Index

A

adv_settings (AdversarialTensors.LightningModel.LightningModel attribute) AdversarialTensors module AdversarialTensors.adv_attacks module AdversarialTensors.attacks module AdversarialTensors.btensor module AdversarialTensors.btensor.svd module AdversarialTensors.btensor.tenalg module AdversarialTensors.btensor.tucker module AdversarialTensors.datasets module AdversarialTensors.denoiser module AdversarialTensors.LightningModel module AdversarialTensors.model module AdversarialTensors.models module AdversarialTensors.models.densenet module AdversarialTensors.models.googlenet module AdversarialTensors.models.inception module AdversarialTensors.models.mobilenetv2 module

AdversarialTensors.models.resnet module AdversarialTensors.models.resnet_orig module AdversarialTensors.models.vgg module AdversarialTensors.models.wide_resnet module AdversarialTensors.my_progress_bar module AdversarialTensors.normalize module AdversarialTensors.patcher module AdversarialTensors.scheduler module AdversarialTensors.simple_attack module AdversarialTensors.subset module AdversarialTensors.TensorDecomposition module AdversarialTensors.utils module adversary_model (AdversarialTensors.simple_attack.Attacks attribute) attack_eval_all() (AdversarialTensors.attacks.Attacks method) attack_eval_dataloader() (AdversarialTensors.attacks.Attacks method) attack_list (AdversarialTensors.simple_attack.Attacks attribute) Attacks (class in AdversarialTensors.adv_attacks) (class in AdversarialTensors.attacks) (class in AdversarialTensors.simple_attack)

B

BasicBlock (class in AdversarialTensors.models.resnet_orig) (class in AdversarialTensors.models.wide_resnet) batch_mode_dot() (in module AdversarialTensors.btensor.tenalg) batch_multi_mode_dot() (in module AdversarialTensors.btensor.tenalg) batch_size (AdversarialTensors.LightningModel.LightningModel attribute)

batch_ttm() (in module AdversarialTensors.btensor.tenalg) batched_naive_rank_estimator() (in module AdversarialTensors.btensor.tenalg) batched_reconstruct() (in module AdversarialTensors.btensor.tenalg) batched_regress_core() (in module AdversarialTensors.btensor.tenalg) Bottleneck (class in AdversarialTensors.models.resnet_orig) BottleneckChen2020AdversarialNet (class in AdversarialTensors.models.resnet_orig)

C

cifar100_dataload() (AdversarialTensors.datasets.DatasetLoader method) cifar10_dataload() (AdversarialTensors.datasets.DatasetLoader method)

configure_optimizers() (AdversarialTensors.LightningModel.LightningModel method) cpd() (AdversarialTensors.TensorDecomposition.TensorDecomposition method)

D

data_mode (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) DatasetLoader (class in AdversarialTensors.datasets) Denoiser (class in AdversarialTensors.denoiser) denoiser_settings (AdversarialTensors.LightningModel.LightningModel attribute)

DenseNet (class in AdversarialTensors.models.densenet) densenet121() (in module AdversarialTensors.models.densenet) densenet161() (in module AdversarialTensors.models.densenet) densenet169() (in module AdversarialTensors.models.densenet)

E

eta_min (AdversarialTensors.scheduler.WarmupCosineLR attribute) eval_accuracy() (in module AdversarialTensors.utils) eval_accuracy_dataloader() (in module AdversarialTensors.utils) eval_accuracy_dataloader_with_attack() (in module AdversarialTensors.utils) eval_accuracy_w_reconst_dataloader() (in module AdversarialTensors.utils) expansion (AdversarialTensors.models.resnet_orig.BasicBlock attribute) (AdversarialTensors.models.resnet_orig.Bottleneck attribute) (AdversarialTensors.models.resnet_orig.BottleneckChen2020AdversarialNet attribute) (AdversarialTensors.models.resnet_orig.PreActBlock attribute) (AdversarialTensors.models.resnet_orig.PreActBlockV2 attribute) (AdversarialTensors.models.resnet_orig.PreActBottleneck attribute)

extract_patches() (AdversarialTensors.patcher.Patcher method)

