secmlt package

Subpackages

• secmlt.adv package
  • Subpackages
    • secmlt.adv.evasion package
      • Subpackages
      • Submodules
      • secmlt.adv.evasion.base_evasion_attack module
      • secmlt.adv.evasion.ddn module
      • secmlt.adv.evasion.fmn module
      • secmlt.adv.evasion.perturbation_models module
      • secmlt.adv.evasion.pgd module
      • Module contents
    • secmlt.adv.poisoning package
      • Submodules
      • secmlt.adv.poisoning.backdoor module
      • secmlt.adv.poisoning.base_data_poisoning module
      • Module contents
  • Submodules
  • secmlt.adv.backends module
    • Backends
      • Backends.ADVLIB
      • Backends.FOOLBOX
      • Backends.NATIVE
  • Module contents
• secmlt.data package
  • Submodules
  • secmlt.data.distributions module
    • Distribution
      • Distribution.sample()
    • GeneralizedNormal
      • GeneralizedNormal.sample()
    • Rademacher
      • Rademacher.sample()
  • secmlt.data.lp_uniform_sampling module
    • LpUniformSampling
      • LpUniformSampling.p
      • LpUniformSampling.sample()
      • LpUniformSampling.sample_like()
  • Module contents
• secmlt.manipulations package
  • Submodules
  • secmlt.manipulations.manipulation module
    • AdditiveManipulation
    • Manipulation
      • Manipulation.domain_constraints
      • Manipulation.perturbation_constraints
  • Module contents
• secmlt.metrics package
  • Submodules
  • secmlt.metrics.classification module
    • Accuracy
    • AccuracyEnsemble
    • AttackSuccessRate
    • EnsembleSuccessRate
    • accuracy()
  • Module contents
• secmlt.models package
  • Subpackages
    • secmlt.models.data_processing package
      • Submodules
      • secmlt.models.data_processing.data_processing module
      • secmlt.models.data_processing.identity_data_processing module
      • Module contents
    • secmlt.models.hugging_face package
      • Submodules
      • secmlt.models.hugging_face.base_hf_lm module
      • Module contents
    • secmlt.models.pytorch package
      • Submodules
      • secmlt.models.pytorch.base_pytorch_nn module
      • secmlt.models.pytorch.base_pytorch_trainer module
      • Module contents
  • Submodules
  • secmlt.models.base_language_model module
    • BaseLanguageModel
      • BaseLanguageModel.decode()
      • BaseLanguageModel.encode()
      • BaseLanguageModel.generate()
      • BaseLanguageModel.hidden_states()
      • BaseLanguageModel.logprobs()
      • BaseLanguageModel.predict()
  • secmlt.models.base_model module
    • BaseModel
      • BaseModel.decision_function()
      • BaseModel.predict()
      • BaseModel.train()
  • secmlt.models.base_trainer module
    • BaseTrainer
      • BaseTrainer.train()
  • Module contents
• secmlt.optimization package
  • Submodules
  • secmlt.optimization.constraints module
    • ClipConstraint
    • Constraint
    • InputSpaceConstraint
    • L0Constraint
      • L0Constraint.project()
    • L1Constraint
      • L1Constraint.project()
    • L2Constraint
      • L2Constraint.project()
    • LInfConstraint
      • LInfConstraint.project()
    • LpConstraint
      • LpConstraint.project()
      • LpConstraint.radius
    • MaskConstraint
    • QuantizationConstraint
  • secmlt.optimization.gradient_processing module
    • GradientProcessing
    • LinearProjectionGradientProcessing
    • lin_proj_l1()
  • secmlt.optimization.initializer module
    • Initializer
    • RandomLpInitializer
  • secmlt.optimization.losses module
    • LogitDifferenceLoss
      • LogitDifferenceLoss.forward()
  • secmlt.optimization.optimizer_factory module
    • OptimizerFactory
      • OptimizerFactory.OPTIMIZERS
      • OptimizerFactory.create_adam()
      • OptimizerFactory.create_from_name()
      • OptimizerFactory.create_sgd()
  • secmlt.optimization.random_perturb module
    • RandomPerturb
    • RandomPerturbBase
