Index

_

__call__() (vegans.utils.utils.KLLoss method) (vegans.utils.utils.WassersteinLoss method) __init__() (vegans.utils.loading.CelebALoader.CelebALoader method) _build_images() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _calculate_feature_loss() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _check_dataset_integrity_or_raise() (vegans.utils.loading.DatasetLoader.DatasetLoader method) _check_dict_keys() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _create_steps() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _define_optimizers() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _get_batch() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _load_from_disk() (vegans.utils.loading.DatasetLoader.DatasetLoader method)

_log_scalars() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _preprocess() (vegans.utils.loading.CIFAR100Loader.CIFAR100Loader static method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader static method) (vegans.utils.loading.MNISTLoader.MNISTLoader static method) _save_losses_plot() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _set_up_data() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _set_up_saver() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _set_up_training() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _string_to_batchnr() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) _summarise_batch() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method)

A

AAE (class in vegans.models.unconditional.AAE) AbstractConditionalGAN1v1 (class in vegans.models.conditional.AbstractConditionalGAN1v1) AbstractConditionalGANGAE (class in vegans.models.conditional.AbstractConditionalGANGAE) AbstractConditionalGenerativeModel (class in vegans.models.conditional.AbstractConditionalGenerativeModel)

AbstractGAN1v1 (class in vegans.models.unconditional.AbstractGAN1v1) AbstractGANGAE (class in vegans.models.unconditional.AbstractGANGAE) AbstractGenerativeModel (class in vegans.models.unconditional.AbstractGenerativeModel) Adversary (class in vegans.utils.networks) Autoencoder (class in vegans.utils.networks)

B

BicycleGAN (class in vegans.models.unconditional.BicycleGAN)

C

calculate_losses() (vegans.models.conditional.AbstractConditionalGAN1v1.AbstractConditionalGAN1v1 method) (vegans.models.conditional.AbstractConditionalGANGAE.AbstractConditionalGANGAE method) (vegans.models.conditional.ConditionalAAE.ConditionalAAE method) (vegans.models.conditional.ConditionalCycleGAN.ConditionalCycleGAN method) (vegans.models.conditional.ConditionalInfoGAN.ConditionalInfoGAN method) (vegans.models.conditional.ConditionalVanillaVAE.ConditionalVanillaVAE method) (vegans.models.unconditional.AAE.AAE method) (vegans.models.unconditional.AbstractGAN1v1.AbstractGAN1v1 method) (vegans.models.unconditional.AbstractGANGAE.AbstractGANGAE method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) (vegans.models.unconditional.InfoGAN.InfoGAN method) (vegans.models.unconditional.VanillaVAE.VanillaVAE method) CelebALoader (class in vegans.utils.loading.CelebALoader) CIFAR100Loader (class in vegans.utils.loading.CIFAR100Loader) CIFAR10Loader (class in vegans.utils.loading.CIFAR10Loader) concatenate() (in module vegans.utils.utils) (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method)

ConditionalAAE (class in vegans.models.conditional.ConditionalAAE) ConditionalBicycleGAN (class in vegans.models.conditional.ConditionalBicycleGAN) ConditionalCycleGAN (class in vegans.models.conditional.ConditionalCycleGAN) ConditionalEBGAN (class in vegans.models.conditional.ConditionalEBGAN) ConditionalInfoGAN (class in vegans.models.conditional.ConditionalInfoGAN) ConditionalKLGAN (class in vegans.models.conditional.ConditionalKLGAN) ConditionalLRGAN (class in vegans.models.conditional.ConditionalLRGAN) ConditionalLSGAN (class in vegans.models.conditional.ConditionalLSGAN) ConditionalPix2Pix (class in vegans.models.conditional.ConditionalPix2Pix) ConditionalVAEGAN (class in vegans.models.conditional.ConditionalVAEGAN) ConditionalVanillaGAN (class in vegans.models.conditional.ConditionalVanillaGAN) ConditionalVanillaVAE (class in vegans.models.conditional.ConditionalVanillaVAE) ConditionalWassersteinGAN (class in vegans.models.conditional.ConditionalWassersteinGAN) ConditionalWassersteinGANGP (class in vegans.models.conditional.ConditionalWassersteinGANGP) create_gif() (in module vegans.utils.utils)

D

DataSet (class in vegans.utils.utils) DatasetLoader (class in vegans.utils.loading.DatasetLoader)

DatasetMetaData (class in vegans.utils.loading.DatasetLoader) Decoder (class in vegans.utils.networks)

