Index

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) ADVLIB (secmlt.adv.backends.Backends attribute) atleast_kd() (in module secmlt.utils.tensor_utils) AttackSuccessRate (class in secmlt.metrics.classification)

B

BackdoorDatasetPyTorch (class in secmlt.adv.poisoning.backdoor) Backends (class in secmlt.adv.backends) backward() (secmlt.tests.mocks.MockLayer static method) BaseAdvLibEvasionAttack (class in secmlt.adv.evasion.advlib_attacks.advlib_base) 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) BaseLanguageModel (class in secmlt.models.base_language_model) 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) batch_decode() (secmlt.tests.mocks_lm.MockHFTokenizer method)

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_cosine_annealing() (secmlt.optimization.scheduler_factory.LRSchedulerFactory static method) create_from_name() (secmlt.optimization.optimizer_factory.OptimizerFactory static method) (secmlt.optimization.scheduler_factory.LRSchedulerFactory static method) create_no_scheduler() (secmlt.optimization.scheduler_factory.LRSchedulerFactory static method) create_sgd() (secmlt.optimization.optimizer_factory.OptimizerFactory static method)

D

DataProcessing (class in secmlt.models.data_processing.data_processing) DDN (class in secmlt.adv.evasion.ddn) DDNAdvLib (class in secmlt.adv.evasion.advlib_attacks.advlib_ddn) DDNFoolbox (class in secmlt.adv.evasion.foolbox_attacks.foolbox_ddn) DDNNative (class in secmlt.adv.evasion.ddn) decision_function() (secmlt.models.base_model.BaseModel method) (secmlt.tests.mocks.MockModel method)

decode() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method) detach() (secmlt.trackers.model_tracker.ModelTracker method) Distribution (class in secmlt.data.distributions) domain_constraints (secmlt.manipulations.manipulation.Manipulation property) dual_norms (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute)

E

encode() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method) end_tracking() (secmlt.trackers.model_tracker.ModelTracker method) (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.Tracker method)

Ensemble (class in secmlt.adv.evasion.aggregators.ensemble) EnsembleSuccessRate (class in secmlt.metrics.classification) EoTGradientMixin (class in secmlt.adv.evasion.modular_attacks.eot_gradient)

F

FixedEpsilonEnsemble (class in secmlt.adv.evasion.aggregators.ensemble) FMN (class in secmlt.adv.evasion.fmn) FMNAdvLib (class in secmlt.adv.evasion.advlib_attacks.advlib_fmn) FMNFoolbox (class in secmlt.adv.evasion.foolbox_attacks.foolbox_fmn) FMNNative (class in secmlt.adv.evasion.fmn) FOOLBOX (secmlt.adv.backends.Backends attribute)

forward() (secmlt.optimization.losses.LogitDifferenceLoss method) (secmlt.tests.mocks.MockLayer static method) (secmlt.tests.mocks.MockLoss method) (secmlt.tests.mocks.MockModel method) (secmlt.tests.mocks_lm.MockHFModel method) forward_loss() (secmlt.adv.evasion.modular_attacks.modular_attack.ModularEvasionAttack method)