F

FashionMNIST_dataload() (AdversarialTensors.datasets.DatasetLoader method) FinalModel (class in AdversarialTensors.model) fit() (AdversarialTensors.datasets.DatasetLoader method) (AdversarialTensors.patcher.patch_transform method) (AdversarialTensors.TensorDecomposition.TensorDecomposition method) forward() (AdversarialTensors.attacks.Attacks method) (AdversarialTensors.denoiser.Denoiser method) (AdversarialTensors.LightningModel.LightningModel method) (AdversarialTensors.model.FinalModel method) (AdversarialTensors.models.densenet.DenseNet method) (AdversarialTensors.models.googlenet.GoogLeNet method) (AdversarialTensors.models.inception.Inception3 method) (AdversarialTensors.models.mobilenetv2.MobileNetV2 method) (AdversarialTensors.models.resnet.ResNet method) (AdversarialTensors.models.resnet_orig.BasicBlock method) (AdversarialTensors.models.resnet_orig.Bottleneck method) (AdversarialTensors.models.resnet_orig.BottleneckChen2020AdversarialNet method) (AdversarialTensors.models.resnet_orig.PreActBlock method) (AdversarialTensors.models.resnet_orig.PreActBlockV2 method) (AdversarialTensors.models.resnet_orig.PreActBottleneck method) (AdversarialTensors.models.resnet_orig.PreActResNet method) (AdversarialTensors.models.resnet_orig.ResNet method) (AdversarialTensors.models.vgg.VGG method) (AdversarialTensors.models.wide_resnet.BasicBlock method) (AdversarialTensors.models.wide_resnet.NetworkBlock method) (AdversarialTensors.models.wide_resnet.WideResNet method) (AdversarialTensors.normalize.Normalize method) (AdversarialTensors.simple_attack.Attacks method) (AdversarialTensors.TensorDecomposition.TensorDecomposition method)

G

generate() (AdversarialTensors.adv_attacks.Attacks method) generate_attack() (AdversarialTensors.LightningModel.LightningModel method)

get_lr() (AdversarialTensors.scheduler.WarmupCosineLR method) GoogLeNet (class in AdversarialTensors.models.googlenet) googlenet() (in module AdversarialTensors.models.googlenet)

H

h (AdversarialTensors.patcher.Patcher attribute)

I

Imagenet_dataload() (AdversarialTensors.datasets.DatasetLoader method) Inception3 (class in AdversarialTensors.models.inception) inception_v3() (in module AdversarialTensors.models.inception) init_attack() (AdversarialTensors.adv_attacks.Attacks method) (AdversarialTensors.attacks.Attacks method) (AdversarialTensors.simple_attack.Attacks method)

init_validation_tqdm() (AdversarialTensors.my_progress_bar.MyProgressBar method) initialize_tucker() (in module AdversarialTensors.btensor.tucker)

K

kfold_split() (AdversarialTensors.datasets.DatasetLoader method)

L

learning_rate_cifar10() (in module AdversarialTensors.LightningModel)

LightningModel (class in AdversarialTensors.LightningModel) lr (AdversarialTensors.LightningModel.LightningModel attribute)

M

max_epochs (AdversarialTensors.scheduler.WarmupCosineLR attribute) mean (AdversarialTensors.normalize.Normalize attribute) means (AdversarialTensors.patcher.Patcher attribute) merge_patches() (AdversarialTensors.patcher.Patcher method) method (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) MNIST_dataload() (AdversarialTensors.datasets.DatasetLoader method) mobilenet_v2() (in module AdversarialTensors.models.mobilenetv2) MobileNetV2 (class in AdversarialTensors.models.mobilenetv2) model_name (AdversarialTensors.LightningModel.LightningModel attribute) model_step() (AdversarialTensors.LightningModel.LightningModel method) model_wrapper (AdversarialTensors.simple_attack.Attacks attribute) module AdversarialTensors AdversarialTensors.adv_attacks AdversarialTensors.attacks AdversarialTensors.btensor AdversarialTensors.btensor.svd AdversarialTensors.btensor.tenalg AdversarialTensors.btensor.tucker AdversarialTensors.datasets AdversarialTensors.denoiser AdversarialTensors.LightningModel AdversarialTensors.model AdversarialTensors.models AdversarialTensors.models.densenet AdversarialTensors.models.googlenet AdversarialTensors.models.inception AdversarialTensors.models.mobilenetv2 AdversarialTensors.models.resnet AdversarialTensors.models.resnet_orig AdversarialTensors.models.vgg AdversarialTensors.models.wide_resnet AdversarialTensors.my_progress_bar AdversarialTensors.normalize AdversarialTensors.patcher AdversarialTensors.scheduler AdversarialTensors.simple_attack AdversarialTensors.subset AdversarialTensors.TensorDecomposition AdversarialTensors.utils

MyProgressBar (class in AdversarialTensors.my_progress_bar)

N

name (AdversarialTensors.datasets.DatasetLoader attribute) ncpd() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) NetworkBlock (class in AdversarialTensors.models.wide_resnet) NMF() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) NNSVD() (AdversarialTensors.TensorDecomposition.TensorDecomposition method)

Normalize (class in AdversarialTensors.normalize) normalize_settings (AdversarialTensors.LightningModel.LightningModel attribute) ntucker() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) num_batches (AdversarialTensors.LightningModel.LightningModel attribute) num_classes (AdversarialTensors.LightningModel.LightningModel attribute)

O

on_test_epoch_end() (AdversarialTensors.LightningModel.LightningModel method) on_train_epoch_end() (AdversarialTensors.LightningModel.LightningModel method) on_train_start() (AdversarialTensors.LightningModel.LightningModel method) on_validation_epoch_end() (AdversarialTensors.LightningModel.LightningModel method) OrigPreActResNet18() (in module AdversarialTensors.models.resnet_orig)

