Index

_

_add_external_information() (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset method) (libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset method) (libcity.data.dataset.traffic_state_od_dataset.TrafficStateOdDataset method) (libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset method) _add_external_information_3d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _add_external_information_4d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _add_external_information_6d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _build_lr_scheduler() (libcity.executor.traffic_state_executor.TrafficStateExecutor method) _build_optimizer() (libcity.executor.traffic_state_executor.TrafficStateExecutor method) (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) _build_scheduler() (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) _build_train_loss() (libcity.executor.dcrnn_executor.DCRNNExecutor method) (libcity.executor.eta_executor.ETAExecutor method) (libcity.executor.geml_executor.GEMLExecutor method) (libcity.executor.mtgnn_executor.MTGNNExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) _calculate_adjacency_matrix() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _divide_data() (libcity.data.dataset.eta_dataset.ETADataset method) _encode_traj() (libcity.data.dataset.eta_dataset.ETADataset method) _find_matched_sequence() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _gc() (libcity.model.traffic_speed_prediction.TGCN.TGCNCell method) _generate_data() (libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.cstn_dataset.CSTNDataset method) (libcity.data.dataset.dataset_subclass.CSTNDataset method) (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) (libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.STG2SeqDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _generate_input_data() (libcity.data.dataset.dataset_subclass.astgcn_dataset.ASTGCNDataset method) (libcity.data.dataset.dataset_subclass.ASTGCNDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _generate_train_val_test() (libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset method) (libcity.data.dataset.dataset_subclass.STDNDataset method) (libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.STG2SeqDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _get_candidates() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _get_external_array() (libcity.data.dataset.dataset_subclass.acfm_dataset.ACFMDataset method) (libcity.data.dataset.dataset_subclass.ACFMDataset method) (libcity.data.dataset.dataset_subclass.stresnet_dataset.STResNetDataset method) (libcity.data.dataset.dataset_subclass.STResNetDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) _get_sample_indices() (libcity.data.dataset.dataset_subclass.astgcn_dataset.ASTGCNDataset method) (libcity.data.dataset.dataset_subclass.ASTGCNDataset method) _get_scalar() (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _get_x_y() (libcity.model.traffic_speed_prediction.GTS.GTS method) _get_x_y_in_correct_dims() (libcity.model.traffic_speed_prediction.GTS.GTS method) _init_model() (libcity.model.traffic_flow_prediction.STDN.STDN method) _load_cache() (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) _load_cache_train_val_test() (libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset method) (libcity.data.dataset.dataset_subclass.STDNDataset method) (libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.STG2SeqDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_data() (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) _load_dyna() (libcity.data.dataset.eta_dataset.ETADataset method) (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset method) (libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset method) (libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset method) _load_dyna_3d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_ext() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method)

_load_ext_data() (libcity.data.dataset.dataset_subclass.acfm_dataset.ACFMDataset method) (libcity.data.dataset.dataset_subclass.ACFMDataset method) (libcity.data.dataset.dataset_subclass.stresnet_dataset.STResNetDataset method) (libcity.data.dataset.dataset_subclass.STResNetDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) _load_geo() (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset method) (libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset method) (libcity.data.dataset.traffic_state_od_dataset.TrafficStateOdDataset method) (libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset method) (libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator method) _load_geo_and_rel() (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) _load_grid_3d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_grid_4d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_grid_geo() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_grid_od_4d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_grid_od_6d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_grid_rel() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_od_4d() (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _load_rel() (libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) (libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.tgclstm_dataset.TGCLSTMDataset method) (libcity.data.dataset.dataset_subclass.TGCLSTMDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset method) (libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset method) (libcity.data.dataset.traffic_state_od_dataset.TrafficStateOdDataset method) (libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset method) _load_truth_dyna() (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) _load_usr() (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) _observation_probability() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _preprocess() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) _run_one_tra() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _save_atom() (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) _search_data() (libcity.data.dataset.dataset_subclass.astgcn_dataset.ASTGCNDataset method) (libcity.data.dataset.dataset_subclass.ASTGCNDataset method) _set_lon_lat_radius() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _split_train_val_test() (libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.CCRNNDataset method) (libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset method) (libcity.data.dataset.dataset_subclass.STG2SeqDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) _split_train_val_test_stdn() (libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset method) (libcity.data.dataset.dataset_subclass.STDNDataset method) _temporal_analysis() (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _train_epoch() (libcity.executor.chebconv_executor.ChebConvExecutor method) (libcity.executor.dcrnn_executor.DCRNNExecutor method) (libcity.executor.mtgnn_executor.MTGNNExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) _transmission_probability() (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) _valid_epoch() (libcity.executor.chebconv_executor.ChebConvExecutor method) (libcity.executor.dcrnn_executor.DCRNNExecutor method) (libcity.executor.mtgnn_executor.MTGNNExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method)

A

AbstractDataset (class in libcity.data.dataset.abstract_dataset) AbstractETAEncoder (class in libcity.data.dataset.eta_encoder.abstract_eta_encoder) AbstractEvaluator (class in libcity.evaluator.abstract_evaluator) AbstractExecutor (class in libcity.executor.abstract_executor) AbstractModel (class in libcity.model.abstract_model) AbstractTraditionExecutor (class in libcity.executor.abstract_tradition_executor) AbstractTraditionModel (class in libcity.model.abstract_traffic_tradition_model) AbstractTrafficStateModel (class in libcity.model.abstract_traffic_state_model) AbstractTrajectoryEncoder (class in libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder) acc() (in module libcity.evaluator.eval_funcs) ACFM (class in libcity.model.traffic_flow_prediction.ACFM) ACFMCommon (class in libcity.model.traffic_flow_prediction.ACFMCommon) ACFMDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.acfm_dataset) add_general_args() (in module libcity.utils.argument_list) add_hyper_args() (in module libcity.utils.argument_list) add_location() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) add_self_loops() (in module libcity.model.traffic_speed_prediction.STAGGCN) add_weight() (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) adjacency_iter() (libcity.model.road_representation.DeepWalk.Graph method) AGCRN (class in libcity.model.traffic_flow_prediction.AGCRN) AGCRNCell (class in libcity.model.traffic_flow_prediction.AGCRN) aggregate_neighbors() (libcity.model.road_representation.GAT.GATLayerImp3 method) AgnosticConvBlock (class in libcity.model.traffic_speed_prediction.ATDM) Alias (class in libcity.data.dataset.dataset_subclass.line_dataset) alias_draw() (in module libcity.data.dataset.dataset_subclass.gman_dataset) (in module libcity.model.road_representation.Node2Vec) alias_generation() (libcity.model.traffic_demand_prediction.DMVSTNet.VoseAlias method) alias_initialisation() (libcity.model.traffic_demand_prediction.DMVSTNet.VoseAlias method) alias_setup() (in module libcity.data.dataset.dataset_subclass.gman_dataset) (in module libcity.model.road_representation.Node2Vec)

Align (class in libcity.model.traffic_demand_prediction.STG2Seq) (class in libcity.model.traffic_speed_prediction.STGCN) angle2radian() (in module libcity.utils.GPS_utils) angular_dist() (in module libcity.utils.GPS_utils) append() (libcity.data.batch.Batch method) (libcity.data.batch.BatchPAD method) ASTGCN (class in libcity.model.traffic_flow_prediction.ASTGCN) ASTGCNBlock (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) ASTGCNCommon (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) ASTGCNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.astgcn_dataset) ASTGCNSubmodule (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) asym_adj() (in module libcity.model.traffic_speed_prediction.GWNET) ATDM (class in libcity.model.traffic_speed_prediction.ATDM) ATSTLSTM (class in libcity.model.trajectory_loc_prediction.ATSTLSTM) AtstlstmEncoder (class in libcity.data.dataset.trajectory_encoder.atstlstm_encoder) atten_pooling() (libcity.model.eta.DeepTTE.SpatioTemporal method) attention() (libcity.model.traffic_demand_prediction.CCRNN.EvolutionCell method) Attention3dBlock (class in libcity.model.traffic_flow_prediction.ResLSTM) AttentionBlock (class in libcity.model.traffic_flow_prediction.CRANN) AttentionC (class in libcity.model.traffic_demand_prediction.STG2Seq) AttentionCNN (class in libcity.model.traffic_flow_prediction.CRANN) AttentionT (class in libcity.model.traffic_demand_prediction.STG2Seq) Attn (class in libcity.model.trajectory_loc_prediction.ATSTLSTM) (class in libcity.model.trajectory_loc_prediction.DeepMove) (class in libcity.model.trajectory_loc_prediction.STAN) Attr (class in libcity.model.eta.DeepTTE) (class in libcity.model.eta.TTPNet) AutoEncoder (class in libcity.model.traffic_speed_prediction.AutoEncoder) AVWDCRNN (class in libcity.model.traffic_flow_prediction.AGCRN) AVWGCN (class in libcity.model.traffic_flow_prediction.AGCRN)

B

BahdanauDecoder (class in libcity.model.traffic_flow_prediction.CRANN) Batch (class in libcity.data.batch) BatchPAD (class in libcity.data.batch) Bi_torch() (libcity.model.traffic_speed_prediction.DKFN.DKFN method) bi_torch() (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) BnReluConv (class in libcity.model.traffic_flow_prediction.STResNet) (class in libcity.model.traffic_flow_prediction.STResNetCommon)

bpr_triplet_loss() (in module libcity.model.trajectory_loc_prediction.CARA) build() (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) build_deepwalk_corpus() (in module libcity.model.road_representation.DeepWalk) build_sparse_matrix() (in module libcity.model.utils) build_tree() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) build_vocab() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method)

C

caculate_time_sim() (in module libcity.utils.dataset) cal_adj() (libcity.model.traffic_speed_prediction.GWNET.GWNET method) cal_attention() (in module libcity.model.traffic_flow_prediction.DSAN) cal_basetime() (in module libcity.utils.dataset) cal_inter() (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM method) cal_slot_distance() (in module libcity.model.trajectory_loc_prediction.HSTLSTM) cal_slot_distance_batch() (in module libcity.model.trajectory_loc_prediction.HSTLSTM) cal_timeoff() (in module libcity.utils.dataset) calculate_adj_mx_cluster() (libcity.data.dataset.dataset_subclass.hgcn_dataset.HGCNDataset method) (libcity.data.dataset.dataset_subclass.HGCNDataset method) calculate_cheb_poly() (in module libcity.model.traffic_speed_prediction.STGCN) calculate_first_approx() (in module libcity.model.traffic_speed_prediction.STGCN) calculate_loss() (libcity.model.abstract_model.AbstractModel method) (libcity.model.abstract_traffic_state_model.AbstractTrafficStateModel method) (libcity.model.eta.DeepTTE method) (libcity.model.eta.DeepTTE.DeepTTE method) (libcity.model.eta.TTPNet method) (libcity.model.eta.TTPNet.TTPNet method) (libcity.model.road_representation.ChebConv method) (libcity.model.road_representation.ChebConv.ChebConv method) (libcity.model.road_representation.GAT method) (libcity.model.road_representation.GAT.GAT method) (libcity.model.road_representation.GeomGCN method) (libcity.model.road_representation.GeomGCN.GeomGCN method) (libcity.model.road_representation.LINE method) (libcity.model.road_representation.LINE.LINE method) (libcity.model.traffic_accident_prediction.GSNet method) (libcity.model.traffic_accident_prediction.GSNet.GSNet method) (libcity.model.traffic_demand_prediction.CCRNN.CCRNN method) (libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet method) (libcity.model.traffic_demand_prediction.STG2Seq.STG2Seq method) (libcity.model.traffic_flow_prediction.ACFM.ACFM method) (libcity.model.traffic_flow_prediction.ACFMCommon.ACFMCommon method) (libcity.model.traffic_flow_prediction.AGCRN.AGCRN method) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCN method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNCommon method) (libcity.model.traffic_flow_prediction.CONVGCN.CONVGCN method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.CONVGCNCommon method) (libcity.model.traffic_flow_prediction.CRANN.CRANN method) (libcity.model.traffic_flow_prediction.DGCN.DGCN method) (libcity.model.traffic_flow_prediction.DSAN.DSAN method) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCN method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNCommon method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.MultiSTGCnet method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.MultiSTGCnetCommon method) (libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM method) (libcity.model.traffic_flow_prediction.STDN.STDN method) (libcity.model.traffic_flow_prediction.STNN.STNN method) (libcity.model.traffic_flow_prediction.STResNet.STResNet method) (libcity.model.traffic_flow_prediction.STResNetCommon.STResNetCommon method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCN method) (libcity.model.traffic_flow_prediction.ToGCN.ToGCN method) (libcity.model.traffic_od_prediction.CSTN method) (libcity.model.traffic_od_prediction.CSTN.CSTN method) (libcity.model.traffic_od_prediction.GEML method) (libcity.model.traffic_od_prediction.GEML.GEML method) (libcity.model.traffic_speed_prediction.ATDM.ATDM method) (libcity.model.traffic_speed_prediction.AutoEncoder.AutoEncoder method) (libcity.model.traffic_speed_prediction.DCRNN.DCRNN method) (libcity.model.traffic_speed_prediction.DKFN.DKFN method) (libcity.model.traffic_speed_prediction.FNN.FNN method) (libcity.model.traffic_speed_prediction.GMAN.GMAN method) (libcity.model.traffic_speed_prediction.GTS.GTS method) (libcity.model.traffic_speed_prediction.GWNET.GWNET method) (libcity.model.traffic_speed_prediction.HGCN.HGCN method) (libcity.model.traffic_speed_prediction.MTGNN.MTGNN method) (libcity.model.traffic_speed_prediction.RNN.RNN method) (libcity.model.traffic_speed_prediction.Seq2Seq.Seq2Seq method) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCN method) (libcity.model.traffic_speed_prediction.STGCN.STGCN method) (libcity.model.traffic_speed_prediction.STMGAT.STMGAT method) (libcity.model.traffic_speed_prediction.STTN.STTN method) (libcity.model.traffic_speed_prediction.TemplateTSP.TemplateTSP method) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) (libcity.model.traffic_speed_prediction.TGCN.TGCN method) (libcity.model.trajectory_loc_prediction.ATSTLSTM.ATSTLSTM method) (libcity.model.trajectory_loc_prediction.CARA.CARA method) (libcity.model.trajectory_loc_prediction.DeepMove.DeepMove method) (libcity.model.trajectory_loc_prediction.FPMC.FPMC method) (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN method) (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM method) (libcity.model.trajectory_loc_prediction.LSTPM.LSTPM method) (libcity.model.trajectory_loc_prediction.RNN.RNN method) (libcity.model.trajectory_loc_prediction.SERM.SERM method) (libcity.model.trajectory_loc_prediction.STAN.STAN method) (libcity.model.trajectory_loc_prediction.STRNN.STRNN method) (libcity.model.trajectory_loc_prediction.TemplateTLP.TemplateTLP method) calculate_normalized_laplacian() (in module libcity.model.traffic_flow_prediction.ResLSTM) (in module libcity.model.traffic_speed_prediction.DCRNN) (in module libcity.model.traffic_speed_prediction.GWNET) (in module libcity.model.traffic_speed_prediction.TGCN) (in module libcity.model.utils) calculate_random_walk_matrix() (in module libcity.model.traffic_speed_prediction.DCRNN) (in module libcity.model.utils) calculate_reverse_random_walk_matrix() (in module libcity.model.traffic_speed_prediction.DCRNN) calculate_scaled_laplacian() (in module libcity.model.traffic_speed_prediction.DCRNN) (in module libcity.model.traffic_speed_prediction.GWNET) (in module libcity.model.traffic_speed_prediction.STGCN) (in module libcity.model.utils)

