers.trackers) project() (secmlt.optimization.constraints.L0Constraint method) (secmlt.optimization.constraints.L1Constraint method) (secmlt.optimization.constraints.L2Constraint method) (secmlt.optimization.constraints.LInfConstraint method) (secmlt.optimization.constraints.LpConstraint method)

R

Rademacher (class in secmlt.data.distributions) RandomLpInitializer (class in secmlt.optimization.initializer) RandomPerturb (class in secmlt.optimization.random_perturb) RandomPerturbBase (class in secmlt.optimization.random_perturb)

RandomPerturbL0 (class in secmlt.optimization.random_perturb) RandomPerturbL1 (class in secmlt.optimization.random_perturb) RandomPerturbL2 (class in secmlt.optimization.random_perturb) RandomPerturbLinf (class in secmlt.optimization.random_perturb)

S

sample() (secmlt.data.distributions.Distribution method) (secmlt.data.distributions.GeneralizedNormal method) (secmlt.data.distributions.Rademacher method) (secmlt.data.lp_uniform_sampling.LpUniformSampling method) sample_like() (secmlt.data.lp_uniform_sampling.LpUniformSampling method) SampleTracker (class in secmlt.trackers.image_trackers) ScoresTracker (class in secmlt.trackers.trackers) secmlt module secmlt.adv module secmlt.adv.backends module secmlt.adv.evasion module secmlt.adv.evasion.aggregators module secmlt.adv.evasion.aggregators.ensemble module secmlt.adv.evasion.base_evasion_attack module secmlt.adv.evasion.foolbox_attacks module secmlt.adv.evasion.foolbox_attacks.foolbox_base module secmlt.adv.evasion.foolbox_attacks.foolbox_pgd module secmlt.adv.evasion.modular_attack module secmlt.adv.evasion.perturbation_models module secmlt.adv.evasion.pgd module secmlt.data module secmlt.data.distributions module secmlt.data.lp_uniform_sampling module secmlt.manipulations module secmlt.manipulations.manipulation module secmlt.metrics module

secmlt.metrics.classification module secmlt.models module secmlt.models.base_model module secmlt.models.base_trainer module secmlt.models.data_processing module secmlt.models.data_processing.data_processing module secmlt.models.data_processing.identity_data_processing module secmlt.models.pytorch module secmlt.models.pytorch.base_pytorch_nn module secmlt.models.pytorch.base_pytorch_trainer module secmlt.optimization module secmlt.optimization.constraints module secmlt.optimization.gradient_processing module secmlt.optimization.initializer module secmlt.optimization.optimizer_factory module secmlt.optimization.random_perturb module secmlt.trackers module secmlt.trackers.image_trackers module secmlt.trackers.tensorboard_tracker module secmlt.trackers.trackers module secmlt.utils module secmlt.utils.tensor_utils module

T

TensorboardTracker (class in secmlt.trackers.tensorboard_tracker) track() (secmlt.trackers.image_trackers.GradientsTracker method) (secmlt.trackers.image_trackers.SampleTracker method) (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.GradientNormTracker method) (secmlt.trackers.trackers.LossTracker method) (secmlt.trackers.trackers.PerturbationNormTracker method) (secmlt.trackers.trackers.PredictionTracker method) (secmlt.trackers.trackers.ScoresTracker method) (secmlt.trackers.trackers.Tracker method)

Tracker (class in secmlt.trackers.trackers) trackers (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttack property) train() (secmlt.models.base_model.BaseModel method) (secmlt.models.base_trainer.BaseTrainer method) (secmlt.models.pytorch.base_pytorch_nn.BasePytorchClassifier method) (secmlt.models.pytorch.base_pytorch_trainer.BasePyTorchTrainer method)