Index

A

A3TGCN (class in torch_geometric_temporal.nn.recurrent.attentiontemporalgcn) A3TGCN2 (class in torch_geometric_temporal.nn.recurrent.attentiontemporalgcn) AAGCN (class in torch_geometric_temporal.nn.attention.tsagcn) AGCRN (class in torch_geometric_temporal.nn.recurrent.agcrn)

aggregate_nodes_temporal_feature (DNNTSP attribute) ASTGCN (class in torch_geometric_temporal.nn.attention.astgcn) ASTGCNBlock (class in torch_geometric_temporal.nn.attention.astgcn) AVWGCN (class in torch_geometric_temporal.nn.recurrent.agcrn)

B

BatchedDConv (class in torch_geometric_temporal.nn.recurrent.dcrnn)

BatchedDCRNN (class in torch_geometric_temporal.nn.recurrent.dcrnn)

C

ChebConvAttention (class in torch_geometric_temporal.nn.attention.astgcn)

ChickenpoxDatasetLoader (class in torch_geometric_temporal.dataset.chickenpox)

D

DConv (class in torch_geometric_temporal.nn.recurrent.dcrnn) DCRNN (class in torch_geometric_temporal.nn.recurrent.dcrnn) DNNTSP (class in torch_geometric_temporal.nn.attention.dnntsp) DyGrEncoder (class in torch_geometric_temporal.nn.recurrent.dygrae) DynamicGraphStaticSignal (class in torch_geometric_temporal.signal.dynamic_graph_static_signal) DynamicGraphStaticSignalBatch (class in torch_geometric_temporal.signal.dynamic_graph_static_signal_batch)

DynamicGraphTemporalSignal (class in torch_geometric_temporal.signal.dynamic_graph_temporal_signal) DynamicGraphTemporalSignalBatch (class in torch_geometric_temporal.signal.dynamic_graph_temporal_signal_batch) DynamicHeteroGraphStaticSignal (class in torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal) DynamicHeteroGraphStaticSignalBatch (class in torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal_batch) DynamicHeteroGraphTemporalSignal (class in torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal) DynamicHeteroGraphTemporalSignalBatch (class in torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal_batch)

E

EnglandCovidDatasetLoader (class in torch_geometric_temporal.dataset.encovid)

EvolveGCNH (class in torch_geometric_temporal.nn.recurrent.evolvegcnh) EvolveGCNO (class in torch_geometric_temporal.nn.recurrent.evolvegcno)

F

forward() (A3TGCN method) (A3TGCN2 method) (AAGCN method) (AGCRN method) (ASTGCN method) (ASTGCNBlock method) (AVWGCN method) (BatchedDConv method) (BatchedDCRNN method) (ChebConvAttention method) (DConv method) (DCRNN method) (DNNTSP method) (DyGrEncoder method) (EvolveGCNH method) (EvolveGCNO method) (GatedFusion method) (GCLSTM method) (GCNConv_Fixed_W method) (GConvGRU method) (GConvLSTM method) (GMAN method) (HeteroGCLSTM method) (LRGCN method) (MixProp method) (MPNNLSTM method) (MSTGCN method) (MSTGCNBlock method) (MTGNN method) (MTGNNLayer method) (SpatioTemporalAttention method) (SpatioTemporalEmbedding method) (STConv method) (TemporalConv method) (TGCN method) (TGCN2 method) (TransformAttention method) (UnitGCN method) (UnitTCN method)

G

GatedFusion (class in torch_geometric_temporal.nn.attention.gman) GCLSTM (class in torch_geometric_temporal.nn.recurrent.gc_lstm) GCNConv_Fixed_W (class in torch_geometric_temporal.nn.recurrent.evolvegcno) GConvGRU (class in torch_geometric_temporal.nn.recurrent.gconv_gru) GConvLSTM (class in torch_geometric_temporal.nn.recurrent.gconv_lstm) get_dataset() (ChickenpoxDatasetLoader method) (EnglandCovidDatasetLoader method) (METRLADatasetLoader method) (MontevideoBusDatasetLoader method) (MTMDatasetLoader method) (PedalMeDatasetLoader method) (PemsBayDatasetLoader method) (WikiMathsDatasetLoader method) (WindmillOutputLargeDatasetLoader method) (WindmillOutputMediumDatasetLoader method) (WindmillOutputSmallDatasetLoader method)

get_index_dataset() (ChickenpoxDatasetLoader method) (PemsAllLADatasetLoader method) (PemsBayDatasetLoader method) (PemsDatasetLoader method) (WindmillOutputLargeDatasetLoader method) get_spatial_graph() (GraphAAGCN method) GMAN (class in torch_geometric_temporal.nn.attention.gman) GraphAAGCN (class in torch_geometric_temporal.nn.attention.tsagcn)