CARA (class in libcity.model.trajectory_loc_prediction.CARA) CARA1 (class in libcity.model.trajectory_loc_prediction.CARA) CARALocPredEvaluator (class in libcity.evaluator.cara_loc_pred_evaluator) CARATrajectoryEncoder (class in libcity.data.dataset.trajectory_encoder.cara_encoder) CBAAttention (class in libcity.model.traffic_flow_prediction.STDN) CCRNN (class in libcity.model.traffic_demand_prediction.CCRNN) CCRNNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.ccrnn_dataset) cheb_poly() (in module libcity.model.traffic_demand_prediction.STG2Seq) cheb_polynomial() (in module libcity.model.traffic_flow_prediction.ASTGCN) (in module libcity.model.traffic_flow_prediction.ASTGCNCommon) (in module libcity.model.traffic_flow_prediction.DGCN) (in module libcity.model.traffic_flow_prediction.MSTGCN) (in module libcity.model.traffic_flow_prediction.MSTGCNCommon) ChebConv (class in libcity.model.road_representation) (class in libcity.model.road_representation.ChebConv) (class in libcity.model.traffic_flow_prediction.MSTGCN) (class in libcity.model.traffic_flow_prediction.MSTGCNCommon) ChebConvDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.chebconv_dataset) ChebConvExecutor (class in libcity.executor.chebconv_executor) ChebConvModule (class in libcity.model.road_representation.ChebConv) ChebConvWithSAt (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) check_forward_hidden() (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell method) check_forward_input() (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTM method) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell method) check_self_loops() (libcity.model.road_representation.DeepWalk.Graph method) Chomp1d (class in libcity.model.traffic_speed_prediction.STAGGCN) clear() (libcity.evaluator.abstract_evaluator.AbstractEvaluator method) (libcity.evaluator.cara_loc_pred_evaluator.CARALocPredEvaluator method) (libcity.evaluator.eta_evaluator.ETAEvaluator method) (libcity.evaluator.geosan_evaluator.GeoSANEvaluator method) (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) (libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator method) (libcity.evaluator.traffic_state_evaluator.TrafficStateEvaluator method) (libcity.evaluator.traj_loc_pred_evaluator.TrajLocPredEvaluator method) clip() (in module libcity.data.dataset.dataset_subclass.geosan_dataset) CNN (class in libcity.model.traffic_od_prediction.CSTN) collect() (libcity.evaluator.abstract_evaluator.AbstractEvaluator method) (libcity.evaluator.cara_loc_pred_evaluator.CARALocPredEvaluator method) (libcity.evaluator.eta_evaluator.ETAEvaluator method) (libcity.evaluator.geosan_evaluator.GeoSANEvaluator method) (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) (libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator method) (libcity.evaluator.traffic_accident_evaluator.TrafficAccidentEvaluator method) (libcity.evaluator.traffic_state_evaluator.TrafficStateEvaluator method) (libcity.evaluator.traj_loc_pred_evaluator.TrajLocPredEvaluator method) collect_fn_quadkey() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset static method) (libcity.data.dataset.dataset_subclass.GeoSANDataset static method) ConcatConv (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) config (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder attribute) (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder attribute) ConfigParser (class in libcity.config.config_parser) construct_adj() (in module libcity.model.traffic_flow_prediction.STSGCN) construct_slots() (in module libcity.model.trajectory_loc_prediction.HSTLSTM) conv3x3() (in module libcity.model.traffic_flow_prediction.STResNet) (in module libcity.model.traffic_flow_prediction.STResNetCommon) ConvBlock (class in libcity.model.traffic_flow_prediction.CRANN) (class in libcity.model.traffic_flow_prediction.ResLSTM) ConvGate (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) CONVGCN (class in libcity.model.traffic_flow_prediction.CONVGCN) CONVGCNCommon (class in libcity.model.traffic_flow_prediction.CONVGCNCommon) CONVGCNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.convgcn_dataset) ConvGRUCell (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) ConvLSTM (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) (class in libcity.model.traffic_od_prediction.CSTN) ConvLSTMCell (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) (class in libcity.model.traffic_od_prediction.CSTN) ConvRegBlock (class in libcity.model.traffic_speed_prediction.ATDM) Convs (class in libcity.model.traffic_flow_prediction.DSAN) ConvST (class in libcity.model.traffic_demand_prediction.STG2Seq) cosine_similarity_torch() (in module libcity.model.traffic_speed_prediction.GTS) count_parameters() (in module libcity.model.traffic_speed_prediction.DCRNN) (in module libcity.model.traffic_speed_prediction.GTS) CRANN (class in libcity.model.traffic_flow_prediction.CRANN) CRANNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.crann_dataset) create_look_ahead_mask() (in module libcity.model.traffic_flow_prediction.DSAN) create_masks() (in module libcity.model.traffic_flow_prediction.DSAN) create_threshold_mask() (in module libcity.model.traffic_flow_prediction.DSAN) create_threshold_mask_tar() (in module libcity.model.traffic_flow_prediction.DSAN) CSTN (class in libcity.model.traffic_od_prediction) (class in libcity.model.traffic_od_prediction.CSTN) CSTNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.cstn_dataset) cutter_filter() (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method)

D

DAE (class in libcity.model.traffic_flow_prediction.DSAN) data_feature (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder attribute) (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder attribute) DCGRUCell (class in libcity.model.traffic_demand_prediction.CCRNN) (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GTS) DCRNN (class in libcity.model.traffic_speed_prediction.DCRNN) DCRNNDecoder (class in libcity.model.traffic_demand_prediction.CCRNN) DCRNNEncoder (class in libcity.model.traffic_demand_prediction.CCRNN) DCRNNExecutor (class in libcity.executor.dcrnn_executor) Decoder (class in libcity.model.traffic_flow_prediction.ToGCN) (class in libcity.model.traffic_speed_prediction.Seq2Seq) decoder() (libcity.model.traffic_speed_prediction.DCRNN.DCRNN method) (libcity.model.traffic_speed_prediction.GTS.GTS method) DecoderLayer (class in libcity.model.traffic_flow_prediction.DSAN) DecoderModel (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GTS) DeepMove (class in libcity.model.trajectory_loc_prediction.DeepMove) DeepTTE (class in libcity.model.eta) (class in libcity.model.eta.DeepTTE)

DeeptteEncoder (class in libcity.data.dataset.eta_encoder) (class in libcity.data.dataset.eta_encoder.deeptte_encoder) DeepWalk (class in libcity.model.road_representation) (class in libcity.model.road_representation.DeepWalk) degree() (libcity.model.road_representation.DeepWalk.Graph method) destination() (in module libcity.utils.GPS_utils) DGCN (class in libcity.model.traffic_flow_prediction.DGCN) Dilated1D (class in libcity.model.traffic_speed_prediction.MTGNN) DilatedInception (class in libcity.model.traffic_speed_prediction.MTGNN) dist() (in module libcity.utils.GPS_utils) divide_data() (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method) DKFN (class in libcity.model.traffic_speed_prediction.DKFN) DMVSTNet (class in libcity.model.traffic_demand_prediction.DMVSTNet) DMVSTNetDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.dmvstnet_dataset) DSAN (class in libcity.model.traffic_flow_prediction.DSAN) DsanUse (class in libcity.model.traffic_flow_prediction.DSAN) DyMixprop (class in libcity.model.traffic_speed_prediction.MTGNN) DyNconv (class in libcity.model.traffic_speed_prediction.MTGNN)

E

edge_index_func() (libcity.data.dataset.dataset_subclass.staggcn_dataset.STAGGCNDataset method) (libcity.data.dataset.dataset_subclass.STAGGCNDataset method) Embed (class in libcity.model.trajectory_loc_prediction.STAN) Embedding (class in libcity.model.trajectory_loc_prediction.GeoSAN) EmbeddingMatrix (class in libcity.model.trajectory_loc_prediction.SERM) encode() (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder method) (libcity.data.dataset.eta_encoder.deeptte_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.ttpnet_encoder.TtpnetEncoder method) (libcity.data.dataset.eta_encoder.TtpnetEncoder method) (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder method) (libcity.data.dataset.trajectory_encoder.atstlstm_encoder.AtstlstmEncoder method) (libcity.data.dataset.trajectory_encoder.cara_encoder.CARATrajectoryEncoder method) (libcity.data.dataset.trajectory_encoder.hstlstm_encoder.HstlstmEncoder method) (libcity.data.dataset.trajectory_encoder.lstpm_encoder.LstpmEncoder method) (libcity.data.dataset.trajectory_encoder.serm_encoder.SermEncoder method) (libcity.data.dataset.trajectory_encoder.stan_encoder.StanEncoder method) (libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.StandardTrajectoryEncoder method) (libcity.data.dataset.trajectory_encoder.strnn_encoder.StrnnEncoder method) encode_traj() (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method) Encoder (class in libcity.model.traffic_flow_prediction.ToGCN) (class in libcity.model.traffic_speed_prediction.Seq2Seq) (class in libcity.model.traffic_speed_prediction.STTN) encoder() (libcity.model.traffic_speed_prediction.DCRNN.DCRNN method) (libcity.model.traffic_speed_prediction.GTS.GTS method) EncoderLayer (class in libcity.model.traffic_flow_prediction.DSAN) EncoderLSTM (class in libcity.model.traffic_flow_prediction.CRANN) EncoderModel (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GTS) ensure_dir() (in module libcity.utils.utils) EntireEstimator (class in libcity.model.eta.DeepTTE) equirectangular_approximation() (in module libcity.utils.GPS_utils) ETADataset (class in libcity.data.dataset.eta_dataset) ETAEvaluator (class in libcity.evaluator.eta_evaluator)

ETAExecutor (class in libcity.executor.eta_executor) euclidean_dist() (in module libcity.data.dataset.trajectory_encoder.strnn_encoder) eval_on_batch() (libcity.model.eta.DeepTTE.EntireEstimator method) (libcity.model.eta.DeepTTE.LocalEstimator method) evaluate() (libcity.evaluator.abstract_evaluator.AbstractEvaluator method) (libcity.evaluator.cara_loc_pred_evaluator.CARALocPredEvaluator method) (libcity.evaluator.eta_evaluator.ETAEvaluator method) (libcity.evaluator.geosan_evaluator.GeoSANEvaluator method) (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) (libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator method) (libcity.evaluator.traffic_state_evaluator.TrafficStateEvaluator method) (libcity.evaluator.traj_loc_pred_evaluator.TrajLocPredEvaluator method) (libcity.executor.abstract_executor.AbstractExecutor method) (libcity.executor.abstract_tradition_executor.AbstractTraditionExecutor method) (libcity.executor.chebconv_executor.ChebConvExecutor method) (libcity.executor.eta_executor.ETAExecutor method) (libcity.executor.geml_executor.GEMLExecutor method) (libcity.executor.gensim_executor.GensimExecutor method) (libcity.executor.geosan_executor.GeoSANExecutor method) (libcity.executor.line_executor.LINEExecutor method) (libcity.executor.map_matching_executor.MapMatchingExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) evaluate_model() (in module libcity.evaluator.utils) evaluate_temp_att() (libcity.model.traffic_flow_prediction.CRANN.CRANN method) EvolutionCell (class in libcity.model.traffic_demand_prediction.CCRNN) ex_encoding() (in module libcity.model.traffic_flow_prediction.DSAN) exhaustive_search() (in module libcity.executor.hyper_tuning) ExhaustiveSearchError explained_variance_score_np() (in module libcity.model.loss) explained_variance_score_torch() (in module libcity.model.loss) explicit_broadcast() (libcity.model.road_representation.GAT.GATLayerImp3 method) external_block() (libcity.model.traffic_flow_prediction.ACFM.ExtNN method) (libcity.model.traffic_flow_prediction.ACFMCommon.ExtNN method) ExtNN (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) extra_repr() (libcity.model.traffic_speed_prediction.MTGNN.LayerNorm method)

