Index

A

AbstractEvaluator (class in topobenchmarkx.evaluator.base) AbstractFeatureEncoder (class in topobenchmarkx.nn.encoders.base) AbstractLifting (class in topobenchmarkx.transforms.liftings) (class in topobenchmarkx.transforms.liftings.base) AbstractLoader (class in topobenchmarkx.data.loaders.base) AbstractLoss (class in topobenchmarkx.loss.base)

AbstractOptimizer (class in topobenchmarkx.optimizer.base) AbstractWrapper (class in topobenchmarkx.nn.wrappers.base) AbstractZeroCellReadOut (class in topobenchmarkx.nn.readouts.base) aggr_norm_func() (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNLayer method) AllCellFeatureEncoder (class in topobenchmarkx.nn.encoders.all_cell_encoder) assing_train_val_test_mask_to_graphs() (in module topobenchmarkx.data.utils.split_utils)

B

BaseEncoder (class in topobenchmarkx.nn.encoders.all_cell_encoder)

C

calculate_node_degrees() (topobenchmarkx.transforms.data_manipulations.node_degrees.NodeDegrees method) CalculateSimplicialCurvature (class in topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature) CANWrapper (class in topobenchmarkx.nn.wrappers.cell.can_wrapper) CCCN (class in topobenchmarkx.nn.backbones.cell.cccn) CCCNWrapper (class in topobenchmarkx.nn.wrappers.cell.cccn_wrapper) CCXNWrapper (class in topobenchmarkx.nn.wrappers.cell.ccxn_wrapper) CellComplexLifting (class in topobenchmarkx.transforms.liftings) CellComplexLoader (class in topobenchmarkx.data.loaders.loaders) CellCycleLifting (class in topobenchmarkx.transforms.liftings.graph2cell.cycle) chebyshev_conv() (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNLayer method)

collate_fn() (in module topobenchmarkx.dataloader.utils) CombinatorialLifting (class in topobenchmarkx.transforms.liftings) compute() (topobenchmarkx.evaluator.base.AbstractEvaluator method) (topobenchmarkx.evaluator.evaluator.TBXEvaluator method) compute_logits() (topobenchmarkx.nn.readouts.base.AbstractZeroCellReadOut method) Concatenation (class in topobenchmarkx.transforms.feature_liftings.concatenation) configure_optimizer() (topobenchmarkx.optimizer.base.AbstractOptimizer method) (topobenchmarkx.optimizer.optimizer.TBXOptimizer method) configure_optimizers() (topobenchmarkx.model.model.TBXModel method) CW (class in topobenchmarkx.nn.backbones.cell.cccn) CWNWrapper (class in topobenchmarkx.nn.wrappers.cell.cwn_wrapper)

D

DataloadDataset (class in topobenchmarkx.dataloader.dataload_dataset) DataTransform (class in topobenchmarkx.transforms.data_transform)

DomainData (class in topobenchmarkx.dataloader.utils) download() (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset method) download_file_from_drive() (in module topobenchmarkx.data.utils.io_utils)

E

EDGNN (class in topobenchmarkx.nn.backbones.hypergraph.edgnn) enforce_tags() (in module topobenchmarkx.utils.rich_utils) ensure_serializable() (in module topobenchmarkx.data.utils.utils)

EqualGausFeatures (class in topobenchmarkx.transforms.data_manipulations.equal_gaus_features) EquivSetConv (class in topobenchmarkx.nn.backbones.hypergraph.edgnn) extras() (in module topobenchmarkx.utils.utils)