G

GeneralizedNormal (class in secmlt.data.distributions) generate() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method) (secmlt.tests.mocks_lm.MockHFModel method) get() (secmlt.trackers.trackers.Tracker method) get_advlib_implementation() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator class method) get_backends() (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttackCreator static method) (secmlt.adv.evasion.ddn.DDN static method) (secmlt.adv.evasion.fmn.FMN static method) (secmlt.adv.evasion.pgd.PGD static method) get_dual() (secmlt.adv.evasion.perturbation_models.LpPerturbationModels class 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.advlib_attacks.advlib_ddn.DDNAdvLib static method) (secmlt.adv.evasion.advlib_attacks.advlib_fmn.FMNAdvLib static method) (secmlt.adv.evasion.advlib_attacks.advlib_pgd.PGDAdvLib static method) (secmlt.adv.evasion.base_evasion_attack.BaseEvasionAttack static method) (secmlt.adv.evasion.ddn.DDNNative class method) (secmlt.adv.evasion.fmn.FMNNative class method) (secmlt.adv.evasion.foolbox_attacks.foolbox_ddn.DDNFoolbox static method) (secmlt.adv.evasion.foolbox_attacks.foolbox_fmn.FMNFoolbox static method) (secmlt.adv.evasion.foolbox_attacks.foolbox_pgd.PGDFoolbox static method) (secmlt.adv.evasion.pgd.PGDNative class method) GradientNormTracker (class in secmlt.trackers.trackers) GradientProcessing (class in secmlt.optimization.gradient_processing) GradientsTracker (class in secmlt.trackers.trackers)

H

HFCausalLM (class in secmlt.models.hugging_face.base_hf_lm)

hidden_states() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method)

I

IdentityDataProcessing (class in secmlt.models.data_processing.identity_data_processing) ImageGradientsTracker (class in secmlt.trackers.image_trackers) ImageSampleTracker (class in secmlt.trackers.image_trackers) init_tracking() (secmlt.trackers.model_tracker.ModelTracker method) (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.Tracker method)

Initializer (class in secmlt.optimization.initializer) InputSpaceConstraint (class in secmlt.optimization.constraints) 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) lin_proj_l1() (in module secmlt.optimization.gradient_processing) LinearProjectionGradientProcessing (class in secmlt.optimization.gradient_processing) LINF (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) LInfConstraint (class in secmlt.optimization.constraints)

load() (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method) LogitDifferenceLoss (class in secmlt.optimization.losses) logprobs() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM method) loss_fn (secmlt.trackers.tensorboard_tracker.TensorboardTracker property) loss_function (secmlt.adv.evasion.modular_attacks.modular_attack.ModularEvasionAttack property) 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) LRSchedulerFactory (class in secmlt.optimization.scheduler_factory)

M

Manipulation (class in secmlt.manipulations.manipulation) manipulation_function (secmlt.adv.evasion.modular_attacks.modular_attack.ModularEvasionAttack property) MaskConstraint (class in secmlt.optimization.constraints) MinDistanceEnsemble (class in secmlt.adv.evasion.aggregators.ensemble) MockHFModel (class in secmlt.tests.mocks_lm) MockHFTokenizer (class in secmlt.tests.mocks_lm) MockLayer (class in secmlt.tests.mocks) MockLoss (class in secmlt.tests.mocks) MockModel (class in secmlt.tests.mocks) model (secmlt.models.hugging_face.base_hf_lm.HFCausalLM property) (secmlt.models.pytorch.base_pytorch_nn.BasePyTorchClassifier property) ModelTracker (class in secmlt.trackers.model_tracker) ModularEvasionAttack (class in secmlt.adv.evasion.modular_attacks.modular_attack) ModularEvasionAttackFixedEps (class in secmlt.adv.evasion.modular_attacks.modular_attack_fixed_eps) ModularEvasionAttackMinDistance (class in secmlt.adv.evasion.modular_attacks.modular_attack_min_distance) module secmlt secmlt.adv secmlt.adv.backends secmlt.adv.evasion secmlt.adv.evasion.advlib_attacks secmlt.adv.evasion.advlib_attacks.advlib_base secmlt.adv.evasion.advlib_attacks.advlib_ddn secmlt.adv.evasion.advlib_attacks.advlib_fmn secmlt.adv.evasion.advlib_attacks.advlib_pgd secmlt.adv.evasion.aggregators secmlt.adv.evasion.aggregators.ensemble secmlt.adv.evasion.base_evasion_attack secmlt.adv.evasion.ddn secmlt.adv.evasion.fmn secmlt.adv.evasion.foolbox_attacks secmlt.adv.evasion.foolbox_attacks.foolbox_base secmlt.adv.evasion.foolbox_attacks.foolbox_ddn secmlt.adv.evasion.foolbox_attacks.foolbox_fmn secmlt.adv.evasion.foolbox_attacks.foolbox_pgd secmlt.adv.evasion.modular_attacks secmlt.adv.evasion.modular_attacks.eot_gradient secmlt.adv.evasion.modular_attacks.modular_attack secmlt.adv.evasion.modular_attacks.modular_attack_fixed_eps secmlt.adv.evasion.modular_attacks.modular_attack_min_distance secmlt.adv.evasion.perturbation_models secmlt.adv.evasion.pgd secmlt.adv.poisoning secmlt.adv.poisoning.backdoor secmlt.adv.poisoning.base_data_poisoning 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_language_model 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.hugging_face secmlt.models.hugging_face.base_hf_lm 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.losses secmlt.optimization.optimizer_factory secmlt.optimization.random_perturb secmlt.optimization.scheduler_factory secmlt.tests secmlt.tests.mocks secmlt.tests.mocks_lm secmlt.tests.test_aggregators secmlt.tests.test_constants secmlt.tests.test_data secmlt.tests.test_metrics secmlt.tests.test_trainer secmlt.trackers secmlt.trackers.image_trackers secmlt.trackers.model_tracker secmlt.trackers.tensorboard_tracker secmlt.trackers.trackers secmlt.utils secmlt.utils.tensor_utils