F

F1_Score_torch() (in module libcity.evaluator.eval_funcs) FC (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GMAN) (class in libcity.model.traffic_speed_prediction.GTS) feature_dict (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder attribute) (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder attribute) feature_max_len (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder attribute) FilterLinear (class in libcity.model.traffic_speed_prediction.DKFN) (class in libcity.model.traffic_speed_prediction.TGCLSTM) find() (libcity.data.dataset.map_matching_dataset.UnionSet method) find_lcs() (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) fn() (libcity.executor.hyper_tuning.HyperTuning method) FNN (class in libcity.model.traffic_speed_prediction.FNN) forward() (libcity.data.dataset.dataset_subclass.geosan_dataset.KNNSampler method) (libcity.model.eta.DeepTTE method) (libcity.model.eta.DeepTTE.Attr method) (libcity.model.eta.DeepTTE.DeepTTE method) (libcity.model.eta.DeepTTE.EntireEstimator method) (libcity.model.eta.DeepTTE.GeoConv method) (libcity.model.eta.DeepTTE.LocalEstimator method) (libcity.model.eta.DeepTTE.SpatioTemporal method) (libcity.model.eta.TTPNet method) (libcity.model.eta.TTPNet.Attr method) (libcity.model.eta.TTPNet.LongSpeed method) (libcity.model.eta.TTPNet.PredictionBiLSTM method) (libcity.model.eta.TTPNet.Road method) (libcity.model.eta.TTPNet.RoadLSTM method) (libcity.model.eta.TTPNet.ShortSpeed method) (libcity.model.eta.TTPNet.SpeedLSTM method) (libcity.model.eta.TTPNet.TTPNet method) (libcity.model.road_representation.ChebConv method) (libcity.model.road_representation.ChebConv.ChebConv method) (libcity.model.road_representation.ChebConv.ChebConvModule method) (libcity.model.road_representation.GAT method) (libcity.model.road_representation.GAT.GAT method) (libcity.model.road_representation.GAT.GATLayerImp1 method) (libcity.model.road_representation.GAT.GATLayerImp2 method) (libcity.model.road_representation.GAT.GATLayerImp3 method) (libcity.model.road_representation.GeomGCN method) (libcity.model.road_representation.GeomGCN.GeomGCN method) (libcity.model.road_representation.GeomGCN.GeomGCNNet method) (libcity.model.road_representation.GeomGCN.GeomGCNSingleChannel method) (libcity.model.road_representation.LINE method) (libcity.model.road_representation.LINE.LINE method) (libcity.model.road_representation.LINE.LINE_FIRST method) (libcity.model.road_representation.LINE.LINE_SECOND method) (libcity.model.traffic_accident_prediction.GSNet method) (libcity.model.traffic_accident_prediction.GSNet.GCNLayer method) (libcity.model.traffic_accident_prediction.GSNet.GSNet method) (libcity.model.traffic_accident_prediction.GSNet.STGeoModule method) (libcity.model.traffic_accident_prediction.GSNet.STSemModule method) (libcity.model.traffic_demand_prediction.CCRNN.CCRNN method) (libcity.model.traffic_demand_prediction.CCRNN.DCGRUCell method) (libcity.model.traffic_demand_prediction.CCRNN.DCRNNDecoder method) (libcity.model.traffic_demand_prediction.CCRNN.DCRNNEncoder method) (libcity.model.traffic_demand_prediction.CCRNN.EvolutionCell method) (libcity.model.traffic_demand_prediction.CCRNN.GraphConv method) (libcity.model.traffic_demand_prediction.CCRNN.GraphConvMx method) (libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet method) (libcity.model.traffic_demand_prediction.DMVSTNet.Line method) (libcity.model.traffic_demand_prediction.DMVSTNet.SemanticView method) (libcity.model.traffic_demand_prediction.DMVSTNet.SpatialViewConv method) (libcity.model.traffic_demand_prediction.DMVSTNet.TemporalView method) (libcity.model.traffic_demand_prediction.STG2Seq.Align method) (libcity.model.traffic_demand_prediction.STG2Seq.AttentionC method) (libcity.model.traffic_demand_prediction.STG2Seq.AttentionT method) (libcity.model.traffic_demand_prediction.STG2Seq.ConvST method) (libcity.model.traffic_demand_prediction.STG2Seq.STG2Seq method) (libcity.model.traffic_flow_prediction.ACFM.ACFM method) (libcity.model.traffic_flow_prediction.ACFM.ConcatConv method) (libcity.model.traffic_flow_prediction.ACFM.ConvGate method) (libcity.model.traffic_flow_prediction.ACFM.ConvGRUCell method) (libcity.model.traffic_flow_prediction.ACFM.ConvLSTM method) (libcity.model.traffic_flow_prediction.ACFM.ConvLSTMCell method) (libcity.model.traffic_flow_prediction.ACFM.ExtNN method) (libcity.model.traffic_flow_prediction.ACFM.ResNN method) (libcity.model.traffic_flow_prediction.ACFM.ResUnit method) (libcity.model.traffic_flow_prediction.ACFMCommon.ACFMCommon method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConcatConv method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvGate method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvGRUCell method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTM method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTMCell method) (libcity.model.traffic_flow_prediction.ACFMCommon.ExtNN method) (libcity.model.traffic_flow_prediction.ACFMCommon.ResNN method) (libcity.model.traffic_flow_prediction.ACFMCommon.ResUnit method) (libcity.model.traffic_flow_prediction.AGCRN.AGCRN method) (libcity.model.traffic_flow_prediction.AGCRN.AGCRNCell method) (libcity.model.traffic_flow_prediction.AGCRN.AVWDCRNN method) (libcity.model.traffic_flow_prediction.AGCRN.AVWGCN method) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCN method) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNBlock method) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNSubmodule method) (libcity.model.traffic_flow_prediction.ASTGCN.ChebConvWithSAt method) (libcity.model.traffic_flow_prediction.ASTGCN.FusionLayer method) (libcity.model.traffic_flow_prediction.ASTGCN.SpatialAttentionLayer method) (libcity.model.traffic_flow_prediction.ASTGCN.TemporalAttentionLayer method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNBlock method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNCommon method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNSubmodule method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ChebConvWithSAt method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.SpatialAttentionLayer method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.TemporalAttentionLayer method) (libcity.model.traffic_flow_prediction.CONVGCN.CONVGCN method) (libcity.model.traffic_flow_prediction.CONVGCN.GCN method) (libcity.model.traffic_flow_prediction.CONVGCN.GraphConvolution method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.CONVGCNCommon method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.GCN method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.GraphConvolution method) (libcity.model.traffic_flow_prediction.CRANN.AttentionBlock method) (libcity.model.traffic_flow_prediction.CRANN.AttentionCNN method) (libcity.model.traffic_flow_prediction.CRANN.BahdanauDecoder method) (libcity.model.traffic_flow_prediction.CRANN.ConvBlock method) (libcity.model.traffic_flow_prediction.CRANN.CRANN method) (libcity.model.traffic_flow_prediction.CRANN.EncoderLSTM method) (libcity.model.traffic_flow_prediction.CRANN.MLP method) (libcity.model.traffic_flow_prediction.DGCN.DGCN method) (libcity.model.traffic_flow_prediction.DGCN.SATT_2 method) (libcity.model.traffic_flow_prediction.DGCN.SATT_3 method) (libcity.model.traffic_flow_prediction.DGCN.ST_BLOCK_2 method) (libcity.model.traffic_flow_prediction.DGCN.T_cheby_conv_ds method) (libcity.model.traffic_flow_prediction.DGCN.TATT_1 method) (libcity.model.traffic_flow_prediction.DSAN.Convs method) (libcity.model.traffic_flow_prediction.DSAN.DAE method) (libcity.model.traffic_flow_prediction.DSAN.DecoderLayer method) (libcity.model.traffic_flow_prediction.DSAN.DsanUse method) (libcity.model.traffic_flow_prediction.DSAN.EncoderLayer method) (libcity.model.traffic_flow_prediction.DSAN.MSA method) (libcity.model.traffic_flow_prediction.DSAN.SAD method) (libcity.model.traffic_flow_prediction.MSTGCN.ChebConv method) (libcity.model.traffic_flow_prediction.MSTGCN.FusionLayer method) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCN method) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNBlock method) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNSubmodule method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.ChebConv method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNBlock method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNCommon method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNSubmodule method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.MultiSTGCnet method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialBlock method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialComponent method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalBlock method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalComponent method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.MultiSTGCnetCommon method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialBlock method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialComponent method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalBlock method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalComponent method) (libcity.model.traffic_flow_prediction.ResLSTM.Attention3dBlock method) (libcity.model.traffic_flow_prediction.ResLSTM.ConvBlock method) (libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM method) (libcity.model.traffic_flow_prediction.ResLSTM.Unit method) (libcity.model.traffic_flow_prediction.STDN.CBAAttention method) (libcity.model.traffic_flow_prediction.STDN.STDN method) (libcity.model.traffic_flow_prediction.STNN.MLP method) (libcity.model.traffic_flow_prediction.STNN.STNN method) (libcity.model.traffic_flow_prediction.STResNet.BnReluConv method) (libcity.model.traffic_flow_prediction.STResNet.ResidualUnit method) (libcity.model.traffic_flow_prediction.STResNet.ResUnits method) (libcity.model.traffic_flow_prediction.STResNet.STResNet method) (libcity.model.traffic_flow_prediction.STResNet.TrainableEltwiseLayer method) (libcity.model.traffic_flow_prediction.STResNetCommon.BnReluConv method) (libcity.model.traffic_flow_prediction.STResNetCommon.ResidualUnit method) (libcity.model.traffic_flow_prediction.STResNetCommon.ResUnits method) (libcity.model.traffic_flow_prediction.STResNetCommon.STResNetCommon method) (libcity.model.traffic_flow_prediction.STResNetCommon.TrainableEltwiseLayer method) (libcity.model.traffic_flow_prediction.STSGCN.GcnOperation method) (libcity.model.traffic_flow_prediction.STSGCN.OutputLayer method) (libcity.model.traffic_flow_prediction.STSGCN.PositionEmbedding method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCL method) (libcity.model.traffic_flow_prediction.STSGCN.Stsgcm method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCN method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerIndividual method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerSharing method) (libcity.model.traffic_flow_prediction.ToGCN.Decoder method) (libcity.model.traffic_flow_prediction.ToGCN.Encoder method) (libcity.model.traffic_flow_prediction.ToGCN.GCN method) (libcity.model.traffic_flow_prediction.ToGCN.GraphConvolution method) (libcity.model.traffic_flow_prediction.ToGCN.ToGCN method) (libcity.model.traffic_od_prediction.CSTN method) (libcity.model.traffic_od_prediction.CSTN.CNN method) (libcity.model.traffic_od_prediction.CSTN.ConvLSTM method) (libcity.model.traffic_od_prediction.CSTN.ConvLSTMCell method) (libcity.model.traffic_od_prediction.CSTN.CSTN method) (libcity.model.traffic_od_prediction.CSTN.GCC method) (libcity.model.traffic_od_prediction.CSTN.LSC method) (libcity.model.traffic_od_prediction.CSTN.MLP method) (libcity.model.traffic_od_prediction.CSTN.TEC method) (libcity.model.traffic_od_prediction.GEML method) (libcity.model.traffic_od_prediction.GEML.GCN method) (libcity.model.traffic_od_prediction.GEML.GEML method) (libcity.model.traffic_od_prediction.GEML.GraphConvolution method) (libcity.model.traffic_od_prediction.GEML.MutiLearning method) (libcity.model.traffic_od_prediction.GEML.SLSTM method) (libcity.model.traffic_speed_prediction.ATDM.AgnosticConvBlock method) (libcity.model.traffic_speed_prediction.ATDM.ATDM method) (libcity.model.traffic_speed_prediction.ATDM.ConvRegBlock method) (libcity.model.traffic_speed_prediction.ATDM.SANN method) (libcity.model.traffic_speed_prediction.AutoEncoder.AutoEncoder method) (libcity.model.traffic_speed_prediction.DCRNN.DCGRUCell method) (libcity.model.traffic_speed_prediction.DCRNN.DCRNN method) (libcity.model.traffic_speed_prediction.DCRNN.DecoderModel method) (libcity.model.traffic_speed_prediction.DCRNN.EncoderModel method) (libcity.model.traffic_speed_prediction.DCRNN.FC method) (libcity.model.traffic_speed_prediction.DCRNN.GCONV method) (libcity.model.traffic_speed_prediction.DKFN.DKFN method) (libcity.model.traffic_speed_prediction.DKFN.FilterLinear method) (libcity.model.traffic_speed_prediction.FNN.FNN method) (libcity.model.traffic_speed_prediction.GMAN.FC method) (libcity.model.traffic_speed_prediction.GMAN.GatedFusion method) (libcity.model.traffic_speed_prediction.GMAN.GMAN method) (libcity.model.traffic_speed_prediction.GMAN.SpatialAttention method) (libcity.model.traffic_speed_prediction.GMAN.STAttBlock method) (libcity.model.traffic_speed_prediction.GMAN.STEmbedding method) (libcity.model.traffic_speed_prediction.GMAN.TemporalAttention method) (libcity.model.traffic_speed_prediction.GMAN.TransformAttention method) (libcity.model.traffic_speed_prediction.GTS.DCGRUCell method) (libcity.model.traffic_speed_prediction.GTS.DecoderModel method) (libcity.model.traffic_speed_prediction.GTS.EncoderModel method) (libcity.model.traffic_speed_prediction.GTS.FC method) (libcity.model.traffic_speed_prediction.GTS.GCONV method) (libcity.model.traffic_speed_prediction.GTS.GTS method) (libcity.model.traffic_speed_prediction.GWNET.GCN method) (libcity.model.traffic_speed_prediction.GWNET.GWNET method) (libcity.model.traffic_speed_prediction.GWNET.Linear method) (libcity.model.traffic_speed_prediction.GWNET.NConv method) (libcity.model.traffic_speed_prediction.HGCN.gate method) (libcity.model.traffic_speed_prediction.HGCN.GCNPool method) (libcity.model.traffic_speed_prediction.HGCN.HGCN method) (libcity.model.traffic_speed_prediction.HGCN.linear_time method) (libcity.model.traffic_speed_prediction.HGCN.multi_gcn_time method) (libcity.model.traffic_speed_prediction.HGCN.nconv method) (libcity.model.traffic_speed_prediction.HGCN.TATT_1 method) (libcity.model.traffic_speed_prediction.HGCN.Transmit method) (libcity.model.traffic_speed_prediction.MTGNN.Dilated1D method) (libcity.model.traffic_speed_prediction.MTGNN.DilatedInception method) (libcity.model.traffic_speed_prediction.MTGNN.DyMixprop method) (libcity.model.traffic_speed_prediction.MTGNN.DyNconv method) (libcity.model.traffic_speed_prediction.MTGNN.GraphConstructor method) (libcity.model.traffic_speed_prediction.MTGNN.GraphDirected method) (libcity.model.traffic_speed_prediction.MTGNN.GraphGlobal method) (libcity.model.traffic_speed_prediction.MTGNN.GraphUndirected method) (libcity.model.traffic_speed_prediction.MTGNN.LayerNorm method) (libcity.model.traffic_speed_prediction.MTGNN.Linear method) (libcity.model.traffic_speed_prediction.MTGNN.MixProp method) (libcity.model.traffic_speed_prediction.MTGNN.MTGNN method) (libcity.model.traffic_speed_prediction.MTGNN.NConv method) (libcity.model.traffic_speed_prediction.MTGNN.Prop method) (libcity.model.traffic_speed_prediction.RNN.RNN method) (libcity.model.traffic_speed_prediction.Seq2Seq.Decoder method) (libcity.model.traffic_speed_prediction.Seq2Seq.Encoder method) (libcity.model.traffic_speed_prediction.Seq2Seq.Seq2Seq method) (libcity.model.traffic_speed_prediction.STAGGCN.Chomp1d method) (libcity.model.traffic_speed_prediction.STAGGCN.GATConv method) (libcity.model.traffic_speed_prediction.STAGGCN.LearnedGCN method) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCN method) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCNModel method) (libcity.model.traffic_speed_prediction.STAGGCN.STCell method) (libcity.model.traffic_speed_prediction.STAGGCN.TemporalBlock method) (libcity.model.traffic_speed_prediction.STAGGCN.TemporalConvNet method) (libcity.model.traffic_speed_prediction.STGCN.Align method) (libcity.model.traffic_speed_prediction.STGCN.FullyConvLayer method) (libcity.model.traffic_speed_prediction.STGCN.OutputLayer method) (libcity.model.traffic_speed_prediction.STGCN.SpatioConvLayer method) (libcity.model.traffic_speed_prediction.STGCN.STConvBlock method) (libcity.model.traffic_speed_prediction.STGCN.STGCN method) (libcity.model.traffic_speed_prediction.STGCN.TemporalConvLayer method) (libcity.model.traffic_speed_prediction.STMGAT.STMGAT method) (libcity.model.traffic_speed_prediction.STTN.Encoder method) (libcity.model.traffic_speed_prediction.STTN.GCN method) (libcity.model.traffic_speed_prediction.STTN.GraphConvolution method) (libcity.model.traffic_speed_prediction.STTN.SSelfAttention method) (libcity.model.traffic_speed_prediction.STTN.STransformer method) (libcity.model.traffic_speed_prediction.STTN.STTN method) (libcity.model.traffic_speed_prediction.STTN.STTransformerBlock method) (libcity.model.traffic_speed_prediction.STTN.Transformer method) (libcity.model.traffic_speed_prediction.STTN.TSelfAttention method) (libcity.model.traffic_speed_prediction.STTN.TTransformer method) (libcity.model.traffic_speed_prediction.TemplateTSP.TemplateTSP method) (libcity.model.traffic_speed_prediction.TGCLSTM.FilterLinear method) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) (libcity.model.traffic_speed_prediction.TGCN.TGCN method) (libcity.model.traffic_speed_prediction.TGCN.TGCNCell method) (libcity.model.trajectory_loc_prediction.ATSTLSTM.ATSTLSTM method) (libcity.model.trajectory_loc_prediction.ATSTLSTM.Attn method) (libcity.model.trajectory_loc_prediction.CARA.CARA method) (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) (libcity.model.trajectory_loc_prediction.CARA.Recommender method) (libcity.model.trajectory_loc_prediction.DeepMove.Attn method) (libcity.model.trajectory_loc_prediction.DeepMove.DeepMove method) (libcity.model.trajectory_loc_prediction.FPMC.FPMC method) (libcity.model.trajectory_loc_prediction.GeoSAN.Embedding method) (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN method) (libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEmbedding method) (libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEncoding method) (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM method) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTM method) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell method) (libcity.model.trajectory_loc_prediction.LSTPM.LSTPM method) (libcity.model.trajectory_loc_prediction.RNN.RNN method) (libcity.model.trajectory_loc_prediction.SERM.EmbeddingMatrix method) (libcity.model.trajectory_loc_prediction.SERM.SERM method) (libcity.model.trajectory_loc_prediction.STAN.Attn method) (libcity.model.trajectory_loc_prediction.STAN.Embed method) (libcity.model.trajectory_loc_prediction.STAN.MultiEmbed method) (libcity.model.trajectory_loc_prediction.STAN.SelfAttn method) (libcity.model.trajectory_loc_prediction.STAN.STAN method) (libcity.model.trajectory_loc_prediction.STRNN.STRNN method)