H

HeteroGCLSTM (class in torch_geometric_temporal.nn.hetero.heterogclstm)

I

IndexDataset (class in torch_geometric_temporal.signal.index_dataset)

L

LRGCN (class in torch_geometric_temporal.nn.recurrent.lrgcn)

M

message() (BatchedDConv method) (ChebConvAttention method) (DConv method) (GCNConv_Fixed_W method) metadata (HeteroGCLSTM attribute) METRLADatasetLoader (class in torch_geometric_temporal.dataset.metr_la) MixProp (class in torch_geometric_temporal.nn.attention.mtgnn) module torch_geometric_temporal.dataset.chickenpox torch_geometric_temporal.dataset.encovid torch_geometric_temporal.dataset.metr_la torch_geometric_temporal.dataset.montevideo_bus torch_geometric_temporal.dataset.mtm torch_geometric_temporal.dataset.pedalme torch_geometric_temporal.dataset.pems torch_geometric_temporal.dataset.pems_bay torch_geometric_temporal.dataset.pemsAllLA torch_geometric_temporal.dataset.wikimath torch_geometric_temporal.dataset.windmilllarge torch_geometric_temporal.dataset.windmillmedium torch_geometric_temporal.dataset.windmillsmall torch_geometric_temporal.nn.attention.astgcn torch_geometric_temporal.nn.attention.dnntsp torch_geometric_temporal.nn.attention.gman torch_geometric_temporal.nn.attention.mstgcn torch_geometric_temporal.nn.attention.mtgnn torch_geometric_temporal.nn.attention.stgcn torch_geometric_temporal.nn.attention.tsagcn torch_geometric_temporal.nn.hetero.heterogclstm torch_geometric_temporal.nn.recurrent.agcrn torch_geometric_temporal.nn.recurrent.attentiontemporalgcn torch_geometric_temporal.nn.recurrent.dcrnn torch_geometric_temporal.nn.recurrent.dygrae torch_geometric_temporal.nn.recurrent.evolvegcnh torch_geometric_temporal.nn.recurrent.evolvegcno torch_geometric_temporal.nn.recurrent.gc_lstm torch_geometric_temporal.nn.recurrent.gconv_gru torch_geometric_temporal.nn.recurrent.gconv_lstm torch_geometric_temporal.nn.recurrent.lrgcn torch_geometric_temporal.nn.recurrent.mpnn_lstm torch_geometric_temporal.nn.recurrent.temporalgcn torch_geometric_temporal.signal.dynamic_graph_static_signal torch_geometric_temporal.signal.dynamic_graph_static_signal_batch torch_geometric_temporal.signal.dynamic_graph_temporal_signal torch_geometric_temporal.signal.dynamic_graph_temporal_signal_batch torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal_batch torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal_batch torch_geometric_temporal.signal.index_dataset torch_geometric_temporal.signal.static_graph_temporal_signal torch_geometric_temporal.signal.static_graph_temporal_signal_batch torch_geometric_temporal.signal.static_hetero_graph_temporal_signal torch_geometric_temporal.signal.static_hetero_graph_temporal_signal_batch torch_geometric_temporal.signal.temporal_signal_split

MontevideoBusDatasetLoader (class in torch_geometric_temporal.dataset.montevideo_bus) MPNNLSTM (class in torch_geometric_temporal.nn.recurrent.mpnn_lstm) MSTGCN (class in torch_geometric_temporal.nn.attention.mstgcn) MSTGCNBlock (class in torch_geometric_temporal.nn.attention.mstgcn) MTGNN (class in torch_geometric_temporal.nn.attention.mtgnn) MTGNNLayer (class in torch_geometric_temporal.nn.attention.mtgnn) MTMDatasetLoader (class in torch_geometric_temporal.dataset.mtm)

P

PedalMeDatasetLoader (class in torch_geometric_temporal.dataset.pedalme) PemsAllLADatasetLoader (class in torch_geometric_temporal.dataset.pemsAllLA)

PemsBayDatasetLoader (class in torch_geometric_temporal.dataset.pems_bay) PemsDatasetLoader (class in torch_geometric_temporal.dataset.pems)

