Index

B

BaseModel (class in NeuralTSNE.TSNE.NeuralNetwork.neural_network)

C

configure_optimizers() (DimensionalityReduction method)

CostFunctions (class in NeuralTSNE.TSNE.CostFunctions.cost_functions) create_dataloaders() (ParametricTSNE method)

D

DimensionalityReduction (class in NeuralTSNE.TSNE.Modules.dimensionality_reduction)

does_sum_up_to() (in module NeuralTSNE.Utils.utils)

F

FileTypeWithExtensionCheck (class in NeuralTSNE.Utils.Validators.FileTypeValidators.filetype_validators) FileTypeWithExtensionCheckWithPredefinedDatasets (class in NeuralTSNE.Utils.Validators.FileTypeValidators.filetype_validators)

filter_data_by_variance() (in module NeuralTSNE.Utils.Preprocessing.Filters.filters) forward() (NeuralNetwork method)

G

get_dataset() (in module NeuralTSNE.DatasetLoader.get_datasets)

get_fashion_mnist() (in module NeuralTSNE.DatasetLoader.get_datasets) get_mnist() (in module NeuralTSNE.DatasetLoader.get_datasets)

H

Hbeta() (in module NeuralTSNE.TSNE.Helpers.helpers)

I

in_features (BaseModel property) (NeuralNetwork property)

K

kl_divergence() (CostFunctions static method)

L

load_labels() (in module NeuralTSNE.Utils.Loaders.LabelLoaders.label_loaders) load_npy_file() (in module NeuralTSNE.Utils.Loaders.FileLoaders.file_loaders)

load_text_file() (in module NeuralTSNE.Utils.Loaders.FileLoaders.file_loaders) load_torch_dataset() (in module NeuralTSNE.Utils.Loaders.FileLoaders.file_loaders)

M

main() (in module NeuralTSNE.TSNE.neural_tsne) module NeuralTSNE NeuralTSNE.DatasetLoader NeuralTSNE.DatasetLoader.get_datasets NeuralTSNE.MnistPlotter NeuralTSNE.MnistPlotter.mnist_plot NeuralTSNE.Plotter NeuralTSNE.Plotter.plot NeuralTSNE.TSNE NeuralTSNE.TSNE.CostFunctions NeuralTSNE.TSNE.CostFunctions.cost_functions NeuralTSNE.TSNE.Helpers NeuralTSNE.TSNE.Helpers.helpers NeuralTSNE.TSNE.Modules NeuralTSNE.TSNE.Modules.dimensionality_reduction NeuralTSNE.TSNE.neural_tsne NeuralTSNE.TSNE.NeuralNetwork NeuralTSNE.TSNE.NeuralNetwork.neural_network NeuralTSNE.TSNE.ParametricTSNE NeuralTSNE.TSNE.ParametricTSNE.parametric_tsne NeuralTSNE.Utils NeuralTSNE.Utils.Loaders NeuralTSNE.Utils.Loaders.FileLoaders NeuralTSNE.Utils.Loaders.FileLoaders.file_loaders NeuralTSNE.Utils.Loaders.LabelLoaders NeuralTSNE.Utils.Loaders.LabelLoaders.label_loaders NeuralTSNE.Utils.Preprocessing NeuralTSNE.Utils.Preprocessing.Filters NeuralTSNE.Utils.Preprocessing.Filters.filters NeuralTSNE.Utils.Preprocessing.Normalizers NeuralTSNE.Utils.Preprocessing.Normalizers.normalizers NeuralTSNE.Utils.Preprocessing.preprocessing NeuralTSNE.Utils.utils NeuralTSNE.Utils.Validators NeuralTSNE.Utils.Validators.FileTypeValidators NeuralTSNE.Utils.Validators.FileTypeValidators.filetype_validators NeuralTSNE.Utils.Writers NeuralTSNE.Utils.Writers.LabelWriters NeuralTSNE.Utils.Writers.LabelWriters.label_writers NeuralTSNE.Utils.Writers.StatWriters NeuralTSNE.Utils.Writers.StatWriters.stat_writers