fourth_pro() (libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM method) FPMC (class in libcity.model.trajectory_loc_prediction.FPMC) from_numpy() (in module libcity.model.road_representation.DeepWalk) fulla() (libcity.model.traffic_speed_prediction.MTGNN.GraphConstructor method) FullyConvLayer (class in libcity.model.traffic_speed_prediction.STGCN) FusionLayer (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.MSTGCN)

G

GAT (class in libcity.model.road_representation) (class in libcity.model.road_representation.GAT) GATConv (class in libcity.model.traffic_speed_prediction.STAGGCN) gate (class in libcity.model.traffic_speed_prediction.HGCN) GatedFusion (class in libcity.model.traffic_speed_prediction.GMAN) GATLayer (class in libcity.model.road_representation.GAT) GATLayerImp1 (class in libcity.model.road_representation.GAT) GATLayerImp2 (class in libcity.model.road_representation.GAT) GATLayerImp3 (class in libcity.model.road_representation.GAT) GCC (class in libcity.model.traffic_od_prediction.CSTN) GCN (class in libcity.model.traffic_flow_prediction.CONVGCN) (class in libcity.model.traffic_flow_prediction.CONVGCNCommon) (class in libcity.model.traffic_flow_prediction.ToGCN) (class in libcity.model.traffic_od_prediction.GEML) (class in libcity.model.traffic_speed_prediction.GWNET) (class in libcity.model.traffic_speed_prediction.STTN) GCNLayer (class in libcity.model.traffic_accident_prediction.GSNet) GcnOperation (class in libcity.model.traffic_flow_prediction.STSGCN) GCNPool (class in libcity.model.traffic_speed_prediction.HGCN) GCONV (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GTS) GEML (class in libcity.model.traffic_od_prediction) (class in libcity.model.traffic_od_prediction.GEML) GEMLExecutor (class in libcity.executor.geml_executor) gen_data_feature() (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder method) (libcity.data.dataset.eta_encoder.deeptte_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.ttpnet_encoder.TtpnetEncoder method) (libcity.data.dataset.eta_encoder.TtpnetEncoder method) (libcity.data.dataset.trajectory_encoder.atstlstm_encoder.AtstlstmEncoder method) (libcity.data.dataset.trajectory_encoder.cara_encoder.CARATrajectoryEncoder method) (libcity.data.dataset.trajectory_encoder.hstlstm_encoder.HstlstmEncoder method) (libcity.data.dataset.trajectory_encoder.lstpm_encoder.LstpmEncoder method) (libcity.data.dataset.trajectory_encoder.serm_encoder.SermEncoder method) (libcity.data.dataset.trajectory_encoder.stan_encoder.StanEncoder method) (libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.StandardTrajectoryEncoder method) (libcity.data.dataset.trajectory_encoder.strnn_encoder.StrnnEncoder method) gen_scalar_data_feature() (libcity.data.dataset.eta_encoder.deeptte_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.DeeptteEncoder method) (libcity.data.dataset.eta_encoder.ttpnet_encoder.TtpnetEncoder method) (libcity.data.dataset.eta_encoder.TtpnetEncoder method) generate_dataloader() (in module libcity.data.utils) generate_dataloader_pad() (in module libcity.data.utils) generate_geo_adj() (in module libcity.model.traffic_od_prediction.GEML) generate_semantic_adj() (in module libcity.model.traffic_od_prediction.GEML) generate_x() (libcity.model.traffic_flow_prediction.DSAN.DSAN method) GensimExecutor (class in libcity.executor.gensim_executor) geo_distance() (in module libcity.data.dataset.eta_encoder.deeptte_encoder) (in module libcity.data.dataset.eta_encoder.ttpnet_encoder) GeoConv (class in libcity.model.eta.DeepTTE) geodistance() (in module libcity.data.dataset.trajectory_encoder.lstpm_encoder) GeomGCN (class in libcity.model.road_representation) (class in libcity.model.road_representation.GeomGCN) GeomGCNNet (class in libcity.model.road_representation.GeomGCN) GeomGCNSingleChannel (class in libcity.model.road_representation.GeomGCN) GeoSAN (class in libcity.model.trajectory_loc_prediction.GeoSAN) GeoSANDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.geosan_dataset) GeoSANEvaluator (class in libcity.evaluator.geosan_evaluator) GeoSANExecutor (class in libcity.executor.geosan_executor) get() (libcity.config.config_parser.ConfigParser method) get_alias_edge() (libcity.data.dataset.dataset_subclass.gman_dataset.Graph method) (libcity.model.road_representation.Node2Vec.Graph method) get_angles() (in module libcity.model.traffic_flow_prediction.DSAN) get_cheb_polynomial() (in module libcity.model.utils) get_cluster() (libcity.data.dataset.dataset_subclass.hgcn_dataset.HGCNDataset method) (libcity.data.dataset.dataset_subclass.HGCNDataset method) get_data() (libcity.data.dataset.abstract_dataset.AbstractDataset method) (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.crann_dataset.CRANNDataset method) (libcity.data.dataset.dataset_subclass.CRANNDataset method) (libcity.data.dataset.dataset_subclass.cstn_dataset.CSTNDataset method) (libcity.data.dataset.dataset_subclass.CSTNDataset method) (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset method) (libcity.data.dataset.dataset_subclass.STDNDataset method) (libcity.data.dataset.eta_dataset.ETADataset method) (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) (libcity.data.dataset.roadnetwork_dataset.RoadNetWorkDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method) get_data_feature() (libcity.data.dataset.abstract_dataset.AbstractDataset method) (libcity.data.dataset.dataset_subclass.acfm_dataset.ACFMDataset method) (libcity.data.dataset.dataset_subclass.ACFMDataset method) (libcity.data.dataset.dataset_subclass.astgcn_dataset.ASTGCNDataset method) (libcity.data.dataset.dataset_subclass.ASTGCNDataset method) (libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.ChebConvDataset method) (libcity.data.dataset.dataset_subclass.cstn_dataset.CSTNDataset method) (libcity.data.dataset.dataset_subclass.CSTNDataset method) (libcity.data.dataset.dataset_subclass.dmvstnet_dataset.DMVSTNetDataset method) (libcity.data.dataset.dataset_subclass.DMVSTNetDataset method) (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.gman_dataset.GMANDataset method) (libcity.data.dataset.dataset_subclass.GMANDataset method) (libcity.data.dataset.dataset_subclass.gsnet_dataset.GSNetDataset method) (libcity.data.dataset.dataset_subclass.GSNetDataset method) (libcity.data.dataset.dataset_subclass.gts_dataset.GTSDataset method) (libcity.data.dataset.dataset_subclass.GTSDataset method) (libcity.data.dataset.dataset_subclass.hgcn_dataset.HGCNDataset method) (libcity.data.dataset.dataset_subclass.HGCNDataset method) (libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset method) (libcity.data.dataset.dataset_subclass.LINEDataset method) (libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.MultiSTGCnetDataset method) (libcity.data.dataset.dataset_subclass.MultiSTGCnetDataset method) (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.staggcn_dataset.STAGGCNDataset method) (libcity.data.dataset.dataset_subclass.STAGGCNDataset method) (libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset method) (libcity.data.dataset.dataset_subclass.STDNDataset method) (libcity.data.dataset.dataset_subclass.stresnet_dataset.STResNetDataset method) (libcity.data.dataset.dataset_subclass.STResNetDataset method) (libcity.data.dataset.dataset_subclass.tgclstm_dataset.TGCLSTMDataset method) (libcity.data.dataset.dataset_subclass.TGCLSTMDataset method) (libcity.data.dataset.eta_dataset.ETADataset method) (libcity.data.dataset.map_matching_dataset.MapMatchingDataset method) (libcity.data.dataset.roadnetwork_dataset.RoadNetWorkDataset method) (libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset method) (libcity.data.dataset.traffic_state_datatset.TrafficStateDataset method) (libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset method) (libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset method) (libcity.data.dataset.traffic_state_od_dataset.TrafficStateOdDataset method) (libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method)

get_dataset() (in module libcity.data.utils) get_distance() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_dtw_edge_index() (libcity.data.dataset.dataset_subclass.staggcn_dataset.STAGGCNDataset method) (libcity.data.dataset.dataset_subclass.STAGGCNDataset method) get_dtw_grpah() (libcity.data.dataset.dataset_subclass.dmvstnet_dataset.DMVSTNetDataset method) (libcity.data.dataset.dataset_subclass.DMVSTNetDataset method) get_edge_index() (libcity.data.dataset.dataset_subclass.staggcn_dataset.STAGGCNDataset method) (libcity.data.dataset.dataset_subclass.STAGGCNDataset method) get_embeddings() (libcity.model.road_representation.LINE.LINE_FIRST method) (libcity.model.road_representation.LINE.LINE_SECOND method) (libcity.model.traffic_demand_prediction.DMVSTNet.Line method) get_encoder() (libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset method) (libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset method) (libcity.data.dataset.trajectory_dataset.TrajectoryDataset method) get_evaluator() (in module libcity.utils.utils) get_executor() (in module libcity.utils.utils) get_input() (libcity.model.road_representation.GeomGCN method) (libcity.model.road_representation.GeomGCN.GeomGCN method) get_input_cluster() (libcity.model.traffic_speed_prediction.HGCN.HGCN method) get_knn() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) get_layer_type() (in module libcity.model.road_representation.GAT) get_local_seq() (in module libcity.model.eta.DeepTTE) get_local_time() (in module libcity.utils.utils) get_logger() (in module libcity.utils.utils) get_model() (in module libcity.utils.utils) get_neg_checkins() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_node_subgraphs() (libcity.model.road_representation.GeomGCN.GeomGCNSingleChannel method) get_origin_len() (libcity.data.batch.BatchPAD method) get_pos_distance() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_pos_distance2() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_radius() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) get_relations() (libcity.model.traffic_flow_prediction.STNN.STNN method) get_spatial_matrix() (in module libcity.model.traffic_flow_prediction.MultiSTGCnet) (in module libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) get_subgraphs() (libcity.model.road_representation.GeomGCN.GeomGCNSingleChannel method) get_supports_matrix() (in module libcity.model.utils) get_text_from_point() (libcity.data.dataset.trajectory_encoder.serm_encoder.SermEncoder method) get_time_interval() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_time_interval2() (libcity.model.trajectory_loc_prediction.CARA.CARA method) get_visited_locs() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) GMAN (class in libcity.model.traffic_speed_prediction.GMAN) GMANDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.gman_dataset) Graph (class in libcity.data.dataset.dataset_subclass.gman_dataset) (class in libcity.model.road_representation.DeepWalk) (class in libcity.model.road_representation.Node2Vec) graph_conv() (libcity.model.traffic_demand_prediction.STG2Seq.ConvST method) graph_preprocess() (in module libcity.model.traffic_demand_prediction.CCRNN) GraphConstructor (class in libcity.model.traffic_speed_prediction.MTGNN) GraphConv (class in libcity.model.traffic_demand_prediction.CCRNN) GraphConvMx (class in libcity.model.traffic_demand_prediction.CCRNN) GraphConvolution (class in libcity.model.traffic_flow_prediction.CONVGCN) (class in libcity.model.traffic_flow_prediction.CONVGCNCommon) (class in libcity.model.traffic_flow_prediction.ToGCN) (class in libcity.model.traffic_od_prediction.GEML) (class in libcity.model.traffic_speed_prediction.STTN) GraphDirected (class in libcity.model.traffic_speed_prediction.MTGNN) GraphGlobal (class in libcity.model.traffic_speed_prediction.MTGNN) GraphUndirected (class in libcity.model.traffic_speed_prediction.MTGNN) GSNet (class in libcity.model.traffic_accident_prediction) (class in libcity.model.traffic_accident_prediction.GSNet) GSNetDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.gsnet_dataset) GTS (class in libcity.model.traffic_speed_prediction.GTS) GTSDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.gts_dataset) gumbel_softmax() (in module libcity.model.traffic_speed_prediction.GTS) gumbel_softmax_sample() (in module libcity.model.traffic_speed_prediction.GTS) GWNET (class in libcity.model.traffic_speed_prediction.GWNET)

