Index

A

arrow_multiplier (Defaults attribute)

axes_num (Defaults attribute) axes_on_off (Defaults attribute)

B

BaseNet (class in stable_gnn.embedding.models.abstract_model) BaseSampler (class in stable_gnn.embedding.sampling.abstract_samplers) BaseSamplerWithNegative (class in stable_gnn.embedding.sampling.abstract_samplers)

build_convolutions() (ConvolutionsFactory method) build_embeddings() (EmbeddingFactory method) build_model() (ModelFactory method)

C

c_log_function() (in module stable_gnn.visualization.equations.c_log_function) cached() (in module stable_gnn.visualization.utils.cached) calc_direction() (in module stable_gnn.visualization.equations.calc_direction) calc_edge_center() (in module stable_gnn.visualization.equations.calc_edge_center) calculate_vertex_size_divider (Defaults attribute) calculate_vertex_size_modifier (Defaults attribute) calculate_vertex_size_multiplier (Defaults attribute) center_of_gravity_key (Defaults attribute)

circle (EdgeStyles attribute) Colors (class in stable_gnn.visualization.config.parameters.colors) common_tangent_radian() (in module stable_gnn.visualization.equations.calc_common_tangent_radian) ContextMatrixModel (class in stable_gnn.embedding.unsupervized_loss_models.context_matrix) convert_dataset() (ModelGraphClassification static method) ConvolutionsFactory (class in stable_gnn.embedding.models.convs_factory) custom (GeneratorMethods attribute) CustomException

D

damping (Defaults attribute) damping_factor (Defaults attribute)

Defaults (class in stable_gnn.visualization.config.parameters.defaults) delta (Defaults attribute) download() (Graph method)

E

edge_color (Defaults attribute) edge_fill_color (Defaults attribute) edge_line_width (Defaults attribute) edge_line_width_divider (Defaults attribute) edge_line_width_multiplier (Defaults attribute) edge_repulsion_key (Defaults attribute) edge_style (Defaults attribute)

EdgeStyles (class in stable_gnn.visualization.config.parameters.edge_styles) EmbeddingFactory (class in stable_gnn.embedding.embedding_factory) EnumImproved (class in stable_gnn.visualization.utils.enum_improved) EnumMetaClass (class in stable_gnn.visualization.utils.enum_improved) epsilon (Defaults attribute) Explain (class in stable_gnn.explain) Extrapolate (class in stable_gnn.extrapolate)

F

FactorizationModel (class in stable_gnn.embedding.unsupervized_loss_models.factorization) Fair (class in stable_gnn.fairness) figure_size (Defaults attribute) fill_strength() (in module stable_gnn.visualization.utils.fill_strength) font_family (Defaults attribute) font_size (Defaults attribute) font_size_divider (Defaults attribute) font_size_multiplier (Defaults attribute)

Fonts (class in stable_gnn.visualization.config.parameters.fonts) Force2VecModel (class in stable_gnn.embedding.unsupervized_loss_models.force_to_vec) force_a_max (Defaults attribute) force_modifier (Defaults attribute) forward() (BaseNet method) (GeomGCN method) (ModelGraphClassification method) frozen_dataclass() (in module stable_gnn.visualization.utils.frozen_dataclass)

G

GeneratorMethods (class in stable_gnn.visualization.config.parameters.generator_methods) GeomGCN (class in stable_gnn.geom_gcn) Graph (class in stable_gnn.graph)

GraphGenerator (class in stable_gnn.visualization.data_generation.graph_generator) GraphStrengthConstructor (class in stable_gnn.visualization.constructors.graph_strength_constructor) gray (Colors attribute) green (Colors attribute)

H

high_order_first (GeneratorMethods attribute)

HypergraphStrengthConstructor (class in stable_gnn.visualization.constructors.hypergraph_strength_constructor)

I

inference() (BaseNet method) (ModelNodeClassification method)

J

jitter_scale (Defaults attribute)

L

LalplacianEigenMapsModel (class in stable_gnn.embedding.unsupervized_loss_models.laplacian_eigen_maps) layout_scale_initial (Defaults attribute) line (EdgeStyles attribute) list() (EnumImproved class method) loss() (BaseNet method) (ContextMatrixModel method) (FactorizationModel method) (Force2VecModel method) (LalplacianEigenMapsModel method) (RandomWalkBasedModel method)

loss_sup() (ModelGraphClassification static method) (ModelNodeClassification static method) low_order_first (GeneratorMethods attribute)