N

NATIVE (secmlt.adv.backends.Backends attribute)

NoScheduler (class in secmlt.optimization.scheduler_factory)

O

OptimizerFactory (class in secmlt.optimization.optimizer_factory)

OPTIMIZERS (secmlt.optimization.optimizer_factory.OptimizerFactory attribute)

P

p (secmlt.data.lp_uniform_sampling.LpUniformSampling attribute) parameters() (secmlt.tests.mocks.MockModel static method) pert_models (secmlt.adv.evasion.perturbation_models.LpPerturbationModels attribute) perturbation_constraints (secmlt.manipulations.manipulation.Manipulation property) PerturbationNormTracker (class in secmlt.trackers.trackers) PGD (class in secmlt.adv.evasion.pgd) PGDAdvLib (class in secmlt.adv.evasion.advlib_attacks.advlib_pgd) PGDFoolbox (class in secmlt.adv.evasion.foolbox_attacks.foolbox_pgd) PGDNative (class in secmlt.adv.evasion.pgd) PoisoningDatasetPyTorch (class in secmlt.adv.poisoning.base_data_poisoning)

predict() (secmlt.models.base_language_model.BaseLanguageModel method) (secmlt.models.base_model.BaseModel method) (secmlt.models.hugging_face.base_hf_lm.HFCausalLM 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)

Q

QuantizationConstraint (class in secmlt.optimization.constraints)

R

Rademacher (class in secmlt.data.distributions) radius (secmlt.optimization.constraints.LpConstraint property) 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) requires_grad (secmlt.trackers.tensorboard_tracker.TensorboardTracker property) reset() (secmlt.trackers.model_tracker.ModelTracker method) (secmlt.trackers.trackers.Tracker method)