H

hard_sigmoid() (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) has_edge() (libcity.model.road_representation.DeepWalk.Graph method) haversine() (in module libcity.data.dataset.trajectory_encoder.stan_encoder) (in module libcity.utils.GPS_utils) head_dim (libcity.model.road_representation.GAT.GATLayer attribute) (libcity.model.road_representation.GAT.GATLayerImp3 attribute) HGCN (class in libcity.model.traffic_speed_prediction.HGCN) HGCNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.hgcn_dataset)

HMMM (class in libcity.model.map_matching) (class in libcity.model.map_matching.HMMM) HSTLSTM (class in libcity.model.trajectory_loc_prediction.HSTLSTM) HstlstmEncoder (class in libcity.data.dataset.trajectory_encoder.hstlstm_encoder) huber_loss() (in module libcity.model.loss) hyper_parameter() (in module libcity.pipeline.pipeline) HyperTuning (class in libcity.executor.hyper_tuning)

I

identity_loss() (in module libcity.model.trajectory_loc_prediction.CARA) IMP1 (libcity.model.road_representation.GAT.LayerType attribute) IMP2 (libcity.model.road_representation.GAT.LayerType attribute) IMP3 (libcity.model.road_representation.GAT.LayerType attribute) init_bearing() (in module libcity.utils.GPS_utils) init_hidden() (libcity.model.traffic_flow_prediction.AGCRN.AVWDCRNN method) (libcity.model.traffic_flow_prediction.CRANN.EncoderLSTM method) (libcity.model.traffic_flow_prediction.ToGCN.Decoder method) (libcity.model.traffic_flow_prediction.ToGCN.Encoder method) (libcity.model.traffic_od_prediction.CSTN.ConvLSTMCell method) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) init_hidden_state() (libcity.model.traffic_flow_prediction.AGCRN.AGCRNCell method) init_parameters() (libcity.model.traffic_flow_prediction.ToGCN.GraphConvolution method) init_params() (libcity.model.road_representation.GAT.GATLayer method) (libcity.model.traffic_speed_prediction.TGCN.TGCNCell method)

init_weight() (libcity.model.trajectory_loc_prediction.SERM.EmbeddingMatrix method) init_weights() (libcity.model.traffic_speed_prediction.STAGGCN.GATConv method) (libcity.model.traffic_speed_prediction.STAGGCN.TemporalBlock method) (libcity.model.trajectory_loc_prediction.DeepMove.DeepMove method) (libcity.model.trajectory_loc_prediction.LSTPM.LSTPM method) (libcity.model.trajectory_loc_prediction.RNN.RNN method) initHidden() (libcity.model.traffic_speed_prediction.DKFN.DKFN method) inverse_transform() (libcity.utils.normalization.LogScaler method) (libcity.utils.normalization.MinMax01Scaler method) (libcity.utils.normalization.MinMax11Scaler method) (libcity.utils.normalization.NoneScaler method) (libcity.utils.normalization.NormalScaler method) (libcity.utils.normalization.Scaler method) (libcity.utils.normalization.StandardScaler method) IVMM (class in libcity.model.map_matching) (class in libcity.model.map_matching.IVMM)

K

KNNSampler (class in libcity.data.dataset.dataset_subclass.geosan_dataset)

L

LadderSampler (class in libcity.data.dataset.dataset_subclass.geosan_dataset) latlon2pxy() (in module libcity.data.dataset.dataset_subclass.geosan_dataset) latlon2quadkey() (in module libcity.data.dataset.dataset_subclass.geosan_dataset) LayerNorm (class in libcity.model.traffic_speed_prediction.MTGNN) LayerType (class in libcity.model.road_representation.GAT) learn_embeddings() (in module libcity.data.dataset.dataset_subclass.gman_dataset) (in module libcity.model.road_representation.DeepWalk) (in module libcity.model.road_representation.Node2Vec) LearnedGCN (class in libcity.model.traffic_speed_prediction.STAGGCN) libcity.config.config_parser module libcity.data.batch module libcity.data.dataset.abstract_dataset module libcity.data.dataset.dataset_subclass module libcity.data.dataset.dataset_subclass.acfm_dataset module libcity.data.dataset.dataset_subclass.astgcn_dataset module libcity.data.dataset.dataset_subclass.ccrnn_dataset module libcity.data.dataset.dataset_subclass.chebconv_dataset module libcity.data.dataset.dataset_subclass.convgcn_dataset module libcity.data.dataset.dataset_subclass.crann_dataset module libcity.data.dataset.dataset_subclass.cstn_dataset module libcity.data.dataset.dataset_subclass.dmvstnet_dataset module libcity.data.dataset.dataset_subclass.geosan_dataset module libcity.data.dataset.dataset_subclass.gman_dataset module libcity.data.dataset.dataset_subclass.gsnet_dataset module libcity.data.dataset.dataset_subclass.gts_dataset module libcity.data.dataset.dataset_subclass.hgcn_dataset module libcity.data.dataset.dataset_subclass.line_dataset module libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset module libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset module libcity.data.dataset.dataset_subclass.reslstm_dataset module libcity.data.dataset.dataset_subclass.staggcn_dataset module libcity.data.dataset.dataset_subclass.stdn_dataset module libcity.data.dataset.dataset_subclass.stg2seq_dataset module libcity.data.dataset.dataset_subclass.stresnet_dataset module libcity.data.dataset.dataset_subclass.tgclstm_dataset module libcity.data.dataset.eta_dataset module libcity.data.dataset.eta_encoder module libcity.data.dataset.eta_encoder.abstract_eta_encoder module libcity.data.dataset.eta_encoder.deeptte_encoder module libcity.data.dataset.eta_encoder.ttpnet_encoder module libcity.data.dataset.map_matching_dataset module libcity.data.dataset.roadnetwork_dataset module libcity.data.dataset.traffic_state_cpt_dataset module libcity.data.dataset.traffic_state_datatset module libcity.data.dataset.traffic_state_grid_dataset module libcity.data.dataset.traffic_state_grid_od_dataset module libcity.data.dataset.traffic_state_od_dataset module libcity.data.dataset.traffic_state_point_dataset module libcity.data.dataset.trajectory_dataset module libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder module libcity.data.dataset.trajectory_encoder.atstlstm_encoder module libcity.data.dataset.trajectory_encoder.cara_encoder module libcity.data.dataset.trajectory_encoder.hstlstm_encoder module libcity.data.dataset.trajectory_encoder.lstpm_encoder module libcity.data.dataset.trajectory_encoder.serm_encoder module libcity.data.dataset.trajectory_encoder.stan_encoder module libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder module libcity.data.dataset.trajectory_encoder.strnn_encoder module libcity.data.list_dataset module libcity.data.utils module libcity.evaluator.abstract_evaluator module libcity.evaluator.cara_loc_pred_evaluator module libcity.evaluator.eta_evaluator module libcity.evaluator.eval_funcs module libcity.evaluator.geosan_evaluator module libcity.evaluator.map_matching_evaluator module libcity.evaluator.road_representation_evaluator module libcity.evaluator.traffic_accident_evaluator module libcity.evaluator.traffic_state_evaluator module libcity.evaluator.traj_loc_pred_evaluator module libcity.evaluator.utils module libcity.executor.abstract_executor module libcity.executor.abstract_tradition_executor module libcity.executor.chebconv_executor module libcity.executor.dcrnn_executor module libcity.executor.eta_executor module libcity.executor.geml_executor module libcity.executor.gensim_executor module libcity.executor.geosan_executor module libcity.executor.hyper_tuning module libcity.executor.line_executor module libcity.executor.map_matching_executor module libcity.executor.mtgnn_executor module libcity.executor.traffic_state_executor module libcity.executor.traj_loc_pred_executor module libcity.model.abstract_model module libcity.model.abstract_traffic_state_model module libcity.model.abstract_traffic_tradition_model module libcity.model.eta module libcity.model.eta.DeepTTE module libcity.model.eta.TTPNet module libcity.model.loss module libcity.model.map_matching module libcity.model.map_matching.HMMM module libcity.model.map_matching.IVMM module libcity.model.map_matching.STMatching module

libcity.model.road_representation module libcity.model.road_representation.ChebConv module libcity.model.road_representation.DeepWalk module libcity.model.road_representation.GAT module libcity.model.road_representation.GeomGCN module libcity.model.road_representation.LINE module libcity.model.road_representation.Node2Vec module libcity.model.traffic_accident_prediction module libcity.model.traffic_accident_prediction.GSNet module libcity.model.traffic_demand_prediction.CCRNN module libcity.model.traffic_demand_prediction.DMVSTNet module libcity.model.traffic_demand_prediction.STG2Seq module libcity.model.traffic_flow_prediction.ACFM module libcity.model.traffic_flow_prediction.ACFMCommon module libcity.model.traffic_flow_prediction.AGCRN module libcity.model.traffic_flow_prediction.ASTGCN module libcity.model.traffic_flow_prediction.ASTGCNCommon module libcity.model.traffic_flow_prediction.CONVGCN module libcity.model.traffic_flow_prediction.CONVGCNCommon module libcity.model.traffic_flow_prediction.CRANN module libcity.model.traffic_flow_prediction.DGCN module libcity.model.traffic_flow_prediction.DSAN module libcity.model.traffic_flow_prediction.MSTGCN module libcity.model.traffic_flow_prediction.MSTGCNCommon module libcity.model.traffic_flow_prediction.MultiSTGCnet module libcity.model.traffic_flow_prediction.MultiSTGCnetCommon module libcity.model.traffic_flow_prediction.ResLSTM module libcity.model.traffic_flow_prediction.STDN module libcity.model.traffic_flow_prediction.STNN module libcity.model.traffic_flow_prediction.STResNet module libcity.model.traffic_flow_prediction.STResNetCommon module libcity.model.traffic_flow_prediction.STSGCN module libcity.model.traffic_flow_prediction.ToGCN module libcity.model.traffic_od_prediction module libcity.model.traffic_od_prediction.CSTN module libcity.model.traffic_od_prediction.GEML module libcity.model.traffic_speed_prediction.ATDM module libcity.model.traffic_speed_prediction.AutoEncoder module libcity.model.traffic_speed_prediction.DCRNN module libcity.model.traffic_speed_prediction.DKFN module libcity.model.traffic_speed_prediction.FNN module libcity.model.traffic_speed_prediction.GMAN module libcity.model.traffic_speed_prediction.GTS module libcity.model.traffic_speed_prediction.GWNET module libcity.model.traffic_speed_prediction.HGCN module libcity.model.traffic_speed_prediction.MTGNN module libcity.model.traffic_speed_prediction.RNN module libcity.model.traffic_speed_prediction.Seq2Seq module libcity.model.traffic_speed_prediction.STAGGCN module libcity.model.traffic_speed_prediction.STGCN module libcity.model.traffic_speed_prediction.STMGAT module libcity.model.traffic_speed_prediction.STTN module libcity.model.traffic_speed_prediction.TemplateTSP module libcity.model.traffic_speed_prediction.TGCLSTM module libcity.model.traffic_speed_prediction.TGCN module libcity.model.trajectory_loc_prediction.ATSTLSTM module libcity.model.trajectory_loc_prediction.CARA module libcity.model.trajectory_loc_prediction.DeepMove module libcity.model.trajectory_loc_prediction.FPMC module libcity.model.trajectory_loc_prediction.GeoSAN module libcity.model.trajectory_loc_prediction.HSTLSTM module libcity.model.trajectory_loc_prediction.LSTPM module libcity.model.trajectory_loc_prediction.RNN module libcity.model.trajectory_loc_prediction.SERM module libcity.model.trajectory_loc_prediction.STAN module libcity.model.trajectory_loc_prediction.STRNN module libcity.model.trajectory_loc_prediction.TemplateTLP module libcity.model.utils module libcity.pipeline.pipeline module libcity.utils.argument_list module libcity.utils.dataset module libcity.utils.GPS_utils module libcity.utils.normalization module libcity.utils.utils module libcity.utils.visualize module lift() (libcity.model.road_representation.GAT.GATLayerImp3 method) LINE (class in libcity.model.road_representation) (class in libcity.model.road_representation.LINE) Line (class in libcity.model.traffic_demand_prediction.DMVSTNet) LINE_FIRST (class in libcity.model.road_representation.LINE) LINE_SECOND (class in libcity.model.road_representation.LINE) Linear (class in libcity.model.traffic_speed_prediction.GWNET) (class in libcity.model.traffic_speed_prediction.MTGNN) linear_time (class in libcity.model.traffic_speed_prediction.HGCN) LINEDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.line_dataset) LINEExecutor (class in libcity.executor.line_executor) ListDataset (class in libcity.data.list_dataset) load() (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN method) load_model() (libcity.executor.abstract_executor.AbstractExecutor method) (libcity.executor.abstract_tradition_executor.AbstractTraditionExecutor method) (libcity.executor.gensim_executor.GensimExecutor method) (libcity.executor.geosan_executor.GeoSANExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) load_model_with_epoch() (libcity.executor.traffic_state_executor.TrafficStateExecutor method) load_wordvec() (libcity.data.dataset.trajectory_encoder.serm_encoder.SermEncoder method) LocalEstimator (class in libcity.model.eta.DeepTTE) LocQuerySystem (class in libcity.data.dataset.dataset_subclass.geosan_dataset) log_cosh_loss() (in module libcity.model.loss) LogScaler (class in libcity.utils.normalization) LongSpeed (class in libcity.model.eta.TTPNet) LSC (class in libcity.model.traffic_od_prediction.CSTN) lstm_layer() (libcity.model.traffic_flow_prediction.ACFM.ConvLSTM method) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTM method) LSTPM (class in libcity.model.trajectory_loc_prediction.LSTPM) LstpmEncoder (class in libcity.data.dataset.trajectory_encoder.lstpm_encoder)