M

max_iterations (Defaults attribute) message() (GeomGCN method) ModelFactory (class in stable_gnn.embedding.models.model_factory) ModelGraphClassification (class in stable_gnn.model_gc) ModelLinkPrediction (class in stable_gnn.model_link_predict) ModelNodeClassification (class in stable_gnn.model_nc) ModelTrainEmbeddings (class in stable_gnn.embedding.model_train_embeddings) module stable_gnn stable_gnn.embedding stable_gnn.embedding.embedding_factory stable_gnn.embedding.model_train_embeddings stable_gnn.embedding.models stable_gnn.embedding.models.abstract_model stable_gnn.embedding.models.convs_factory stable_gnn.embedding.models.model_factory stable_gnn.embedding.sampling stable_gnn.embedding.sampling.abstract_samplers stable_gnn.embedding.sampling.samplers stable_gnn.embedding.unsupervized_loss_models stable_gnn.embedding.unsupervized_loss_models.context_matrix stable_gnn.embedding.unsupervized_loss_models.factorization stable_gnn.embedding.unsupervized_loss_models.force_to_vec stable_gnn.embedding.unsupervized_loss_models.laplacian_eigen_maps stable_gnn.embedding.unsupervized_loss_models.random_walk stable_gnn.explain stable_gnn.extrapolate stable_gnn.fairness stable_gnn.geom_gcn stable_gnn.graph stable_gnn.model_gc stable_gnn.model_link_predict stable_gnn.model_nc stable_gnn.pipelines stable_gnn.version stable_gnn.visualization stable_gnn.visualization.config stable_gnn.visualization.config.parameters stable_gnn.visualization.config.parameters.colors stable_gnn.visualization.config.parameters.defaults stable_gnn.visualization.config.parameters.edge_styles stable_gnn.visualization.config.parameters.fonts stable_gnn.visualization.config.parameters.generator_methods stable_gnn.visualization.constructors stable_gnn.visualization.constructors.graph_strength_constructor stable_gnn.visualization.constructors.hypergraph_strength_constructor stable_gnn.visualization.contracts stable_gnn.visualization.contracts.strength_constructor_contract stable_gnn.visualization.data_generation stable_gnn.visualization.data_generation.graph_generator stable_gnn.visualization.equations stable_gnn.visualization.equations.c_log_function stable_gnn.visualization.equations.calc_common_tangent_radian stable_gnn.visualization.equations.calc_direction stable_gnn.visualization.equations.calc_edge_center stable_gnn.visualization.equations.calc_edge_line_width stable_gnn.visualization.equations.calc_font_size stable_gnn.visualization.equations.calc_polar_position stable_gnn.visualization.equations.calc_rad_to_deg stable_gnn.visualization.equations.calc_safe_div stable_gnn.visualization.equations.calc_vector_length stable_gnn.visualization.equations.calc_vertex_line_width stable_gnn.visualization.equations.calc_vertex_size stable_gnn.visualization.equations.radian_from_atan stable_gnn.visualization.examples stable_gnn.visualization.examples.generate_graph stable_gnn.visualization.exceptions stable_gnn.visualization.exceptions.exceptions_classes stable_gnn.visualization.tests stable_gnn.visualization.utils stable_gnn.visualization.utils.cached stable_gnn.visualization.utils.enum_improved stable_gnn.visualization.utils.fill_strength stable_gnn.visualization.utils.frozen_dataclass stable_gnn.visualization.utils.reference_base

N

negative_sample() (NegativeSampler method) NegativeSampler (class in stable_gnn.embedding.sampling.samplers)

node_attraction_key (Defaults attribute) node_repulsion_key (Defaults attribute)

O

OptunaTrainEmbeddings (class in stable_gnn.embedding.model_train_embeddings)

P

ParamsValidationException pgm_conditional_prob() (Explain method) polar_position() (in module stable_gnn.visualization.equations.calc_polar_position) process() (Graph method) processed_file_names (Graph property) pull_center_strength (StrengthConstructorContract attribute) pull_center_strength_g (Defaults attribute) pull_center_strength_hg (Defaults attribute) pull_center_strength_vis (Defaults attribute) pull_edge_strength (StrengthConstructorContract attribute)

pull_edge_strength_g (Defaults attribute) pull_edge_strength_hg (Defaults attribute) pull_edge_strength_vis (Defaults attribute) push_edge_strength (StrengthConstructorContract attribute) push_edge_strength_g (Defaults attribute) push_edge_strength_hg (Defaults attribute) push_edge_strength_vis (Defaults attribute) push_vertex_strength (StrengthConstructorContract attribute) push_vertex_strength_g (Defaults attribute) push_vertex_strength_hg (Defaults attribute) push_vertex_strength_vis (Defaults attribute)

R

rad_to_deg() (in module stable_gnn.visualization.equations.calc_rad_to_deg) radian_from_atan() (in module stable_gnn.visualization.equations.radian_from_atan) radius_increment (Defaults attribute) RandomWalkBasedModel (class in stable_gnn.embedding.unsupervized_loss_models.random_walk) raw_file_names (Graph property) red (Colors attribute)

reference() (in module stable_gnn.visualization.utils.frozen_dataclass) ReferenceBase (class in stable_gnn.visualization.utils.reference_base) reset_parameters() (BaseNet method) (GeomGCN method) run() (Fair method) (ModelTrainEmbeddings method) (OptunaTrainEmbeddings method)