F

flops() (topobenchmarkx.nn.backbones.hypergraph.edgnn.MLP method) forward() (topobenchmarkx.loss.base.AbstractLoss method) (topobenchmarkx.loss.loss.TBXLoss method) (topobenchmarkx.model.model.TBXModel method) (topobenchmarkx.nn.backbones.cell.cccn.CCCN method) (topobenchmarkx.nn.backbones.cell.cccn.CW method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.EDGNN method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.EquivSetConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.JumpLinkConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.MeanDegConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.MLP method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.PlainMLP method) (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNCustom method) (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNLayer method) (topobenchmarkx.nn.encoders.all_cell_encoder.AllCellFeatureEncoder method) (topobenchmarkx.nn.encoders.all_cell_encoder.BaseEncoder method) (topobenchmarkx.nn.encoders.base.AbstractFeatureEncoder method) (topobenchmarkx.nn.readouts.base.AbstractZeroCellReadOut method) (topobenchmarkx.nn.readouts.identical.NoReadOut method) (topobenchmarkx.nn.readouts.propagate_signal_down.PropagateSignalDown method) (topobenchmarkx.nn.wrappers.base.AbstractWrapper method) (topobenchmarkx.nn.wrappers.cell.can_wrapper.CANWrapper method) (topobenchmarkx.nn.wrappers.cell.cccn_wrapper.CCCNWrapper method) (topobenchmarkx.nn.wrappers.cell.ccxn_wrapper.CCXNWrapper method) (topobenchmarkx.nn.wrappers.cell.cwn_wrapper.CWNWrapper method) (topobenchmarkx.nn.wrappers.graph.gnn_wrapper.GNNWrapper method) (topobenchmarkx.nn.wrappers.hypergraph.hypergraph_wrapper.HypergraphWrapper method) (topobenchmarkx.nn.wrappers.simplicial.san_wrapper.SANWrapper method) (topobenchmarkx.nn.wrappers.simplicial.sccn_wrapper.SCCNWrapper method) (topobenchmarkx.nn.wrappers.simplicial.sccnn_wrapper.SCCNNWrapper method) (topobenchmarkx.nn.wrappers.simplicial.scn_wrapper.SCNWrapper method) (topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature.CalculateSimplicialCurvature method) (topobenchmarkx.transforms.data_manipulations.equal_gaus_features.EqualGausFeatures method) (topobenchmarkx.transforms.data_manipulations.identity_transform.IdentityTransform method) (topobenchmarkx.transforms.data_manipulations.infere_knn_connectivity.InfereKNNConnectivity method) (topobenchmarkx.transforms.data_manipulations.infere_radius_connectivity.InfereRadiusConnectivity method) (topobenchmarkx.transforms.data_manipulations.keep_only_connected_component.KeepOnlyConnectedComponent method) (topobenchmarkx.transforms.data_manipulations.keep_selected_data_fields.KeepSelectedDataFields method) (topobenchmarkx.transforms.data_manipulations.node_degrees.NodeDegrees method) (topobenchmarkx.transforms.data_manipulations.node_features_to_float.NodeFeaturesToFloat method) (topobenchmarkx.transforms.data_manipulations.one_hot_degree_features.OneHotDegreeFeatures method) (topobenchmarkx.transforms.data_transform.DataTransform method) (topobenchmarkx.transforms.feature_liftings.concatenation.Concatenation method) (topobenchmarkx.transforms.feature_liftings.identity.Identity method) (topobenchmarkx.transforms.feature_liftings.projection_sum.ProjectionSum method) (topobenchmarkx.transforms.feature_liftings.set.Set method) (topobenchmarkx.transforms.liftings.AbstractLifting method) (topobenchmarkx.transforms.liftings.base.AbstractLifting method)

G

generate_zero_sparse_connectivity() (in module topobenchmarkx.data.utils.utils) get() (topobenchmarkx.dataloader.dataload_dataset.DataloadDataset method) get_complex_connectivity() (in module topobenchmarkx.data.utils.utils) get_default_metrics() (in module topobenchmarkx.utils.config_resolvers) get_default_transform() (in module topobenchmarkx.utils.config_resolvers) get_file_id_from_url() (in module topobenchmarkx.data.utils.io_utils) get_metric_value() (in module topobenchmarkx.utils.utils) get_monitor_metric() (in module topobenchmarkx.utils.config_resolvers)

get_monitor_mode() (in module topobenchmarkx.utils.config_resolvers) get_required_lifting() (in module topobenchmarkx.utils.config_resolvers) GNNWrapper (class in topobenchmarkx.nn.wrappers.graph.gnn_wrapper) Graph2CellLifting (class in topobenchmarkx.transforms.liftings.graph2cell.base) Graph2HypergraphLifting (class in topobenchmarkx.transforms.liftings.graph2hypergraph.base) Graph2SimplicialLifting (class in topobenchmarkx.transforms.liftings.graph2simplicial.base) GraphLifting (class in topobenchmarkx.transforms.liftings) GraphLoader (class in topobenchmarkx.data.loaders.loaders)

H

HypergraphKHopLifting (class in topobenchmarkx.transforms.liftings.graph2hypergraph.khop) HypergraphKNNLifting (class in topobenchmarkx.transforms.liftings.graph2hypergraph.knn)