M

mae() (in module libcity.evaluator.eval_funcs) make_consistent() (libcity.model.road_representation.DeepWalk.Graph method) make_one_way() (libcity.model.traffic_flow_prediction.STResNet.STResNet method) make_stack_resunits() (libcity.model.traffic_flow_prediction.STResNet.ResUnits method) (libcity.model.traffic_flow_prediction.STResNetCommon.ResUnits method) make_undirected() (libcity.model.road_representation.DeepWalk.Graph method) makeData() (in module libcity.model.traffic_demand_prediction.DMVSTNet) map_size() (in module libcity.data.dataset.dataset_subclass.geosan_dataset) MAP_torch() (in module libcity.evaluator.eval_funcs) mape() (in module libcity.evaluator.eval_funcs) MapMatchingDataset (class in libcity.data.dataset.map_matching_dataset) MapMatchingEvaluator (class in libcity.evaluator.map_matching_evaluator) MapMatchingExecutor (class in libcity.executor.map_matching_executor) mare() (in module libcity.evaluator.eval_funcs) masked_mae_loss() (in module libcity.model.loss) masked_mae_np() (in module libcity.model.loss) masked_mae_torch() (in module libcity.model.loss) masked_mape_np() (in module libcity.model.loss) masked_mape_torch() (in module libcity.model.loss) masked_mse_np() (in module libcity.model.loss) masked_mse_torch() (in module libcity.model.loss) masked_rmse_np() (in module libcity.model.loss) masked_rmse_torch() (in module libcity.model.loss) matrix_normalization() (libcity.model.traffic_demand_prediction.CCRNN.GraphConvMx method) maybe_num_nodes() (in module libcity.model.traffic_speed_prediction.STAGGCN) mean_pooling() (libcity.model.eta.DeepTTE.SpatioTemporal method) merge_result() (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) MinMax01Scaler (class in libcity.utils.normalization) MinMax11Scaler (class in libcity.utils.normalization) MixProp (class in libcity.model.traffic_speed_prediction.MTGNN) MLP (class in libcity.model.traffic_flow_prediction.CRANN) (class in libcity.model.traffic_flow_prediction.STNN) (class in libcity.model.traffic_od_prediction.CSTN) modify_input() (in module libcity.model.traffic_flow_prediction.STDN) module libcity.config.config_parser libcity.data.batch libcity.data.dataset.abstract_dataset libcity.data.dataset.dataset_subclass libcity.data.dataset.dataset_subclass.acfm_dataset libcity.data.dataset.dataset_subclass.astgcn_dataset libcity.data.dataset.dataset_subclass.ccrnn_dataset libcity.data.dataset.dataset_subclass.chebconv_dataset libcity.data.dataset.dataset_subclass.convgcn_dataset libcity.data.dataset.dataset_subclass.crann_dataset libcity.data.dataset.dataset_subclass.cstn_dataset libcity.data.dataset.dataset_subclass.dmvstnet_dataset libcity.data.dataset.dataset_subclass.geosan_dataset libcity.data.dataset.dataset_subclass.gman_dataset libcity.data.dataset.dataset_subclass.gsnet_dataset libcity.data.dataset.dataset_subclass.gts_dataset libcity.data.dataset.dataset_subclass.hgcn_dataset libcity.data.dataset.dataset_subclass.line_dataset libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset libcity.data.dataset.dataset_subclass.reslstm_dataset libcity.data.dataset.dataset_subclass.staggcn_dataset libcity.data.dataset.dataset_subclass.stdn_dataset libcity.data.dataset.dataset_subclass.stg2seq_dataset libcity.data.dataset.dataset_subclass.stresnet_dataset libcity.data.dataset.dataset_subclass.tgclstm_dataset libcity.data.dataset.eta_dataset libcity.data.dataset.eta_encoder libcity.data.dataset.eta_encoder.abstract_eta_encoder libcity.data.dataset.eta_encoder.deeptte_encoder libcity.data.dataset.eta_encoder.ttpnet_encoder libcity.data.dataset.map_matching_dataset libcity.data.dataset.roadnetwork_dataset libcity.data.dataset.traffic_state_cpt_dataset libcity.data.dataset.traffic_state_datatset libcity.data.dataset.traffic_state_grid_dataset libcity.data.dataset.traffic_state_grid_od_dataset libcity.data.dataset.traffic_state_od_dataset libcity.data.dataset.traffic_state_point_dataset libcity.data.dataset.trajectory_dataset libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder libcity.data.dataset.trajectory_encoder.atstlstm_encoder libcity.data.dataset.trajectory_encoder.cara_encoder libcity.data.dataset.trajectory_encoder.hstlstm_encoder libcity.data.dataset.trajectory_encoder.lstpm_encoder libcity.data.dataset.trajectory_encoder.serm_encoder libcity.data.dataset.trajectory_encoder.stan_encoder libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder libcity.data.dataset.trajectory_encoder.strnn_encoder libcity.data.list_dataset libcity.data.utils libcity.evaluator.abstract_evaluator libcity.evaluator.cara_loc_pred_evaluator libcity.evaluator.eta_evaluator libcity.evaluator.eval_funcs libcity.evaluator.geosan_evaluator libcity.evaluator.map_matching_evaluator libcity.evaluator.road_representation_evaluator libcity.evaluator.traffic_accident_evaluator libcity.evaluator.traffic_state_evaluator libcity.evaluator.traj_loc_pred_evaluator libcity.evaluator.utils libcity.executor.abstract_executor libcity.executor.abstract_tradition_executor libcity.executor.chebconv_executor libcity.executor.dcrnn_executor libcity.executor.eta_executor libcity.executor.geml_executor libcity.executor.gensim_executor libcity.executor.geosan_executor libcity.executor.hyper_tuning libcity.executor.line_executor libcity.executor.map_matching_executor libcity.executor.mtgnn_executor libcity.executor.traffic_state_executor libcity.executor.traj_loc_pred_executor libcity.model.abstract_model libcity.model.abstract_traffic_state_model libcity.model.abstract_traffic_tradition_model libcity.model.eta libcity.model.eta.DeepTTE libcity.model.eta.TTPNet libcity.model.loss libcity.model.map_matching libcity.model.map_matching.HMMM libcity.model.map_matching.IVMM libcity.model.map_matching.STMatching libcity.model.road_representation libcity.model.road_representation.ChebConv libcity.model.road_representation.DeepWalk libcity.model.road_representation.GAT libcity.model.road_representation.GeomGCN libcity.model.road_representation.LINE libcity.model.road_representation.Node2Vec libcity.model.traffic_accident_prediction libcity.model.traffic_accident_prediction.GSNet libcity.model.traffic_demand_prediction.CCRNN libcity.model.traffic_demand_prediction.DMVSTNet libcity.model.traffic_demand_prediction.STG2Seq libcity.model.traffic_flow_prediction.ACFM libcity.model.traffic_flow_prediction.ACFMCommon libcity.model.traffic_flow_prediction.AGCRN libcity.model.traffic_flow_prediction.ASTGCN libcity.model.traffic_flow_prediction.ASTGCNCommon libcity.model.traffic_flow_prediction.CONVGCN libcity.model.traffic_flow_prediction.CONVGCNCommon libcity.model.traffic_flow_prediction.CRANN libcity.model.traffic_flow_prediction.DGCN libcity.model.traffic_flow_prediction.DSAN libcity.model.traffic_flow_prediction.MSTGCN libcity.model.traffic_flow_prediction.MSTGCNCommon libcity.model.traffic_flow_prediction.MultiSTGCnet libcity.model.traffic_flow_prediction.MultiSTGCnetCommon libcity.model.traffic_flow_prediction.ResLSTM libcity.model.traffic_flow_prediction.STDN libcity.model.traffic_flow_prediction.STNN libcity.model.traffic_flow_prediction.STResNet libcity.model.traffic_flow_prediction.STResNetCommon libcity.model.traffic_flow_prediction.STSGCN libcity.model.traffic_flow_prediction.ToGCN libcity.model.traffic_od_prediction libcity.model.traffic_od_prediction.CSTN libcity.model.traffic_od_prediction.GEML libcity.model.traffic_speed_prediction.ATDM libcity.model.traffic_speed_prediction.AutoEncoder libcity.model.traffic_speed_prediction.DCRNN libcity.model.traffic_speed_prediction.DKFN libcity.model.traffic_speed_prediction.FNN libcity.model.traffic_speed_prediction.GMAN libcity.model.traffic_speed_prediction.GTS libcity.model.traffic_speed_prediction.GWNET libcity.model.traffic_speed_prediction.HGCN libcity.model.traffic_speed_prediction.MTGNN libcity.model.traffic_speed_prediction.RNN libcity.model.traffic_speed_prediction.Seq2Seq libcity.model.traffic_speed_prediction.STAGGCN libcity.model.traffic_speed_prediction.STGCN libcity.model.traffic_speed_prediction.STMGAT libcity.model.traffic_speed_prediction.STTN libcity.model.traffic_speed_prediction.TemplateTSP libcity.model.traffic_speed_prediction.TGCLSTM libcity.model.traffic_speed_prediction.TGCN libcity.model.trajectory_loc_prediction.ATSTLSTM libcity.model.trajectory_loc_prediction.CARA libcity.model.trajectory_loc_prediction.DeepMove libcity.model.trajectory_loc_prediction.FPMC libcity.model.trajectory_loc_prediction.GeoSAN libcity.model.trajectory_loc_prediction.HSTLSTM libcity.model.trajectory_loc_prediction.LSTPM libcity.model.trajectory_loc_prediction.RNN libcity.model.trajectory_loc_prediction.SERM libcity.model.trajectory_loc_prediction.STAN libcity.model.trajectory_loc_prediction.STRNN libcity.model.trajectory_loc_prediction.TemplateTLP libcity.model.utils libcity.pipeline.pipeline libcity.utils.argument_list libcity.utils.dataset libcity.utils.GPS_utils libcity.utils.normalization libcity.utils.utils libcity.utils.visualize

MSA (class in libcity.model.traffic_flow_prediction.DSAN) mse() (in module libcity.evaluator.eval_funcs) MSTGCN (class in libcity.model.traffic_flow_prediction.MSTGCN) MSTGCNBlock (class in libcity.model.traffic_flow_prediction.MSTGCN) (class in libcity.model.traffic_flow_prediction.MSTGCNCommon) MSTGCNCommon (class in libcity.model.traffic_flow_prediction.MSTGCNCommon) MSTGCNSubmodule (class in libcity.model.traffic_flow_prediction.MSTGCN) (class in libcity.model.traffic_flow_prediction.MSTGCNCommon) MTGNN (class in libcity.model.traffic_speed_prediction.MTGNN) MTGNNExecutor (class in libcity.executor.mtgnn_executor) multi_gcn_time (class in libcity.model.traffic_speed_prediction.HGCN) MultiEmbed (class in libcity.model.trajectory_loc_prediction.STAN) MultiSTGCnet (class in libcity.model.traffic_flow_prediction.MultiSTGCnet) MultiSTGCnetCommon (class in libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) MultiSTGCnetDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset) MutiLearning (class in libcity.model.traffic_od_prediction.GEML)

N

NConv (class in libcity.model.traffic_speed_prediction.GWNET) nconv (class in libcity.model.traffic_speed_prediction.HGCN) NConv (class in libcity.model.traffic_speed_prediction.MTGNN) negSampleBatch() (in module libcity.model.traffic_demand_prediction.DMVSTNet) neighborhood_aware_softmax() (libcity.model.road_representation.GAT.GATLayerImp3 method) Node2Vec (class in libcity.model.road_representation) (class in libcity.model.road_representation.Node2Vec) node2vec_walk() (libcity.data.dataset.dataset_subclass.gman_dataset.Graph method) (libcity.model.road_representation.Node2Vec.Graph method)

nodes() (libcity.model.road_representation.DeepWalk.Graph method) nodes_dim (libcity.model.road_representation.GAT.GATLayerImp3 attribute) NoneScaler (class in libcity.utils.normalization) normalize() (in module libcity.model.eta.DeepTTE) (in module libcity.model.eta.TTPNet) normalized_laplacian() (in module libcity.model.traffic_demand_prediction.CCRNN) NormalScaler (class in libcity.utils.normalization) number_of_edges() (libcity.model.road_representation.DeepWalk.Graph method) number_of_nodes() (libcity.model.road_representation.DeepWalk.Graph method)

O

objective_function() (in module libcity.pipeline.pipeline) order() (libcity.model.road_representation.DeepWalk.Graph method) out_size() (libcity.model.eta.DeepTTE.Attr method) (libcity.model.eta.DeepTTE.SpatioTemporal method) (libcity.model.eta.TTPNet.Attr method)

output() (in module libcity.evaluator.utils) OutputLayer (class in libcity.model.traffic_flow_prediction.STSGCN) (class in libcity.model.traffic_speed_prediction.STGCN)

P

pad_item (libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder attribute) (libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder attribute) padding() (libcity.data.batch.BatchPAD method) params2str() (libcity.executor.hyper_tuning.HyperTuning static method) parse_coordinate() (in module libcity.utils.dataset) parse_search_space() (in module libcity.pipeline.pipeline) parse_time() (in module libcity.utils.dataset) PBSTrajectoryDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset) PCC_torch() (in module libcity.evaluator.eval_funcs) place_parameters() (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM method) PositionalEmbedding (class in libcity.model.trajectory_loc_prediction.GeoSAN) PositionalEncoding (class in libcity.model.trajectory_loc_prediction.GeoSAN) PositionEmbedding (class in libcity.model.traffic_flow_prediction.STSGCN) Precision_torch() (in module libcity.evaluator.eval_funcs) predict() (libcity.model.abstract_model.AbstractModel method) (libcity.model.abstract_traffic_state_model.AbstractTrafficStateModel method) (libcity.model.eta.DeepTTE method) (libcity.model.eta.DeepTTE.DeepTTE method) (libcity.model.eta.TTPNet method) (libcity.model.eta.TTPNet.TTPNet method) (libcity.model.road_representation.ChebConv method) (libcity.model.road_representation.ChebConv.ChebConv method) (libcity.model.road_representation.GAT method) (libcity.model.road_representation.GAT.GAT method) (libcity.model.road_representation.GeomGCN method) (libcity.model.road_representation.GeomGCN.GeomGCN method) (libcity.model.traffic_accident_prediction.GSNet method) (libcity.model.traffic_accident_prediction.GSNet.GSNet method) (libcity.model.traffic_demand_prediction.CCRNN.CCRNN method) (libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet method) (libcity.model.traffic_demand_prediction.STG2Seq.STG2Seq method) (libcity.model.traffic_flow_prediction.ACFM.ACFM method) (libcity.model.traffic_flow_prediction.ACFMCommon.ACFMCommon method) (libcity.model.traffic_flow_prediction.AGCRN.AGCRN method) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCN method) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNCommon method) (libcity.model.traffic_flow_prediction.CONVGCN.CONVGCN method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.CONVGCNCommon method) (libcity.model.traffic_flow_prediction.CRANN.CRANN method) (libcity.model.traffic_flow_prediction.DGCN.DGCN method) (libcity.model.traffic_flow_prediction.DSAN.DSAN method) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCN method) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNCommon method) (libcity.model.traffic_flow_prediction.MultiSTGCnet.MultiSTGCnet method) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.MultiSTGCnetCommon method) (libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM method) (libcity.model.traffic_flow_prediction.STDN.STDN method) (libcity.model.traffic_flow_prediction.STNN.STNN method) (libcity.model.traffic_flow_prediction.STResNet.STResNet method) (libcity.model.traffic_flow_prediction.STResNetCommon.STResNetCommon method) (libcity.model.traffic_flow_prediction.STSGCN.STSGCN method) (libcity.model.traffic_flow_prediction.ToGCN.ToGCN method) (libcity.model.traffic_od_prediction.CSTN method) (libcity.model.traffic_od_prediction.CSTN.CSTN method) (libcity.model.traffic_od_prediction.GEML method) (libcity.model.traffic_od_prediction.GEML.GEML method) (libcity.model.traffic_speed_prediction.ATDM.ATDM method) (libcity.model.traffic_speed_prediction.AutoEncoder.AutoEncoder method) (libcity.model.traffic_speed_prediction.DCRNN.DCRNN method) (libcity.model.traffic_speed_prediction.DKFN.DKFN method) (libcity.model.traffic_speed_prediction.FNN.FNN method) (libcity.model.traffic_speed_prediction.GMAN.GMAN method) (libcity.model.traffic_speed_prediction.GTS.GTS method) (libcity.model.traffic_speed_prediction.GWNET.GWNET method) (libcity.model.traffic_speed_prediction.HGCN.HGCN method) (libcity.model.traffic_speed_prediction.MTGNN.MTGNN method) (libcity.model.traffic_speed_prediction.RNN.RNN method) (libcity.model.traffic_speed_prediction.Seq2Seq.Seq2Seq method) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCN method) (libcity.model.traffic_speed_prediction.STGCN.STGCN method) (libcity.model.traffic_speed_prediction.STMGAT.STMGAT method) (libcity.model.traffic_speed_prediction.STTN.STTN method) (libcity.model.traffic_speed_prediction.TemplateTSP.TemplateTSP method) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) (libcity.model.traffic_speed_prediction.TGCN.TGCN method) (libcity.model.trajectory_loc_prediction.ATSTLSTM.ATSTLSTM method) (libcity.model.trajectory_loc_prediction.CARA.CARA method) (libcity.model.trajectory_loc_prediction.DeepMove.DeepMove method) (libcity.model.trajectory_loc_prediction.FPMC.FPMC method) (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN method) (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM method) (libcity.model.trajectory_loc_prediction.LSTPM.LSTPM method) (libcity.model.trajectory_loc_prediction.RNN.RNN method) (libcity.model.trajectory_loc_prediction.SERM.SERM method) (libcity.model.trajectory_loc_prediction.STAN.STAN method) (libcity.model.trajectory_loc_prediction.STRNN.STRNN method) (libcity.model.trajectory_loc_prediction.TemplateTLP.TemplateTLP method)