OrigResNet101() (in module AdversarialTensors.models.resnet_orig) OrigResNet152() (in module AdversarialTensors.models.resnet_orig) OrigResNet18() (in module AdversarialTensors.models.resnet_orig) OrigResNet34() (in module AdversarialTensors.models.resnet_orig) OrigResNet50() (in module AdversarialTensors.models.resnet_orig)

P

params (AdversarialTensors.datasets.DatasetLoader attribute) (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) partial_tucker() (in module AdversarialTensors.btensor.tucker) patch_transform (class in AdversarialTensors.patcher) patcher (AdversarialTensors.patcher.patch_transform attribute)

Patcher (class in AdversarialTensors.patcher) PreActBlock (class in AdversarialTensors.models.resnet_orig) PreActBlockV2 (class in AdversarialTensors.models.resnet_orig) PreActBottleneck (class in AdversarialTensors.models.resnet_orig) PreActResNet (class in AdversarialTensors.models.resnet_orig) preprocess_data() (AdversarialTensors.datasets.DatasetLoader method)

R

randomized_range_finder() (in module AdversarialTensors.btensor.svd) randomized_svd() (in module AdversarialTensors.btensor.svd) ranks (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) reconstruct (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) relative_error() (AdversarialTensors.TensorDecomposition.TensorDecomposition method)

ResNet (class in AdversarialTensors.models.resnet) (class in AdversarialTensors.models.resnet_orig) resnet18() (in module AdversarialTensors.models.resnet) resnet34() (in module AdversarialTensors.models.resnet) resnet50() (in module AdversarialTensors.models.resnet) resnet_configure_optimizers() (AdversarialTensors.LightningModel.LightningModel method)

S

std (AdversarialTensors.normalize.Normalize attribute) stds (AdversarialTensors.patcher.Patcher attribute) Subset (class in AdversarialTensors.subset)

SVD() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) svd_checks() (in module AdversarialTensors.btensor.svd) svd_flip() (in module AdversarialTensors.btensor.svd) svd_interface() (in module AdversarialTensors.btensor.svd)

T

TensorDecomposition (class in AdversarialTensors.TensorDecomposition) test_step() (AdversarialTensors.LightningModel.LightningModel method) training (AdversarialTensors.attacks.Attacks attribute) (AdversarialTensors.denoiser.Denoiser attribute) (AdversarialTensors.model.FinalModel attribute) (AdversarialTensors.models.densenet.DenseNet attribute) (AdversarialTensors.models.googlenet.GoogLeNet attribute) (AdversarialTensors.models.inception.Inception3 attribute) (AdversarialTensors.models.mobilenetv2.MobileNetV2 attribute) (AdversarialTensors.models.resnet.ResNet attribute) (AdversarialTensors.models.resnet_orig.BasicBlock attribute) (AdversarialTensors.models.resnet_orig.Bottleneck attribute) (AdversarialTensors.models.resnet_orig.BottleneckChen2020AdversarialNet attribute) (AdversarialTensors.models.resnet_orig.PreActBlock attribute) (AdversarialTensors.models.resnet_orig.PreActBlockV2 attribute) (AdversarialTensors.models.resnet_orig.PreActBottleneck attribute) (AdversarialTensors.models.resnet_orig.PreActResNet attribute) (AdversarialTensors.models.resnet_orig.ResNet attribute) (AdversarialTensors.models.vgg.VGG attribute) (AdversarialTensors.models.wide_resnet.BasicBlock attribute) (AdversarialTensors.models.wide_resnet.NetworkBlock attribute) (AdversarialTensors.models.wide_resnet.WideResNet attribute) (AdversarialTensors.normalize.Normalize attribute) (AdversarialTensors.simple_attack.Attacks attribute) (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute)

training_step() (AdversarialTensors.LightningModel.LightningModel method) truncated_svd() (in module AdversarialTensors.btensor.svd) tt() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) ttm() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) tucker() (AdversarialTensors.TensorDecomposition.TensorDecomposition method) (in module AdversarialTensors.btensor.tucker)

V

validation_step() (AdversarialTensors.LightningModel.LightningModel method) verbose (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute) VGG (class in AdversarialTensors.models.vgg)

vgg11_bn() (in module AdversarialTensors.models.vgg) vgg13_bn() (in module AdversarialTensors.models.vgg) vgg16_bn() (in module AdversarialTensors.models.vgg) vgg19_bn() (in module AdversarialTensors.models.vgg)

W

w (AdversarialTensors.patcher.Patcher attribute) warmup_epochs (AdversarialTensors.scheduler.WarmupCosineLR attribute) warmup_start_lr (AdversarialTensors.scheduler.WarmupCosineLR attribute)

WarmupCosineLR (class in AdversarialTensors.scheduler) wide_resnet_configure_optimizers() (AdversarialTensors.LightningModel.LightningModel method) WideResNet (class in AdversarialTensors.models.wide_resnet)

X

X (AdversarialTensors.TensorDecomposition.TensorDecomposition attribute)