HypergraphLifting (class in topobenchmarkx.transforms.liftings) HypergraphLoader (class in topobenchmarkx.data.loaders.loaders) HypergraphWrapper (class in topobenchmarkx.nn.wrappers.hypergraph.hypergraph_wrapper)

I

Identity (class in topobenchmarkx.transforms.feature_liftings.identity) IdentityTransform (class in topobenchmarkx.transforms.data_manipulations.identity_transform) infer_in_channels() (in module topobenchmarkx.utils.config_resolvers) infere_num_cell_dimensions() (in module topobenchmarkx.utils.config_resolvers) InfereKNNConnectivity (class in topobenchmarkx.transforms.data_manipulations.infere_knn_connectivity)

InfereRadiusConnectivity (class in topobenchmarkx.transforms.data_manipulations.infere_radius_connectivity) instantiate_callbacks() (in module topobenchmarkx.utils.instantiators) instantiate_loggers() (in module topobenchmarkx.utils.instantiators) instantiate_pre_transform() (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method) is_valid() (topobenchmarkx.dataloader.utils.DomainData method)

J

JumpLinkConv (class in topobenchmarkx.nn.backbones.hypergraph.edgnn)

K

k_fold_split() (in module topobenchmarkx.data.utils.split_utils)

KeepOnlyConnectedComponent (class in topobenchmarkx.transforms.data_manipulations.keep_only_connected_component) KeepSelectedDataFields (class in topobenchmarkx.transforms.data_manipulations.keep_selected_data_fields)

L

len() (topobenchmarkx.dataloader.dataload_dataset.DataloadDataset method) lift_features() (topobenchmarkx.transforms.feature_liftings.concatenation.Concatenation method) (topobenchmarkx.transforms.feature_liftings.projection_sum.ProjectionSum method) (topobenchmarkx.transforms.feature_liftings.set.Set method) lift_topology() (topobenchmarkx.transforms.liftings.AbstractLifting method) (topobenchmarkx.transforms.liftings.base.AbstractLifting method) (topobenchmarkx.transforms.liftings.graph2cell.cycle.CellCycleLifting method) (topobenchmarkx.transforms.liftings.graph2hypergraph.khop.HypergraphKHopLifting method) (topobenchmarkx.transforms.liftings.graph2hypergraph.knn.HypergraphKNNLifting method) (topobenchmarkx.transforms.liftings.graph2simplicial.clique.SimplicialCliqueLifting method) (topobenchmarkx.transforms.liftings.graph2simplicial.khop.SimplicialKHopLifting method) load() (topobenchmarkx.data.loaders.base.AbstractLoader method) (topobenchmarkx.data.loaders.loaders.CellComplexLoader method) (topobenchmarkx.data.loaders.loaders.GraphLoader method) (topobenchmarkx.data.loaders.loaders.HypergraphLoader method) (topobenchmarkx.data.loaders.loaders.SimplicialLoader method) (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method)

load_cell_complex_dataset() (in module topobenchmarkx.data.utils.utils) load_coauthorship_hypergraph_splits() (in module topobenchmarkx.data.utils.split_utils) load_dataset_splits() (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method) load_hypergraph_pickle_dataset() (in module topobenchmarkx.data.utils.io_utils) load_inductive_splits() (in module topobenchmarkx.data.utils.split_utils) load_manual_graph() (in module topobenchmarkx.data.utils.utils) load_simplicial_dataset() (in module topobenchmarkx.data.utils.utils) load_transductive_splits() (in module topobenchmarkx.data.utils.split_utils) log() (topobenchmarkx.utils.pylogger.RankedLogger method) log_hyperparameters() (in module topobenchmarkx.utils.logging_utils) log_metrics() (topobenchmarkx.model.model.TBXModel method)