PredictionBiLSTM (class in libcity.model.eta.TTPNet) prefetch_knn() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) prefetch_radius() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) preprocess_data() (in module libcity.utils.utils) preprocess_input() (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) preprocess_transition_probs() (libcity.data.dataset.dataset_subclass.gman_dataset.Graph method) (libcity.model.road_representation.Node2Vec.Graph method) print() (libcity.data.dataset.map_matching_dataset.UnionSet method) processing() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) Prop (class in libcity.model.traffic_speed_prediction.MTGNN) pxy2txy() (in module libcity.data.dataset.dataset_subclass.geosan_dataset)

Q

quantile_loss() (in module libcity.model.loss)

R

r2_score_np() (in module libcity.model.loss) r2_score_torch() (in module libcity.model.loss) radian2angle() (in module libcity.utils.GPS_utils) radius_stats() (libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem method) random_walk() (libcity.model.road_representation.DeepWalk.Graph method) random_walk_matrix() (in module libcity.model.traffic_demand_prediction.CCRNN) rank() (libcity.model.trajectory_loc_prediction.CARA.Recommender method) Recall_torch() (in module libcity.evaluator.eval_funcs) Recommender (class in libcity.model.trajectory_loc_prediction.CARA) region_stats() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) reinitHidden() (libcity.model.traffic_speed_prediction.DKFN.DKFN method) remove_self_loops() (in module libcity.model.traffic_speed_prediction.STAGGCN) (libcity.model.road_representation.DeepWalk.Graph method) reset_parameters() (libcity.model.traffic_flow_prediction.CONVGCN.GraphConvolution method) (libcity.model.traffic_flow_prediction.CONVGCNCommon.GraphConvolution method) (libcity.model.traffic_speed_prediction.DKFN.FilterLinear method) (libcity.model.traffic_speed_prediction.MTGNN.LayerNorm method) (libcity.model.traffic_speed_prediction.STAGGCN.LearnedGCN method) (libcity.model.traffic_speed_prediction.STGCN.SpatioConvLayer method) (libcity.model.traffic_speed_prediction.STTN.GraphConvolution method) (libcity.model.traffic_speed_prediction.TGCLSTM.FilterLinear method) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell method) (libcity.model.trajectory_loc_prediction.STRNN.STRNN method) reset_random_seed() (libcity.executor.geosan_executor.GeoSANExecutor static method) residual_block() (libcity.model.traffic_flow_prediction.ACFM.ResNN method) (libcity.model.traffic_flow_prediction.ACFMCommon.ResNN method) ResidualUnit (class in libcity.model.traffic_flow_prediction.STResNet) (class in libcity.model.traffic_flow_prediction.STResNetCommon)

ResLSTM (class in libcity.model.traffic_flow_prediction.ResLSTM) RESLSTMDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.reslstm_dataset) ResNN (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) ResUnit (class in libcity.model.traffic_flow_prediction.ACFM) (class in libcity.model.traffic_flow_prediction.ACFMCommon) ResUnits (class in libcity.model.traffic_flow_prediction.STResNet) (class in libcity.model.traffic_flow_prediction.STResNetCommon) rmse() (in module libcity.evaluator.eval_funcs) RNN (class in libcity.model.traffic_speed_prediction.RNN) (class in libcity.model.trajectory_loc_prediction.RNN) Road (class in libcity.model.eta.TTPNet) RoadLSTM (class in libcity.model.eta.TTPNet) RoadNetWorkDataset (class in libcity.data.dataset.roadnetwork_dataset) RoadRepresentationEvaluator (class in libcity.evaluator.road_representation_evaluator) run() (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) (libcity.model.abstract_traffic_tradition_model.AbstractTraditionModel method) (libcity.model.map_matching.HMMM method) (libcity.model.map_matching.HMMM.HMMM method) (libcity.model.map_matching.IVMM method) (libcity.model.map_matching.IVMM.IVMM method) (libcity.model.map_matching.STMatching method) (libcity.model.map_matching.STMatching.STMatching method) (libcity.model.road_representation.DeepWalk method) (libcity.model.road_representation.DeepWalk.DeepWalk method) (libcity.model.road_representation.Node2Vec method) (libcity.model.road_representation.Node2Vec.Node2Vec method) run_model() (in module libcity.pipeline.pipeline)

S

SAD (class in libcity.model.traffic_flow_prediction.DSAN) sample() (libcity.data.dataset.dataset_subclass.line_dataset.Alias method) sample_gumbel() (in module libcity.model.traffic_speed_prediction.GTS) sample_n() (libcity.model.traffic_demand_prediction.DMVSTNet.VoseAlias method) SANN (class in libcity.model.traffic_speed_prediction.ATDM) SATT_2 (class in libcity.model.traffic_flow_prediction.DGCN) SATT_3 (class in libcity.model.traffic_flow_prediction.DGCN) save() (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN method) save_model() (libcity.executor.abstract_executor.AbstractExecutor method) (libcity.executor.abstract_tradition_executor.AbstractTraditionExecutor method) (libcity.executor.gensim_executor.GensimExecutor method) (libcity.executor.geosan_executor.GeoSANExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) save_model_with_epoch() (libcity.executor.traffic_state_executor.TrafficStateExecutor method) save_result() (libcity.evaluator.abstract_evaluator.AbstractEvaluator method) (libcity.evaluator.cara_loc_pred_evaluator.CARALocPredEvaluator method) (libcity.evaluator.eta_evaluator.ETAEvaluator method) (libcity.evaluator.geosan_evaluator.GeoSANEvaluator method) (libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator method) (libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator method) (libcity.evaluator.traffic_state_evaluator.TrafficStateEvaluator method) (libcity.evaluator.traj_loc_pred_evaluator.TrajLocPredEvaluator method) (libcity.executor.hyper_tuning.HyperTuning method) scaled_laplacian() (in module libcity.model.traffic_demand_prediction.STG2Seq) (in module libcity.model.traffic_flow_prediction.ASTGCN) (in module libcity.model.traffic_flow_prediction.ASTGCNCommon) (in module libcity.model.traffic_flow_prediction.DGCN) (in module libcity.model.traffic_flow_prediction.MSTGCN) (in module libcity.model.traffic_flow_prediction.MSTGCNCommon) Scaler (class in libcity.utils.normalization) SelfAttn (class in libcity.model.trajectory_loc_prediction.STAN) SemanticView (class in libcity.model.traffic_demand_prediction.DMVSTNet) Seq2Seq (class in libcity.model.traffic_speed_prediction.Seq2Seq) Seq2SeqAttrs (class in libcity.model.traffic_speed_prediction.DCRNN) (class in libcity.model.traffic_speed_prediction.GTS) SERM (class in libcity.model.trajectory_loc_prediction.SERM) SermEncoder (class in libcity.data.dataset.trajectory_encoder.serm_encoder) set_random_seed() (in module libcity.utils.utils) ShortSpeed (class in libcity.model.eta.TTPNet) simulate_walks() (libcity.data.dataset.dataset_subclass.gman_dataset.Graph method) (libcity.model.road_representation.Node2Vec.Graph method) skip_concat_bias() (libcity.model.road_representation.GAT.GATLayer method) SLSTM (class in libcity.model.traffic_od_prediction.GEML) smape() (in module libcity.evaluator.eval_funcs) softmax() (in module libcity.model.traffic_speed_prediction.STAGGCN) sort_confidence_ids() (in module libcity.evaluator.utils) spatial_forward() (libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet method) spatial_posenc() (in module libcity.model.traffic_flow_prediction.DSAN) SpatialAttention (class in libcity.model.traffic_speed_prediction.GMAN) SpatialAttentionLayer (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) SpatialBlock (class in libcity.model.traffic_flow_prediction.MultiSTGCnet) (class in libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) SpatialComponent (class in libcity.model.traffic_flow_prediction.MultiSTGCnet) (class in libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) SpatialViewConv (class in libcity.model.traffic_demand_prediction.DMVSTNet) SpatioConvLayer (class in libcity.model.traffic_speed_prediction.STGCN) SpatioTemporal (class in libcity.model.eta.DeepTTE) SpeedLSTM (class in libcity.model.eta.TTPNet)

spherical_law_of_cosines() (in module libcity.utils.GPS_utils) split() (libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset method) (libcity.data.dataset.dataset_subclass.GeoSANDataset method) split_cpt() (in module libcity.model.traffic_flow_prediction.ACFM) (in module libcity.model.traffic_flow_prediction.ACFMCommon) split_heads() (libcity.model.traffic_flow_prediction.DSAN.MSA method) src_nodes_dim (libcity.model.road_representation.GAT.GATLayerImp3 attribute) SSelfAttention (class in libcity.model.traffic_speed_prediction.STTN) ST_BLOCK_2 (class in libcity.model.traffic_flow_prediction.DGCN) st_lstm_cell_cal() (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell method) STAGGCN (class in libcity.model.traffic_speed_prediction.STAGGCN) STAGGCNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.staggcn_dataset) STAGGCNModel (class in libcity.model.traffic_speed_prediction.STAGGCN) STAN (class in libcity.model.trajectory_loc_prediction.STAN) StandardScaler (class in libcity.utils.normalization) StandardTrajectoryEncoder (class in libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder) StanEncoder (class in libcity.data.dataset.trajectory_encoder.stan_encoder) start() (libcity.executor.hyper_tuning.HyperTuning method) STAttBlock (class in libcity.model.traffic_speed_prediction.GMAN) STCell (class in libcity.model.traffic_speed_prediction.STAGGCN) STConvBlock (class in libcity.model.traffic_speed_prediction.STGCN) STDN (class in libcity.model.traffic_flow_prediction.STDN) STDNDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.stdn_dataset) STEmbedding (class in libcity.model.traffic_speed_prediction.GMAN) step() (libcity.model.traffic_speed_prediction.DKFN.DKFN method) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM method) (libcity.model.trajectory_loc_prediction.CARA.CARA1 method) STG2Seq (class in libcity.model.traffic_demand_prediction.STG2Seq) STG2SeqDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.stg2seq_dataset) STGCN (class in libcity.model.traffic_speed_prediction.STGCN) STGeoModule (class in libcity.model.traffic_accident_prediction.GSNet) STLSTM (class in libcity.model.trajectory_loc_prediction.HSTLSTM) STLSTMCell (class in libcity.model.trajectory_loc_prediction.HSTLSTM) STMatching (class in libcity.model.map_matching) (class in libcity.model.map_matching.STMatching) STMGAT (class in libcity.model.traffic_speed_prediction.STMGAT) STNN (class in libcity.model.traffic_flow_prediction.STNN) str2bool() (in module libcity.utils.argument_list) str2float() (in module libcity.utils.argument_list) STransformer (class in libcity.model.traffic_speed_prediction.STTN) STResNet (class in libcity.model.traffic_flow_prediction.STResNet) STResNetCommon (class in libcity.model.traffic_flow_prediction.STResNetCommon) STResNetDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.stresnet_dataset) string2timestamp() (in module libcity.utils.dataset) STRNN (class in libcity.model.trajectory_loc_prediction.STRNN) StrnnEncoder (class in libcity.data.dataset.trajectory_encoder.strnn_encoder) STSemModule (class in libcity.model.traffic_accident_prediction.GSNet) STSGCL (class in libcity.model.traffic_flow_prediction.STSGCN) Stsgcm (class in libcity.model.traffic_flow_prediction.STSGCN) STSGCN (class in libcity.model.traffic_flow_prediction.STSGCN) STSGCNLayerIndividual (class in libcity.model.traffic_flow_prediction.STSGCN) STSGCNLayerSharing (class in libcity.model.traffic_flow_prediction.STSGCN) STTN (class in libcity.model.traffic_speed_prediction.STTN) STTransformerBlock (class in libcity.model.traffic_speed_prediction.STTN) subgraph() (libcity.model.road_representation.DeepWalk.Graph method) sum_edge_scores_neighborhood_aware() (libcity.model.road_representation.GAT.GATLayerImp3 method) sym_adj() (in module libcity.model.traffic_speed_prediction.GWNET)