E

EBGAN (class in vegans.models.unconditional.EBGAN) encode() (vegans.models.conditional.AbstractConditionalGANGAE.AbstractConditionalGANGAE method) (vegans.models.conditional.ConditionalAAE.ConditionalAAE method) (vegans.models.conditional.ConditionalInfoGAN.ConditionalInfoGAN method) (vegans.models.conditional.ConditionalVanillaVAE.ConditionalVanillaVAE method) (vegans.models.unconditional.AAE.AAE method) (vegans.models.unconditional.AbstractGANGAE.AbstractGANGAE method) (vegans.models.unconditional.InfoGAN.InfoGAN method) (vegans.models.unconditional.VanillaVAE.VanillaVAE method)

Encoder (class in vegans.utils.networks) eval() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) ExampleLoader (class in vegans.utils.loading.ExampleLoader)

F

FashionMNISTLoader (class in vegans.utils.loading.FashionMNISTLoader) fit() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) forward() (vegans.utils.layers.LayerInception method) (vegans.utils.layers.LayerPrintSize method) (vegans.utils.layers.LayerReshape method) (vegans.utils.layers.LayerResidualConvBlock method) (vegans.utils.loading.architectures.celeba.MyAdversary method) (vegans.utils.loading.architectures.celeba.MyDecoder method) (vegans.utils.loading.architectures.celeba.MyEncoder method) (vegans.utils.loading.architectures.celeba.MyGenerator method) (vegans.utils.loading.architectures.example.MyAdversary method) (vegans.utils.loading.architectures.example.MyAutoEncoder method) (vegans.utils.loading.architectures.example.MyDecoder method) (vegans.utils.loading.architectures.example.MyEncoder method) (vegans.utils.loading.architectures.example.MyGenerator method) (vegans.utils.loading.architectures.mnist.MyAdversary method) (vegans.utils.loading.architectures.mnist.MyAutoEncoder method) (vegans.utils.loading.architectures.mnist.MyDecoder method) (vegans.utils.loading.architectures.mnist.MyEncoder method) (vegans.utils.loading.architectures.mnist.MyGenerator method) (vegans.utils.networks.Autoencoder method) (vegans.utils.networks.NeuralNetwork method)

G

generate() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method) (vegans.models.conditional.ConditionalCycleGAN.ConditionalCycleGAN method) (vegans.models.conditional.ConditionalInfoGAN.ConditionalInfoGAN method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) (vegans.models.unconditional.InfoGAN.InfoGAN method) Generator (class in vegans.utils.networks) get_fixed_labels() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method)

get_hyperparameters() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) get_input_dim() (in module vegans.utils.utils) get_losses() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) get_number_params() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) (vegans.utils.networks.Autoencoder method) (vegans.utils.networks.NeuralNetwork method) get_training_results() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method)

I

InfoGAN (class in vegans.models.unconditional.InfoGAN)

invert_channel_order() (in module vegans.utils.utils)

K

KLGAN (class in vegans.models.unconditional.KLGAN)

KLLoss (class in vegans.utils.utils)

L

LayerInception (class in vegans.utils.layers) LayerPrintSize (class in vegans.utils.layers) LayerReshape (class in vegans.utils.layers) LayerResidualConvBlock (class in vegans.utils.layers) load() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel static method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) load_adversary() (vegans.utils.loading.CelebALoader.CelebALoader method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) (vegans.utils.loading.ExampleLoader.ExampleLoader method) (vegans.utils.loading.MNISTLoader.MNISTLoader method) load_autoencoder() (vegans.utils.loading.CelebALoader.CelebALoader method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) (vegans.utils.loading.ExampleLoader.ExampleLoader method) (vegans.utils.loading.MNISTLoader.MNISTLoader method) load_celeba_adversary() (in module vegans.utils.loading.architectures.celeba) load_celeba_decoder() (in module vegans.utils.loading.architectures.celeba) load_celeba_encoder() (in module vegans.utils.loading.architectures.celeba) load_celeba_generator() (in module vegans.utils.loading.architectures.celeba) load_decoder() (vegans.utils.loading.CelebALoader.CelebALoader method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) (vegans.utils.loading.ExampleLoader.ExampleLoader method) (vegans.utils.loading.MNISTLoader.MNISTLoader method)

load_encoder() (vegans.utils.loading.CelebALoader.CelebALoader method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) (vegans.utils.loading.ExampleLoader.ExampleLoader method) (vegans.utils.loading.MNISTLoader.MNISTLoader method) load_example_adversary() (in module vegans.utils.loading.architectures.example) load_example_autoencoder() (in module vegans.utils.loading.architectures.example) load_example_decoder() (in module vegans.utils.loading.architectures.example) load_example_encoder() (in module vegans.utils.loading.architectures.example) load_example_generator() (in module vegans.utils.loading.architectures.example) load_generator() (vegans.utils.loading.CelebALoader.CelebALoader method) (vegans.utils.loading.CIFAR10Loader.CIFAR10Loader method) (vegans.utils.loading.DatasetLoader.DatasetLoader method) (vegans.utils.loading.ExampleLoader.ExampleLoader method) (vegans.utils.loading.MNISTLoader.MNISTLoader method) load_mnist_adversary() (in module vegans.utils.loading.architectures.mnist) load_mnist_autoencoder() (in module vegans.utils.loading.architectures.mnist) load_mnist_decoder() (in module vegans.utils.loading.architectures.mnist) load_mnist_encoder() (in module vegans.utils.loading.architectures.mnist) load_mnist_generator() (in module vegans.utils.loading.architectures.mnist) LRGAN (class in vegans.models.unconditional.LRGAN) LSGAN (class in vegans.models.unconditional.LSGAN)