M

make_hash() (in module topobenchmarkx.data.utils.utils) MeanDegConv (class in topobenchmarkx.nn.backbones.hypergraph.edgnn) MLP (class in topobenchmarkx.nn.backbones.hypergraph.edgnn) model_step() (topobenchmarkx.model.model.TBXModel method) module topobenchmarkx.data.datasets.us_county_demos_dataset topobenchmarkx.data.loaders.base topobenchmarkx.data.loaders.loaders topobenchmarkx.data.preprocessor.preprocessor topobenchmarkx.data.utils.io_utils topobenchmarkx.data.utils.split_utils topobenchmarkx.data.utils.utils topobenchmarkx.dataloader.dataload_dataset topobenchmarkx.dataloader.dataloader topobenchmarkx.dataloader.utils topobenchmarkx.evaluator.base topobenchmarkx.evaluator.evaluator topobenchmarkx.loss.base topobenchmarkx.loss.loss topobenchmarkx.model.model topobenchmarkx.nn.backbones.cell.cccn topobenchmarkx.nn.backbones.hypergraph.edgnn topobenchmarkx.nn.backbones.simplicial.sccnn topobenchmarkx.nn.encoders.all_cell_encoder topobenchmarkx.nn.encoders.base topobenchmarkx.nn.readouts.base topobenchmarkx.nn.readouts.identical topobenchmarkx.nn.readouts.propagate_signal_down topobenchmarkx.nn.wrappers.base topobenchmarkx.nn.wrappers.cell.can_wrapper topobenchmarkx.nn.wrappers.cell.cccn_wrapper topobenchmarkx.nn.wrappers.cell.ccxn_wrapper topobenchmarkx.nn.wrappers.cell.cwn_wrapper topobenchmarkx.nn.wrappers.graph.gnn_wrapper topobenchmarkx.nn.wrappers.hypergraph.hypergraph_wrapper topobenchmarkx.nn.wrappers.simplicial.san_wrapper topobenchmarkx.nn.wrappers.simplicial.sccn_wrapper topobenchmarkx.nn.wrappers.simplicial.sccnn_wrapper topobenchmarkx.nn.wrappers.simplicial.scn_wrapper topobenchmarkx.optimizer.base topobenchmarkx.optimizer.optimizer topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature topobenchmarkx.transforms.data_manipulations.equal_gaus_features topobenchmarkx.transforms.data_manipulations.identity_transform topobenchmarkx.transforms.data_manipulations.infere_knn_connectivity topobenchmarkx.transforms.data_manipulations.infere_radius_connectivity topobenchmarkx.transforms.data_manipulations.keep_only_connected_component topobenchmarkx.transforms.data_manipulations.keep_selected_data_fields topobenchmarkx.transforms.data_manipulations.node_degrees topobenchmarkx.transforms.data_manipulations.node_features_to_float topobenchmarkx.transforms.data_manipulations.one_hot_degree_features topobenchmarkx.transforms.data_transform topobenchmarkx.transforms.feature_liftings.concatenation topobenchmarkx.transforms.feature_liftings.identity topobenchmarkx.transforms.feature_liftings.projection_sum topobenchmarkx.transforms.feature_liftings.set topobenchmarkx.transforms.liftings topobenchmarkx.transforms.liftings.base topobenchmarkx.transforms.liftings.graph2cell.base topobenchmarkx.transforms.liftings.graph2cell.cycle topobenchmarkx.transforms.liftings.graph2hypergraph.base topobenchmarkx.transforms.liftings.graph2hypergraph.khop topobenchmarkx.transforms.liftings.graph2hypergraph.knn topobenchmarkx.transforms.liftings.graph2simplicial.base topobenchmarkx.transforms.liftings.graph2simplicial.clique topobenchmarkx.transforms.liftings.graph2simplicial.khop topobenchmarkx.utils.config_resolvers topobenchmarkx.utils.instantiators topobenchmarkx.utils.logging_utils topobenchmarkx.utils.pylogger topobenchmarkx.utils.rich_utils topobenchmarkx.utils.utils

N

NodeDegrees (class in topobenchmarkx.transforms.data_manipulations.node_degrees) NodeFeaturesToFloat (class in topobenchmarkx.transforms.data_manipulations.node_features_to_float)

NoReadOut (class in topobenchmarkx.nn.readouts.identical) normalize_matrix() (topobenchmarkx.nn.wrappers.simplicial.scn_wrapper.SCNWrapper method)

O

on_test_epoch_end() (topobenchmarkx.model.model.TBXModel method) on_test_epoch_start() (topobenchmarkx.model.model.TBXModel method) on_train_epoch_end() (topobenchmarkx.model.model.TBXModel method) on_train_epoch_start() (topobenchmarkx.model.model.TBXModel method)

on_val_epoch_start() (topobenchmarkx.model.model.TBXModel method) on_validation_epoch_end() (topobenchmarkx.model.model.TBXModel method) on_validation_epoch_start() (topobenchmarkx.model.model.TBXModel method) one_cell_curvature() (topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature.CalculateSimplicialCurvature method) OneHotDegreeFeatures (class in topobenchmarkx.transforms.data_manipulations.one_hot_degree_features)