S

safe_div() (in module stable_gnn.visualization.equations.calc_safe_div) sample() (BaseSampler method) (BaseSamplerWithNegative method) (SamplerAPP method) (SamplerFactorization method) SamplerAPP (class in stable_gnn.embedding.sampling.samplers) SamplerContextMatrix (class in stable_gnn.embedding.sampling.samplers) SamplerFactorization (class in stable_gnn.embedding.sampling.samplers) SamplerRandomWalk (class in stable_gnn.embedding.sampling.samplers) sans_serif (Fonts attribute) self_supervised_loss() (ModelGraphClassification static method) (ModelNodeClassification method) stable_gnn module stable_gnn.embedding module stable_gnn.embedding.embedding_factory module stable_gnn.embedding.model_train_embeddings module stable_gnn.embedding.models module stable_gnn.embedding.models.abstract_model module stable_gnn.embedding.models.convs_factory module stable_gnn.embedding.models.model_factory module stable_gnn.embedding.sampling module stable_gnn.embedding.sampling.abstract_samplers module stable_gnn.embedding.sampling.samplers module stable_gnn.embedding.unsupervized_loss_models module stable_gnn.embedding.unsupervized_loss_models.context_matrix module stable_gnn.embedding.unsupervized_loss_models.factorization module stable_gnn.embedding.unsupervized_loss_models.force_to_vec module stable_gnn.embedding.unsupervized_loss_models.laplacian_eigen_maps module stable_gnn.embedding.unsupervized_loss_models.random_walk module stable_gnn.explain module stable_gnn.extrapolate module stable_gnn.fairness module stable_gnn.geom_gcn module stable_gnn.graph module stable_gnn.model_gc module stable_gnn.model_link_predict module stable_gnn.model_nc module stable_gnn.pipelines module stable_gnn.version module stable_gnn.visualization module stable_gnn.visualization.config module stable_gnn.visualization.config.parameters module stable_gnn.visualization.config.parameters.colors module

stable_gnn.visualization.config.parameters.defaults module stable_gnn.visualization.config.parameters.edge_styles module stable_gnn.visualization.config.parameters.fonts module stable_gnn.visualization.config.parameters.generator_methods module stable_gnn.visualization.constructors module stable_gnn.visualization.constructors.graph_strength_constructor module stable_gnn.visualization.constructors.hypergraph_strength_constructor module stable_gnn.visualization.contracts module stable_gnn.visualization.contracts.strength_constructor_contract module stable_gnn.visualization.data_generation module stable_gnn.visualization.data_generation.graph_generator module stable_gnn.visualization.equations module stable_gnn.visualization.equations.c_log_function module stable_gnn.visualization.equations.calc_common_tangent_radian module stable_gnn.visualization.equations.calc_direction module stable_gnn.visualization.equations.calc_edge_center module stable_gnn.visualization.equations.calc_edge_line_width module stable_gnn.visualization.equations.calc_font_size module stable_gnn.visualization.equations.calc_polar_position module stable_gnn.visualization.equations.calc_rad_to_deg module stable_gnn.visualization.equations.calc_safe_div module stable_gnn.visualization.equations.calc_vector_length module stable_gnn.visualization.equations.calc_vertex_line_width module stable_gnn.visualization.equations.calc_vertex_size module stable_gnn.visualization.equations.radian_from_atan module stable_gnn.visualization.examples module stable_gnn.visualization.examples.generate_graph module stable_gnn.visualization.exceptions module stable_gnn.visualization.exceptions.exceptions_classes module stable_gnn.visualization.tests module stable_gnn.visualization.utils module stable_gnn.visualization.utils.cached module stable_gnn.visualization.utils.enum_improved module stable_gnn.visualization.utils.fill_strength module stable_gnn.visualization.utils.frozen_dataclass module stable_gnn.visualization.utils.reference_base module StrengthConstructorContract (class in stable_gnn.visualization.contracts.strength_constructor_contract) structure_learning() (Explain method)

T

test() (ModelLinkPrediction method)

train_cl() (ModelLinkPrediction method) train_test_edges() (ModelLinkPrediction method)

U

uniform (GeneratorMethods attribute)

V

values (ReferenceBase property) vector_length() (in module stable_gnn.visualization.equations.calc_vector_length) vertex_color (Defaults attribute) vertex_coord_max (Defaults attribute) vertex_coord_min (Defaults attribute) vertex_coord_modifier (Defaults attribute)

vertex_coord_multiplier (Defaults attribute) vertex_line_width (Defaults attribute) vertex_line_width_divider (Defaults attribute) vertex_line_width_multiplier (Defaults attribute) vertex_size (Defaults attribute) vertex_strength (Defaults attribute)

W

whitesmoke (Colors attribute)

X

x_limits (Defaults attribute)

Y

y_limits (Defaults attribute)