S

SpatioTemporalAttention (class in torch_geometric_temporal.nn.attention.gman) SpatioTemporalEmbedding (class in torch_geometric_temporal.nn.attention.gman) StaticGraphTemporalSignal (class in torch_geometric_temporal.signal.static_graph_temporal_signal)

StaticGraphTemporalSignalBatch (class in torch_geometric_temporal.signal.static_graph_temporal_signal_batch) StaticHeteroGraphTemporalSignal (class in torch_geometric_temporal.signal.static_hetero_graph_temporal_signal) StaticHeteroGraphTemporalSignalBatch (class in torch_geometric_temporal.signal.static_hetero_graph_temporal_signal_batch) STConv (class in torch_geometric_temporal.nn.attention.stgcn)

T

TemporalConv (class in torch_geometric_temporal.nn.attention.stgcn) TGCN (class in torch_geometric_temporal.nn.recurrent.temporalgcn) TGCN2 (class in torch_geometric_temporal.nn.recurrent.temporalgcn) torch_geometric_temporal.dataset.chickenpox module torch_geometric_temporal.dataset.encovid module torch_geometric_temporal.dataset.metr_la module torch_geometric_temporal.dataset.montevideo_bus module torch_geometric_temporal.dataset.mtm module torch_geometric_temporal.dataset.pedalme module torch_geometric_temporal.dataset.pems module torch_geometric_temporal.dataset.pems_bay module torch_geometric_temporal.dataset.pemsAllLA module torch_geometric_temporal.dataset.wikimath module torch_geometric_temporal.dataset.windmilllarge module torch_geometric_temporal.dataset.windmillmedium module torch_geometric_temporal.dataset.windmillsmall module torch_geometric_temporal.nn.attention.astgcn module torch_geometric_temporal.nn.attention.dnntsp module torch_geometric_temporal.nn.attention.gman module torch_geometric_temporal.nn.attention.mstgcn module torch_geometric_temporal.nn.attention.mtgnn module torch_geometric_temporal.nn.attention.stgcn module torch_geometric_temporal.nn.attention.tsagcn module torch_geometric_temporal.nn.hetero.heterogclstm module torch_geometric_temporal.nn.recurrent.agcrn module torch_geometric_temporal.nn.recurrent.attentiontemporalgcn module

torch_geometric_temporal.nn.recurrent.dcrnn module torch_geometric_temporal.nn.recurrent.dygrae module torch_geometric_temporal.nn.recurrent.evolvegcnh module torch_geometric_temporal.nn.recurrent.evolvegcno module torch_geometric_temporal.nn.recurrent.gc_lstm module torch_geometric_temporal.nn.recurrent.gconv_gru module torch_geometric_temporal.nn.recurrent.gconv_lstm module torch_geometric_temporal.nn.recurrent.lrgcn module torch_geometric_temporal.nn.recurrent.mpnn_lstm module torch_geometric_temporal.nn.recurrent.temporalgcn module torch_geometric_temporal.signal.dynamic_graph_static_signal module torch_geometric_temporal.signal.dynamic_graph_static_signal_batch module torch_geometric_temporal.signal.dynamic_graph_temporal_signal module torch_geometric_temporal.signal.dynamic_graph_temporal_signal_batch module torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal module torch_geometric_temporal.signal.dynamic_hetero_graph_static_signal_batch module torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal module torch_geometric_temporal.signal.dynamic_hetero_graph_temporal_signal_batch module torch_geometric_temporal.signal.index_dataset module torch_geometric_temporal.signal.static_graph_temporal_signal module torch_geometric_temporal.signal.static_graph_temporal_signal_batch module torch_geometric_temporal.signal.static_hetero_graph_temporal_signal module torch_geometric_temporal.signal.static_hetero_graph_temporal_signal_batch module torch_geometric_temporal.signal.temporal_signal_split module TransformAttention (class in torch_geometric_temporal.nn.attention.gman)

U

UnitGCN (class in torch_geometric_temporal.nn.attention.tsagcn)

UnitTCN (class in torch_geometric_temporal.nn.attention.tsagcn)

W

WikiMathsDatasetLoader (class in torch_geometric_temporal.dataset.wikimath) WindmillOutputLargeDatasetLoader (class in torch_geometric_temporal.dataset.windmilllarge)

WindmillOutputMediumDatasetLoader (class in torch_geometric_temporal.dataset.windmillmedium) WindmillOutputSmallDatasetLoader (class in torch_geometric_temporal.dataset.windmillsmall)