      • RandomPerturbBase.get_perturb()
    • RandomPerturbL0
      • RandomPerturbL0.get_perturb()
    • RandomPerturbL1
      • RandomPerturbL1.get_perturb()
    • RandomPerturbL2
      • RandomPerturbL2.get_perturb()
    • RandomPerturbLinf
      • RandomPerturbLinf.get_perturb()
  • secmlt.optimization.scheduler_factory module
    • LRSchedulerFactory
      • LRSchedulerFactory.SCHEDULERS
      • LRSchedulerFactory.create_cosine_annealing()
      • LRSchedulerFactory.create_from_name()
      • LRSchedulerFactory.create_no_scheduler()
    • NoScheduler
      • NoScheduler.step()
  • Module contents
• secmlt.tests package
  • Submodules
  • secmlt.tests.fixtures module
  • secmlt.tests.mocks module
    • MockLayer
      • MockLayer.backward()
      • MockLayer.forward()
    • MockLoss
      • MockLoss.forward()
    • MockModel
      • MockModel.decision_function()
      • MockModel.forward()
      • MockModel.parameters()
  • secmlt.tests.mocks_lm module
    • MockHFModel
      • MockHFModel.forward()
      • MockHFModel.generate()
    • MockHFTokenizer
      • MockHFTokenizer.batch_decode()
  • secmlt.tests.test_aggregators module
    • test_fixed_epsilon_ensemble()
    • test_min_distance_ensemble()
  • secmlt.tests.test_attacks module
  • secmlt.tests.test_backdoors module
  • secmlt.tests.test_constants module
    • test_backends()
    • test_perturbation_models()
  • secmlt.tests.test_constraints module
  • secmlt.tests.test_data module
    • test_gnormal_dist_dtype()
    • test_gnormal_dist_p()
    • test_gnormal_dist_shape()
    • test_lp_uniform_sampling()
    • test_rademacher_dist_shape()
    • test_rademacher_dist_values()
  • secmlt.tests.test_imports module
  • secmlt.tests.test_lm module
  • secmlt.tests.test_manipulations module
  • secmlt.tests.test_metrics module
    • test_accuracy()
    • test_accuracy_ensemble()
    • test_accuracy_ensemble_uses_predict_not_call()
    • test_accuracy_uses_predict_not_call()
    • test_accuracy_wraps_raw_nn_module()
    • test_attack_success_rate()
    • test_ensemble_success_rate()
  • secmlt.tests.test_perturbation_models module
  • secmlt.tests.test_schedulers module
  • secmlt.tests.test_tensorboard_tracker module
  • secmlt.tests.test_trackers module
  • secmlt.tests.test_trainer module
    • test_pytorch_trainer()
  • secmlt.tests.test_utils module
  • Module contents
• secmlt.trackers package
  • Submodules
  • secmlt.trackers.image_trackers module
    • ImageGradientsTracker
      • ImageGradientsTracker.track()
    • ImageSampleTracker
  • secmlt.trackers.model_tracker module
    • ModelTracker
      • ModelTracker.detach()
      • ModelTracker.end_tracking()
      • ModelTracker.init_tracking()
      • ModelTracker.reset()
      • ModelTracker.trackers
  • secmlt.trackers.tensorboard_tracker module
    • TensorboardTracker
      • TensorboardTracker.end_tracking()
      • TensorboardTracker.get_last_tracked()
      • TensorboardTracker.init_tracking()
      • TensorboardTracker.loss_fn
      • TensorboardTracker.requires_grad
      • TensorboardTracker.track()
  • secmlt.trackers.trackers module
    • GradientNormTracker
      • GradientNormTracker.track()
    • GradientsTracker
      • GradientsTracker.track()
    • LossTracker
      • LossTracker.track()
    • PerturbationNormTracker
      • PerturbationNormTracker.track()
    • PredictionTracker
      • PredictionTracker.track()
    • SampleTracker
      • SampleTracker.track()
    • ScoresTracker
      • ScoresTracker.track()
    • Tracker
      • Tracker.end_tracking()
      • Tracker.get()
      • Tracker.get_last_tracked()
      • Tracker.init_tracking()
      • Tracker.reset()
      • Tracker.track()
  • Module contents
• secmlt.utils package
  • Submodules
  • secmlt.utils.tensor_utils module
    • atleast_kd()
  • Module contents

Module contents