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.trackers) SCHEDULERS (secmlt.optimization.scheduler_factory.LRSchedulerFactory attribute) ScoresTracker (class in secmlt.trackers.trackers) secmlt module secmlt.adv module secmlt.adv.backends module secmlt.adv.evasion module secmlt.adv.evasion.advlib_attacks module secmlt.adv.evasion.advlib_attacks.advlib_base module secmlt.adv.evasion.advlib_attacks.advlib_ddn module secmlt.adv.evasion.advlib_attacks.advlib_fmn module secmlt.adv.evasion.advlib_attacks.advlib_pgd module secmlt.adv.evasion.aggregators module secmlt.adv.evasion.aggregators.ensemble module secmlt.adv.evasion.base_evasion_attack module secmlt.adv.evasion.ddn module secmlt.adv.evasion.fmn module secmlt.adv.evasion.foolbox_attacks module secmlt.adv.evasion.foolbox_attacks.foolbox_base module secmlt.adv.evasion.foolbox_attacks.foolbox_ddn module secmlt.adv.evasion.foolbox_attacks.foolbox_fmn module secmlt.adv.evasion.foolbox_attacks.foolbox_pgd module secmlt.adv.evasion.modular_attacks module secmlt.adv.evasion.modular_attacks.eot_gradient module secmlt.adv.evasion.modular_attacks.modular_attack module secmlt.adv.evasion.modular_attacks.modular_attack_fixed_eps module secmlt.adv.evasion.modular_attacks.modular_attack_min_distance module secmlt.adv.evasion.perturbation_models module secmlt.adv.evasion.pgd module secmlt.adv.poisoning module secmlt.adv.poisoning.backdoor module secmlt.adv.poisoning.base_data_poisoning 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_language_model 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.hugging_face module secmlt.models.hugging_face.base_hf_lm 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.losses module secmlt.optimization.optimizer_factory module secmlt.optimization.random_perturb module secmlt.optimization.scheduler_factory module secmlt.tests module secmlt.tests.mocks module secmlt.tests.mocks_lm module secmlt.tests.test_aggregators module secmlt.tests.test_constants module secmlt.tests.test_data module secmlt.tests.test_metrics module secmlt.tests.test_trainer module secmlt.trackers module secmlt.trackers.image_trackers module secmlt.trackers.model_tracker module secmlt.trackers.tensorboard_tracker module secmlt.trackers.trackers module secmlt.utils module secmlt.utils.tensor_utils module step() (secmlt.optimization.scheduler_factory.NoScheduler method)

T

TensorboardTracker (class in secmlt.trackers.tensorboard_tracker) test_accuracy() (in module secmlt.tests.test_metrics) test_accuracy_ensemble() (in module secmlt.tests.test_metrics) test_accuracy_ensemble_uses_predict_not_call() (in module secmlt.tests.test_metrics) test_accuracy_uses_predict_not_call() (in module secmlt.tests.test_metrics) test_accuracy_wraps_raw_nn_module() (in module secmlt.tests.test_metrics) test_attack_success_rate() (in module secmlt.tests.test_metrics) test_backends() (in module secmlt.tests.test_constants) test_ensemble_success_rate() (in module secmlt.tests.test_metrics) test_fixed_epsilon_ensemble() (in module secmlt.tests.test_aggregators) test_gnormal_dist_dtype() (in module secmlt.tests.test_data) test_gnormal_dist_p() (in module secmlt.tests.test_data) test_gnormal_dist_shape() (in module secmlt.tests.test_data) test_lp_uniform_sampling() (in module secmlt.tests.test_data) test_min_distance_ensemble() (in module secmlt.tests.test_aggregators) test_perturbation_models() (in module secmlt.tests.test_constants) test_pytorch_trainer() (in module secmlt.tests.test_trainer) test_rademacher_dist_shape() (in module secmlt.tests.test_data)

test_rademacher_dist_values() (in module secmlt.tests.test_data) tokenizer (secmlt.models.hugging_face.base_hf_lm.HFCausalLM property) track() (secmlt.trackers.image_trackers.ImageGradientsTracker method) (secmlt.trackers.tensorboard_tracker.TensorboardTracker method) (secmlt.trackers.trackers.GradientNormTracker method) (secmlt.trackers.trackers.GradientsTracker method) (secmlt.trackers.trackers.LossTracker method) (secmlt.trackers.trackers.PerturbationNormTracker method) (secmlt.trackers.trackers.PredictionTracker method) (secmlt.trackers.trackers.SampleTracker 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) (secmlt.trackers.model_tracker.ModelTracker 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)