P

PlainMLP (class in topobenchmarkx.nn.backbones.hypergraph.edgnn) PointCloudLifting (class in topobenchmarkx.transforms.liftings) PreProcessor (class in topobenchmarkx.data.preprocessor.preprocessor) print_config_tree() (in module topobenchmarkx.utils.rich_utils) process() (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset method) (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method)

process_outputs() (topobenchmarkx.model.model.TBXModel method) processed_dir (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset property) (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor property) processed_file_names (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset property) (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor property) ProjectionSum (class in topobenchmarkx.transforms.feature_liftings.projection_sum) PropagateSignalDown (class in topobenchmarkx.nn.readouts.propagate_signal_down)

R

random_splitting() (in module topobenchmarkx.data.utils.split_utils) RankedLogger (class in topobenchmarkx.utils.pylogger) raw_dir (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset property) raw_file_names (topobenchmarkx.data.datasets.us_county_demos_dataset.USCountyDemosDataset property) read_us_county_demos() (in module topobenchmarkx.data.utils.io_utils) reset() (topobenchmarkx.evaluator.base.AbstractEvaluator method) (topobenchmarkx.evaluator.evaluator.TBXEvaluator method)

reset_parameters() (topobenchmarkx.nn.backbones.hypergraph.edgnn.EDGNN method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.EquivSetConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.JumpLinkConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.MeanDegConv method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.MLP method) (topobenchmarkx.nn.backbones.hypergraph.edgnn.PlainMLP method) (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNLayer method) residual_connection() (topobenchmarkx.nn.wrappers.base.AbstractWrapper method)

S

SANWrapper (class in topobenchmarkx.nn.wrappers.simplicial.san_wrapper) save_transform_parameters() (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method) SCCNNCustom (class in topobenchmarkx.nn.backbones.simplicial.sccnn) SCCNNLayer (class in topobenchmarkx.nn.backbones.simplicial.sccnn) SCCNNWrapper (class in topobenchmarkx.nn.wrappers.simplicial.sccnn_wrapper) SCCNWrapper (class in topobenchmarkx.nn.wrappers.simplicial.sccn_wrapper) SCNWrapper (class in topobenchmarkx.nn.wrappers.simplicial.scn_wrapper)

Set (class in topobenchmarkx.transforms.feature_liftings.set) set_processed_data_dir() (topobenchmarkx.data.preprocessor.preprocessor.PreProcessor method) setup() (topobenchmarkx.model.model.TBXModel method) SimplicialCliqueLifting (class in topobenchmarkx.transforms.liftings.graph2simplicial.clique) SimplicialKHopLifting (class in topobenchmarkx.transforms.liftings.graph2simplicial.khop) SimplicialLifting (class in topobenchmarkx.transforms.liftings) SimplicialLoader (class in topobenchmarkx.data.loaders.loaders) state_dict() (topobenchmarkx.dataloader.dataloader.TBXDataloader method)