M

MNISTLoader (class in vegans.utils.loading.MNISTLoader) module vegans vegans.GAN vegans.models vegans.models.conditional vegans.models.conditional.AbstractConditionalGAN1v1 vegans.models.conditional.AbstractConditionalGANGAE vegans.models.conditional.AbstractConditionalGenerativeModel vegans.models.conditional.ConditionalAAE vegans.models.conditional.ConditionalBicycleGAN vegans.models.conditional.ConditionalCycleGAN vegans.models.conditional.ConditionalEBGAN vegans.models.conditional.ConditionalInfoGAN vegans.models.conditional.ConditionalKLGAN vegans.models.conditional.ConditionalLRGAN vegans.models.conditional.ConditionalLSGAN vegans.models.conditional.ConditionalPix2Pix vegans.models.conditional.ConditionalVAEGAN vegans.models.conditional.ConditionalVanillaGAN vegans.models.conditional.ConditionalVanillaVAE vegans.models.conditional.ConditionalWassersteinGAN vegans.models.conditional.ConditionalWassersteinGANGP vegans.models.unconditional vegans.models.unconditional.AAE vegans.models.unconditional.AbstractGAN1v1 vegans.models.unconditional.AbstractGANGAE vegans.models.unconditional.AbstractGenerativeModel vegans.models.unconditional.BicycleGAN vegans.models.unconditional.EBGAN vegans.models.unconditional.InfoGAN vegans.models.unconditional.KLGAN vegans.models.unconditional.LRGAN vegans.models.unconditional.LSGAN vegans.models.unconditional.VAEGAN vegans.models.unconditional.VanillaGAN vegans.models.unconditional.VanillaVAE vegans.models.unconditional.WassersteinGAN vegans.models.unconditional.WassersteinGANGP vegans.utils vegans.utils.layers vegans.utils.loading vegans.utils.loading.architectures vegans.utils.loading.architectures.celeba vegans.utils.loading.architectures.example vegans.utils.loading.architectures.mnist vegans.utils.loading.CelebALoader vegans.utils.loading.CIFAR100Loader vegans.utils.loading.CIFAR10Loader vegans.utils.loading.DatasetLoader vegans.utils.loading.ExampleLoader vegans.utils.loading.FashionMNISTLoader vegans.utils.loading.MNISTLoader vegans.utils.networks vegans.utils.plot2DModel vegans.utils.torchsummary vegans.utils.utils

MyAdversary (class in vegans.utils.loading.architectures.celeba) (class in vegans.utils.loading.architectures.example) (class in vegans.utils.loading.architectures.mnist) MyAutoEncoder (class in vegans.utils.loading.architectures.example) (class in vegans.utils.loading.architectures.mnist) MyDecoder (class in vegans.utils.loading.architectures.celeba) (class in vegans.utils.loading.architectures.example) (class in vegans.utils.loading.architectures.mnist) MyEncoder (class in vegans.utils.loading.architectures.celeba) (class in vegans.utils.loading.architectures.example) (class in vegans.utils.loading.architectures.mnist) MyGenerator (class in vegans.utils.loading.architectures.celeba) (class in vegans.utils.loading.architectures.example) (class in vegans.utils.loading.architectures.mnist)

N

NeuralNetwork (class in vegans.utils.networks)

NormalNegativeLogLikelihood (class in vegans.utils.utils)

O

onclick() (in module vegans.utils.plot2DModel)

P

plot_2d_grid() (in module vegans.utils.plot2DModel) plot_images() (in module vegans.utils.utils) plot_losses() (in module vegans.utils.utils) plot_on_click() (in module vegans.utils.plot2DModel)

predict() (vegans.models.conditional.AbstractConditionalGenerativeModel.AbstractConditionalGenerativeModel method) (vegans.models.conditional.ConditionalCycleGAN.ConditionalCycleGAN method) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) (vegans.utils.networks.Adversary method)