N

NeuralNetwork (class in NeuralTSNE.TSNE.NeuralNetwork.neural_network) NeuralTSNE module NeuralTSNE.DatasetLoader module NeuralTSNE.DatasetLoader.get_datasets module NeuralTSNE.MnistPlotter module NeuralTSNE.MnistPlotter.mnist_plot module NeuralTSNE.Plotter module NeuralTSNE.Plotter.plot module NeuralTSNE.TSNE module NeuralTSNE.TSNE.CostFunctions module NeuralTSNE.TSNE.CostFunctions.cost_functions module NeuralTSNE.TSNE.Helpers module NeuralTSNE.TSNE.Helpers.helpers module NeuralTSNE.TSNE.Modules module NeuralTSNE.TSNE.Modules.dimensionality_reduction module NeuralTSNE.TSNE.neural_tsne module NeuralTSNE.TSNE.NeuralNetwork module NeuralTSNE.TSNE.NeuralNetwork.neural_network module NeuralTSNE.TSNE.ParametricTSNE module NeuralTSNE.TSNE.ParametricTSNE.parametric_tsne module NeuralTSNE.Utils module

NeuralTSNE.Utils.Loaders module NeuralTSNE.Utils.Loaders.FileLoaders module NeuralTSNE.Utils.Loaders.FileLoaders.file_loaders module NeuralTSNE.Utils.Loaders.LabelLoaders module NeuralTSNE.Utils.Loaders.LabelLoaders.label_loaders module NeuralTSNE.Utils.Preprocessing module NeuralTSNE.Utils.Preprocessing.Filters module NeuralTSNE.Utils.Preprocessing.Filters.filters module NeuralTSNE.Utils.Preprocessing.Normalizers module NeuralTSNE.Utils.Preprocessing.Normalizers.normalizers module NeuralTSNE.Utils.Preprocessing.preprocessing module NeuralTSNE.Utils.utils module NeuralTSNE.Utils.Validators module NeuralTSNE.Utils.Validators.FileTypeValidators module NeuralTSNE.Utils.Validators.FileTypeValidators.filetype_validators module NeuralTSNE.Utils.Writers module NeuralTSNE.Utils.Writers.LabelWriters module NeuralTSNE.Utils.Writers.LabelWriters.label_writers module NeuralTSNE.Utils.Writers.StatWriters module NeuralTSNE.Utils.Writers.StatWriters.stat_writers module normalize_columns() (in module NeuralTSNE.Utils.Preprocessing.Normalizers.normalizers)

O

on_train_epoch_end() (DimensionalityReduction method) on_train_epoch_start() (DimensionalityReduction method)

on_train_start() (DimensionalityReduction method) on_validation_start() (DimensionalityReduction method)

P

ParametricTSNE (class in NeuralTSNE.TSNE.ParametricTSNE.parametric_tsne) parse_args() (in module NeuralTSNE.TSNE.neural_tsne) plot() (in module NeuralTSNE.MnistPlotter.mnist_plot) (in module NeuralTSNE.Plotter.plot)

plot_from_file() (in module NeuralTSNE.MnistPlotter.mnist_plot) (in module NeuralTSNE.Plotter.plot) predict_step() (DimensionalityReduction method) prepare_data() (in module NeuralTSNE.Utils.Preprocessing.preprocessing) prepare_dataset() (in module NeuralTSNE.DatasetLoader.get_datasets)

R

read_model() (ParametricTSNE method)

reset_exaggeration_status() (DimensionalityReduction method) run_tsne() (in module NeuralTSNE.TSNE.neural_tsne)

S

save_labels_data() (in module NeuralTSNE.Utils.Writers.LabelWriters.label_writers) save_means_and_vars() (in module NeuralTSNE.Utils.Writers.StatWriters.stat_writers) save_model() (ParametricTSNE method)

save_results() (in module NeuralTSNE.Utils.Writers.StatWriters.stat_writers) save_torch_labels() (in module NeuralTSNE.Utils.Writers.LabelWriters.label_writers) set_loss_fn() (ParametricTSNE method) split_dataset() (ParametricTSNE method)

T

training_step() (DimensionalityReduction method)

V

validation_step() (DimensionalityReduction method)

X

x2p() (in module NeuralTSNE.TSNE.Helpers.helpers)

x2p_job() (in module NeuralTSNE.TSNE.Helpers.helpers)