Index

A

adjust_meshgrid_topology() (in module torchsom.utils.grid)

B

BaseSOM (class in torchsom.core.base_som) batch_size (torchsom.configs.som_config.SOMConfig attribute)

build_map() (torchsom.core.som.SOM method) build_multiple_maps() (torchsom.core.som.SOM method)

C

calculate_calinski_harabasz_score() (in module torchsom.utils.metrics) calculate_clustering_metrics() (in module torchsom.utils.metrics) calculate_davies_bouldin_score() (in module torchsom.utils.metrics) calculate_quantization_error() (in module torchsom.utils.metrics) calculate_silhouette_score() (in module torchsom.utils.metrics) calculate_topographic_error() (in module torchsom.utils.metrics)

calculate_topological_clustering_quality() (in module torchsom.utils.metrics) cluster() (torchsom.core.som.SOM method) cmap (torchsom.visualization.config.VisualizationConfig attribute) collect_samples() (torchsom.core.som.SOM method) colorbar_pad (torchsom.visualization.config.VisualizationConfig attribute) create_mesh_grid() (in module torchsom.utils.grid)

D

device (torchsom.configs.som_config.SOMConfig attribute)

distance_function (torchsom.configs.som_config.SOMConfig attribute) dpi (torchsom.visualization.config.VisualizationConfig attribute)

E

epochs (torchsom.configs.som_config.SOMConfig attribute)

F

figsize (torchsom.visualization.config.VisualizationConfig attribute) fit() (torchsom.core.base_som.BaseSOM method) (torchsom.core.som.SOM method)

fontsize (torchsom.visualization.config.VisualizationConfig attribute) fontweight (torchsom.visualization.config.VisualizationConfig attribute)

G

get_all_neighbors_up_to_order() (in module torchsom.utils.topology) get_hexagonal_offsets() (in module torchsom.utils.topology)

get_rectangular_offsets() (in module torchsom.utils.topology) grid_alpha (torchsom.visualization.config.VisualizationConfig attribute)

H

hex_border_color (torchsom.visualization.config.VisualizationConfig attribute)

hex_border_width (torchsom.visualization.config.VisualizationConfig attribute) hex_radius (torchsom.visualization.config.VisualizationConfig attribute)

I

identify_bmus() (torchsom.core.base_som.BaseSOM method) (torchsom.core.som.SOM method) initialization_mode (torchsom.configs.som_config.SOMConfig attribute)

initialize_weights() (in module torchsom.utils.initialization) (torchsom.core.base_som.BaseSOM method) (torchsom.core.som.SOM method)

L

learning_rate (torchsom.configs.som_config.SOMConfig attribute)

lr_decay_function (torchsom.configs.som_config.SOMConfig attribute)

M

model_config (torchsom.configs.som_config.SOMConfig attribute) module torchsom.configs.som_config torchsom.core.base_som torchsom.core.som torchsom.utils.decay torchsom.utils.distances torchsom.utils.grid torchsom.utils.initialization torchsom.utils.metrics torchsom.utils.neighborhood torchsom.utils.topology torchsom.visualization.base torchsom.visualization.config

N

neighborhood_function (torchsom.configs.som_config.SOMConfig attribute)

neighborhood_order (torchsom.configs.som_config.SOMConfig attribute)

P

pbc (torchsom.configs.som_config.SOMConfig attribute) pca_init() (in module torchsom.utils.initialization) plot_all() (torchsom.visualization.base.SOMVisualizer method) plot_classification_map() (torchsom.visualization.base.SOMVisualizer method) plot_cluster_map() (torchsom.visualization.base.SOMVisualizer method) plot_cluster_quality_comparison() (torchsom.visualization.base.SOMVisualizer method) plot_clustering_comparison_grid() (torchsom.visualization.base.SOMVisualizer method) plot_component_planes() (torchsom.visualization.base.SOMVisualizer method)

plot_distance_map() (torchsom.visualization.base.SOMVisualizer method) plot_elbow_analysis() (torchsom.visualization.base.SOMVisualizer method) plot_grid() (torchsom.visualization.base.SOMVisualizer method) plot_hit_map() (torchsom.visualization.base.SOMVisualizer method) plot_metric_map() (torchsom.visualization.base.SOMVisualizer method) plot_rank_map() (torchsom.visualization.base.SOMVisualizer method) plot_score_map() (torchsom.visualization.base.SOMVisualizer method) plot_silhouette_analysis() (torchsom.visualization.base.SOMVisualizer method) plot_training_errors() (torchsom.visualization.base.SOMVisualizer method)

Q

quantization_error() (torchsom.core.base_som.BaseSOM method) (torchsom.core.som.SOM method)

R

random_init() (in module torchsom.utils.initialization)

random_seed (torchsom.configs.som_config.SOMConfig attribute)

S

save_format (torchsom.visualization.config.VisualizationConfig attribute) search_backend (torchsom.configs.som_config.SOMConfig attribute) set_neighborhood_order() (torchsom.core.som.SOM method) sigma (torchsom.configs.som_config.SOMConfig attribute)

sigma_decay_function (torchsom.configs.som_config.SOMConfig attribute) SOM (class in torchsom.core.som) SOMConfig (class in torchsom.configs.som_config) SOMVisualizer (class in torchsom.visualization.base)

T

topographic_error() (torchsom.core.base_som.BaseSOM method) (torchsom.core.som.SOM method) topology (torchsom.configs.som_config.SOMConfig attribute) torchsom.configs.som_config module torchsom.core.base_som module torchsom.core.som module torchsom.utils.decay module torchsom.utils.distances module

torchsom.utils.grid module torchsom.utils.initialization module torchsom.utils.metrics module torchsom.utils.neighborhood module torchsom.utils.topology module torchsom.visualization.base module torchsom.visualization.config module

V

VisualizationConfig (class in torchsom.visualization.config)

X

x (torchsom.configs.som_config.SOMConfig attribute)

Y

y (torchsom.configs.som_config.SOMConfig attribute)