S

sample() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) sample_c() (vegans.models.unconditional.InfoGAN.InfoGAN method) save() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) summary() (in module vegans.utils.torchsummary) (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) (vegans.utils.networks.Autoencoder method) (vegans.utils.networks.NeuralNetwork method)

summary_string() (in module vegans.utils.torchsummary)

T

to() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) train() (vegans.models.unconditional.AbstractGenerativeModel.AbstractGenerativeModel method) training (vegans.utils.layers.LayerInception attribute) (vegans.utils.layers.LayerPrintSize attribute) (vegans.utils.layers.LayerReshape attribute) (vegans.utils.layers.LayerResidualConvBlock attribute) (vegans.utils.loading.architectures.celeba.MyAdversary attribute) (vegans.utils.loading.architectures.celeba.MyDecoder attribute) (vegans.utils.loading.architectures.celeba.MyEncoder attribute) (vegans.utils.loading.architectures.celeba.MyGenerator attribute) (vegans.utils.loading.architectures.example.MyAdversary attribute) (vegans.utils.loading.architectures.example.MyAutoEncoder attribute) (vegans.utils.loading.architectures.example.MyDecoder attribute) (vegans.utils.loading.architectures.example.MyEncoder attribute) (vegans.utils.loading.architectures.example.MyGenerator attribute) (vegans.utils.loading.architectures.mnist.MyAdversary attribute) (vegans.utils.loading.architectures.mnist.MyAutoEncoder attribute) (vegans.utils.loading.architectures.mnist.MyDecoder attribute) (vegans.utils.loading.architectures.mnist.MyEncoder attribute) (vegans.utils.loading.architectures.mnist.MyGenerator attribute) (vegans.utils.networks.Adversary attribute) (vegans.utils.networks.Autoencoder attribute) (vegans.utils.networks.Decoder attribute) (vegans.utils.networks.Encoder attribute) (vegans.utils.networks.Generator attribute) (vegans.utils.networks.NeuralNetwork attribute)

V

VAEGAN (class in vegans.models.unconditional.VAEGAN) VanillaGAN (class in vegans.models.unconditional.VanillaGAN) VanillaVAE (class in vegans.models.unconditional.VanillaVAE) vegans module vegans.GAN module vegans.models module vegans.models.conditional module vegans.models.conditional.AbstractConditionalGAN1v1 module vegans.models.conditional.AbstractConditionalGANGAE module vegans.models.conditional.AbstractConditionalGenerativeModel module vegans.models.conditional.ConditionalAAE module vegans.models.conditional.ConditionalBicycleGAN module vegans.models.conditional.ConditionalCycleGAN module vegans.models.conditional.ConditionalEBGAN module vegans.models.conditional.ConditionalInfoGAN module vegans.models.conditional.ConditionalKLGAN module vegans.models.conditional.ConditionalLRGAN module vegans.models.conditional.ConditionalLSGAN module vegans.models.conditional.ConditionalPix2Pix module vegans.models.conditional.ConditionalVAEGAN module vegans.models.conditional.ConditionalVanillaGAN module vegans.models.conditional.ConditionalVanillaVAE module vegans.models.conditional.ConditionalWassersteinGAN module vegans.models.conditional.ConditionalWassersteinGANGP module vegans.models.unconditional module vegans.models.unconditional.AAE module vegans.models.unconditional.AbstractGAN1v1 module vegans.models.unconditional.AbstractGANGAE module vegans.models.unconditional.AbstractGenerativeModel module vegans.models.unconditional.BicycleGAN module

vegans.models.unconditional.EBGAN module vegans.models.unconditional.InfoGAN module vegans.models.unconditional.KLGAN module vegans.models.unconditional.LRGAN module vegans.models.unconditional.LSGAN module vegans.models.unconditional.VAEGAN module vegans.models.unconditional.VanillaGAN module vegans.models.unconditional.VanillaVAE module vegans.models.unconditional.WassersteinGAN module vegans.models.unconditional.WassersteinGANGP module vegans.utils module vegans.utils.layers module vegans.utils.loading module vegans.utils.loading.architectures module vegans.utils.loading.architectures.celeba module vegans.utils.loading.architectures.example module vegans.utils.loading.architectures.mnist module vegans.utils.loading.CelebALoader module vegans.utils.loading.CIFAR100Loader module vegans.utils.loading.CIFAR10Loader module vegans.utils.loading.DatasetLoader module vegans.utils.loading.ExampleLoader module vegans.utils.loading.FashionMNISTLoader module vegans.utils.loading.MNISTLoader module vegans.utils.networks module vegans.utils.plot2DModel module vegans.utils.torchsummary module vegans.utils.utils module

W

WassersteinGAN (class in vegans.models.unconditional.WassersteinGAN)

WassersteinGANGP (class in vegans.models.unconditional.WassersteinGANGP) WassersteinLoss (class in vegans.utils.utils)