T

task_wrapper() (in module topobenchmarkx.utils.utils) TBXDataloader (class in topobenchmarkx.dataloader.dataloader) TBXEvaluator (class in topobenchmarkx.evaluator.evaluator) TBXLoss (class in topobenchmarkx.loss.loss) TBXModel (class in topobenchmarkx.model.model) TBXOptimizer (class in topobenchmarkx.optimizer.optimizer) teardown() (topobenchmarkx.dataloader.dataloader.TBXDataloader method) test_dataloader() (topobenchmarkx.dataloader.dataloader.TBXDataloader method) test_step() (topobenchmarkx.model.model.TBXModel method) to_data_list() (in module topobenchmarkx.dataloader.utils) topobenchmarkx.data.datasets.us_county_demos_dataset module topobenchmarkx.data.loaders.base module topobenchmarkx.data.loaders.loaders module topobenchmarkx.data.preprocessor.preprocessor module topobenchmarkx.data.utils.io_utils module topobenchmarkx.data.utils.split_utils module topobenchmarkx.data.utils.utils module topobenchmarkx.dataloader.dataload_dataset module topobenchmarkx.dataloader.dataloader module topobenchmarkx.dataloader.utils module topobenchmarkx.evaluator.base module topobenchmarkx.evaluator.evaluator module topobenchmarkx.loss.base module topobenchmarkx.loss.loss module topobenchmarkx.model.model module topobenchmarkx.nn.backbones.cell.cccn module topobenchmarkx.nn.backbones.hypergraph.edgnn module topobenchmarkx.nn.backbones.simplicial.sccnn module topobenchmarkx.nn.encoders.all_cell_encoder module topobenchmarkx.nn.encoders.base module topobenchmarkx.nn.readouts.base module topobenchmarkx.nn.readouts.identical module topobenchmarkx.nn.readouts.propagate_signal_down module topobenchmarkx.nn.wrappers.base module topobenchmarkx.nn.wrappers.cell.can_wrapper module topobenchmarkx.nn.wrappers.cell.cccn_wrapper module topobenchmarkx.nn.wrappers.cell.ccxn_wrapper module topobenchmarkx.nn.wrappers.cell.cwn_wrapper module topobenchmarkx.nn.wrappers.graph.gnn_wrapper module topobenchmarkx.nn.wrappers.hypergraph.hypergraph_wrapper module topobenchmarkx.nn.wrappers.simplicial.san_wrapper module topobenchmarkx.nn.wrappers.simplicial.sccn_wrapper module

topobenchmarkx.nn.wrappers.simplicial.sccnn_wrapper module topobenchmarkx.nn.wrappers.simplicial.scn_wrapper module topobenchmarkx.optimizer.base module topobenchmarkx.optimizer.optimizer module topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature module topobenchmarkx.transforms.data_manipulations.equal_gaus_features module topobenchmarkx.transforms.data_manipulations.identity_transform module topobenchmarkx.transforms.data_manipulations.infere_knn_connectivity module topobenchmarkx.transforms.data_manipulations.infere_radius_connectivity module topobenchmarkx.transforms.data_manipulations.keep_only_connected_component module topobenchmarkx.transforms.data_manipulations.keep_selected_data_fields module topobenchmarkx.transforms.data_manipulations.node_degrees module topobenchmarkx.transforms.data_manipulations.node_features_to_float module topobenchmarkx.transforms.data_manipulations.one_hot_degree_features module topobenchmarkx.transforms.data_transform module topobenchmarkx.transforms.feature_liftings.concatenation module topobenchmarkx.transforms.feature_liftings.identity module topobenchmarkx.transforms.feature_liftings.projection_sum module topobenchmarkx.transforms.feature_liftings.set module topobenchmarkx.transforms.liftings module topobenchmarkx.transforms.liftings.base module topobenchmarkx.transforms.liftings.graph2cell.base module topobenchmarkx.transforms.liftings.graph2cell.cycle module topobenchmarkx.transforms.liftings.graph2hypergraph.base module topobenchmarkx.transforms.liftings.graph2hypergraph.khop module topobenchmarkx.transforms.liftings.graph2hypergraph.knn module topobenchmarkx.transforms.liftings.graph2simplicial.base module topobenchmarkx.transforms.liftings.graph2simplicial.clique module topobenchmarkx.transforms.liftings.graph2simplicial.khop module topobenchmarkx.utils.config_resolvers module topobenchmarkx.utils.instantiators module topobenchmarkx.utils.logging_utils module topobenchmarkx.utils.pylogger module topobenchmarkx.utils.rich_utils module topobenchmarkx.utils.utils module train_dataloader() (topobenchmarkx.dataloader.dataloader.TBXDataloader method) training_step() (topobenchmarkx.model.model.TBXModel method) two_cell_curvature() (topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature.CalculateSimplicialCurvature method)

U

update() (topobenchmarkx.evaluator.base.AbstractEvaluator method) (topobenchmarkx.evaluator.evaluator.TBXEvaluator method) (topobenchmarkx.nn.backbones.simplicial.sccnn.SCCNNLayer method)

USCountyDemosDataset (class in topobenchmarkx.data.datasets.us_county_demos_dataset)

V

val_dataloader() (topobenchmarkx.dataloader.dataloader.TBXDataloader method)

validation_step() (topobenchmarkx.model.model.TBXModel method)

Z

zero_cell_curvature() (topobenchmarkx.transforms.data_manipulations.calculate_simplicial_curvature.CalculateSimplicialCurvature method)