T

T_cheby_conv_ds (class in libcity.model.traffic_flow_prediction.DGCN) TATT_1 (class in libcity.model.traffic_flow_prediction.DGCN) (class in libcity.model.traffic_speed_prediction.HGCN) TEC (class in libcity.model.traffic_od_prediction.CSTN) TemplateTLP (class in libcity.model.trajectory_loc_prediction.TemplateTLP) TemplateTSP (class in libcity.model.traffic_speed_prediction.TemplateTSP) TemporalAttention (class in libcity.model.traffic_speed_prediction.GMAN) TemporalAttentionLayer (class in libcity.model.traffic_flow_prediction.ASTGCN) (class in libcity.model.traffic_flow_prediction.ASTGCNCommon) TemporalBlock (class in libcity.model.traffic_flow_prediction.MultiSTGCnet) (class in libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) (class in libcity.model.traffic_speed_prediction.STAGGCN) TemporalComponent (class in libcity.model.traffic_flow_prediction.MultiSTGCnet) (class in libcity.model.traffic_flow_prediction.MultiSTGCnetCommon) TemporalConvLayer (class in libcity.model.traffic_speed_prediction.STGCN) TemporalConvNet (class in libcity.model.traffic_speed_prediction.STAGGCN) TemporalView (class in libcity.model.traffic_demand_prediction.DMVSTNet) TGCLSTM (class in libcity.model.traffic_speed_prediction.TGCLSTM) TGCLSTMDataset (class in libcity.data.dataset.dataset_subclass) (class in libcity.data.dataset.dataset_subclass.tgclstm_dataset) TGCN (class in libcity.model.traffic_speed_prediction.TGCN) TGCNCell (class in libcity.model.traffic_speed_prediction.TGCN) timestamp2array() (in module libcity.utils.dataset) timestamp2vec_origin() (in module libcity.utils.dataset) to_ndarray() (libcity.data.batch.Batch method) to_tensor() (libcity.data.batch.Batch method) (libcity.data.batch.BatchPAD method) ToGCN (class in libcity.model.traffic_flow_prediction.ToGCN) top_k() (in module libcity.evaluator.eval_funcs) TrafficAccidentEvaluator (class in libcity.evaluator.traffic_accident_evaluator) TrafficStateCPTDataset (class in libcity.data.dataset.traffic_state_cpt_dataset) TrafficStateDataset (class in libcity.data.dataset.traffic_state_datatset) TrafficStateEvaluator (class in libcity.evaluator.traffic_state_evaluator) TrafficStateExecutor (class in libcity.executor.traffic_state_executor) TrafficStateGridDataset (class in libcity.data.dataset.traffic_state_grid_dataset) TrafficStateGridOdDataset (class in libcity.data.dataset.traffic_state_grid_od_dataset) TrafficStateOdDataset (class in libcity.data.dataset.traffic_state_od_dataset) TrafficStatePointDataset (class in libcity.data.dataset.traffic_state_point_dataset) train() (libcity.executor.abstract_executor.AbstractExecutor method) (libcity.executor.abstract_tradition_executor.AbstractTraditionExecutor method) (libcity.executor.chebconv_executor.ChebConvExecutor method) (libcity.executor.dcrnn_executor.DCRNNExecutor method) (libcity.executor.gensim_executor.GensimExecutor method) (libcity.executor.geosan_executor.GeoSANExecutor method) (libcity.executor.map_matching_executor.MapMatchingExecutor method) (libcity.executor.mtgnn_executor.MTGNNExecutor method) (libcity.executor.traffic_state_executor.TrafficStateExecutor method) (libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor method) TrainableEltwiseLayer (class in libcity.model.traffic_flow_prediction.STResNet) (class in libcity.model.traffic_flow_prediction.STResNetCommon) training (libcity.data.dataset.dataset_subclass.geosan_dataset.KNNSampler attribute) (libcity.model.abstract_model.AbstractModel attribute) (libcity.model.abstract_traffic_state_model.AbstractTrafficStateModel attribute) (libcity.model.eta.DeepTTE attribute) (libcity.model.eta.DeepTTE.Attr attribute) (libcity.model.eta.DeepTTE.DeepTTE attribute) (libcity.model.eta.DeepTTE.EntireEstimator attribute) (libcity.model.eta.DeepTTE.GeoConv attribute) (libcity.model.eta.DeepTTE.LocalEstimator attribute) (libcity.model.eta.DeepTTE.SpatioTemporal attribute) (libcity.model.eta.TTPNet attribute) (libcity.model.eta.TTPNet.Attr attribute) (libcity.model.eta.TTPNet.LongSpeed attribute) (libcity.model.eta.TTPNet.PredictionBiLSTM attribute) (libcity.model.eta.TTPNet.Road attribute) (libcity.model.eta.TTPNet.RoadLSTM attribute) (libcity.model.eta.TTPNet.ShortSpeed attribute) (libcity.model.eta.TTPNet.SpeedLSTM attribute) (libcity.model.eta.TTPNet.TTPNet attribute) (libcity.model.road_representation.ChebConv attribute) (libcity.model.road_representation.ChebConv.ChebConv attribute) (libcity.model.road_representation.ChebConv.ChebConvModule attribute) (libcity.model.road_representation.GAT attribute) (libcity.model.road_representation.GAT.GAT attribute) (libcity.model.road_representation.GAT.GATLayer attribute) (libcity.model.road_representation.GAT.GATLayerImp1 attribute) (libcity.model.road_representation.GAT.GATLayerImp2 attribute) (libcity.model.road_representation.GAT.GATLayerImp3 attribute) (libcity.model.road_representation.GeomGCN attribute) (libcity.model.road_representation.GeomGCN.GeomGCN attribute) (libcity.model.road_representation.GeomGCN.GeomGCNNet attribute) (libcity.model.road_representation.GeomGCN.GeomGCNSingleChannel attribute) (libcity.model.road_representation.LINE attribute) (libcity.model.road_representation.LINE.LINE attribute) (libcity.model.road_representation.LINE.LINE_FIRST attribute) (libcity.model.road_representation.LINE.LINE_SECOND attribute) (libcity.model.traffic_accident_prediction.GSNet attribute) (libcity.model.traffic_accident_prediction.GSNet.GCNLayer attribute) (libcity.model.traffic_accident_prediction.GSNet.GSNet attribute) (libcity.model.traffic_accident_prediction.GSNet.STGeoModule attribute) (libcity.model.traffic_accident_prediction.GSNet.STSemModule attribute) (libcity.model.traffic_demand_prediction.CCRNN.CCRNN attribute) (libcity.model.traffic_demand_prediction.CCRNN.DCGRUCell attribute) (libcity.model.traffic_demand_prediction.CCRNN.DCRNNDecoder attribute) (libcity.model.traffic_demand_prediction.CCRNN.DCRNNEncoder attribute) (libcity.model.traffic_demand_prediction.CCRNN.EvolutionCell attribute) (libcity.model.traffic_demand_prediction.CCRNN.GraphConv attribute) (libcity.model.traffic_demand_prediction.CCRNN.GraphConvMx attribute) (libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet attribute) (libcity.model.traffic_demand_prediction.DMVSTNet.Line attribute) (libcity.model.traffic_demand_prediction.DMVSTNet.SemanticView attribute) (libcity.model.traffic_demand_prediction.DMVSTNet.SpatialViewConv attribute) (libcity.model.traffic_demand_prediction.DMVSTNet.TemporalView attribute) (libcity.model.traffic_demand_prediction.STG2Seq.Align attribute) (libcity.model.traffic_demand_prediction.STG2Seq.AttentionC attribute) (libcity.model.traffic_demand_prediction.STG2Seq.AttentionT attribute) (libcity.model.traffic_demand_prediction.STG2Seq.ConvST attribute) (libcity.model.traffic_demand_prediction.STG2Seq.STG2Seq attribute) (libcity.model.traffic_flow_prediction.ACFM.ACFM attribute) (libcity.model.traffic_flow_prediction.ACFM.ConcatConv attribute) (libcity.model.traffic_flow_prediction.ACFM.ConvGate attribute) (libcity.model.traffic_flow_prediction.ACFM.ConvGRUCell attribute) (libcity.model.traffic_flow_prediction.ACFM.ConvLSTM attribute) (libcity.model.traffic_flow_prediction.ACFM.ConvLSTMCell attribute) (libcity.model.traffic_flow_prediction.ACFM.ExtNN attribute) (libcity.model.traffic_flow_prediction.ACFM.ResNN attribute) (libcity.model.traffic_flow_prediction.ACFM.ResUnit attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ACFMCommon attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ConcatConv attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvGate attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvGRUCell attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTM attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTMCell attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ExtNN attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ResNN attribute) (libcity.model.traffic_flow_prediction.ACFMCommon.ResUnit attribute) (libcity.model.traffic_flow_prediction.AGCRN.AGCRN attribute) (libcity.model.traffic_flow_prediction.AGCRN.AGCRNCell attribute) (libcity.model.traffic_flow_prediction.AGCRN.AVWDCRNN attribute) (libcity.model.traffic_flow_prediction.AGCRN.AVWGCN attribute) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCN attribute) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNBlock attribute) (libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNSubmodule attribute) (libcity.model.traffic_flow_prediction.ASTGCN.ChebConvWithSAt attribute) (libcity.model.traffic_flow_prediction.ASTGCN.FusionLayer attribute) (libcity.model.traffic_flow_prediction.ASTGCN.SpatialAttentionLayer attribute) (libcity.model.traffic_flow_prediction.ASTGCN.TemporalAttentionLayer attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNBlock attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNCommon attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNSubmodule attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.ChebConvWithSAt attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.SpatialAttentionLayer attribute) (libcity.model.traffic_flow_prediction.ASTGCNCommon.TemporalAttentionLayer attribute) (libcity.model.traffic_flow_prediction.CONVGCN.CONVGCN attribute) (libcity.model.traffic_flow_prediction.CONVGCN.GCN attribute) (libcity.model.traffic_flow_prediction.CONVGCN.GraphConvolution attribute) (libcity.model.traffic_flow_prediction.CONVGCNCommon.CONVGCNCommon attribute) (libcity.model.traffic_flow_prediction.CONVGCNCommon.GCN attribute) (libcity.model.traffic_flow_prediction.CONVGCNCommon.GraphConvolution attribute) (libcity.model.traffic_flow_prediction.CRANN.AttentionBlock attribute) (libcity.model.traffic_flow_prediction.CRANN.AttentionCNN attribute) (libcity.model.traffic_flow_prediction.CRANN.BahdanauDecoder attribute) (libcity.model.traffic_flow_prediction.CRANN.ConvBlock attribute) (libcity.model.traffic_flow_prediction.CRANN.CRANN attribute) (libcity.model.traffic_flow_prediction.CRANN.EncoderLSTM attribute) (libcity.model.traffic_flow_prediction.CRANN.MLP attribute) (libcity.model.traffic_flow_prediction.DGCN.DGCN attribute) (libcity.model.traffic_flow_prediction.DGCN.SATT_2 attribute) (libcity.model.traffic_flow_prediction.DGCN.SATT_3 attribute) (libcity.model.traffic_flow_prediction.DGCN.ST_BLOCK_2 attribute) (libcity.model.traffic_flow_prediction.DGCN.T_cheby_conv_ds attribute) (libcity.model.traffic_flow_prediction.DGCN.TATT_1 attribute) (libcity.model.traffic_flow_prediction.DSAN.Convs attribute) (libcity.model.traffic_flow_prediction.DSAN.DAE attribute) (libcity.model.traffic_flow_prediction.DSAN.DecoderLayer attribute) (libcity.model.traffic_flow_prediction.DSAN.DSAN attribute) (libcity.model.traffic_flow_prediction.DSAN.DsanUse attribute) (libcity.model.traffic_flow_prediction.DSAN.EncoderLayer attribute) (libcity.model.traffic_flow_prediction.DSAN.MSA attribute) (libcity.model.traffic_flow_prediction.DSAN.SAD attribute) (libcity.model.traffic_flow_prediction.MSTGCN.ChebConv attribute) (libcity.model.traffic_flow_prediction.MSTGCN.FusionLayer attribute) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCN attribute) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNBlock attribute) (libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNSubmodule attribute) (libcity.model.traffic_flow_prediction.MSTGCNCommon.ChebConv attribute) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNBlock attribute) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNCommon attribute) (libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNSubmodule attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnet.MultiSTGCnet attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialBlock attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialComponent attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalBlock attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalComponent attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.MultiSTGCnetCommon attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialBlock attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialComponent attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalBlock attribute) (libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalComponent attribute) (libcity.model.traffic_flow_prediction.ResLSTM.Attention3dBlock attribute) (libcity.model.traffic_flow_prediction.ResLSTM.ConvBlock attribute) (libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM attribute) (libcity.model.traffic_flow_prediction.ResLSTM.Unit attribute) (libcity.model.traffic_flow_prediction.STDN.CBAAttention attribute) (libcity.model.traffic_flow_prediction.STDN.STDN attribute) (libcity.model.traffic_flow_prediction.STNN.MLP attribute) (libcity.model.traffic_flow_prediction.STNN.STNN attribute) (libcity.model.traffic_flow_prediction.STResNet.BnReluConv attribute) (libcity.model.traffic_flow_prediction.STResNet.ResidualUnit attribute) (libcity.model.traffic_flow_prediction.STResNet.ResUnits attribute) (libcity.model.traffic_flow_prediction.STResNet.STResNet attribute) (libcity.model.traffic_flow_prediction.STResNet.TrainableEltwiseLayer attribute) (libcity.model.traffic_flow_prediction.STResNetCommon.BnReluConv attribute) (libcity.model.traffic_flow_prediction.STResNetCommon.ResidualUnit attribute) (libcity.model.traffic_flow_prediction.STResNetCommon.ResUnits attribute) (libcity.model.traffic_flow_prediction.STResNetCommon.STResNetCommon attribute) (libcity.model.traffic_flow_prediction.STResNetCommon.TrainableEltwiseLayer attribute) (libcity.model.traffic_flow_prediction.STSGCN.GcnOperation attribute) (libcity.model.traffic_flow_prediction.STSGCN.OutputLayer attribute) (libcity.model.traffic_flow_prediction.STSGCN.PositionEmbedding attribute) (libcity.model.traffic_flow_prediction.STSGCN.STSGCL attribute) (libcity.model.traffic_flow_prediction.STSGCN.Stsgcm attribute) (libcity.model.traffic_flow_prediction.STSGCN.STSGCN attribute) (libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerIndividual attribute) (libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerSharing attribute) (libcity.model.traffic_flow_prediction.ToGCN.Decoder attribute) (libcity.model.traffic_flow_prediction.ToGCN.Encoder attribute) (libcity.model.traffic_flow_prediction.ToGCN.GCN attribute) (libcity.model.traffic_flow_prediction.ToGCN.GraphConvolution attribute) (libcity.model.traffic_flow_prediction.ToGCN.ToGCN attribute) (libcity.model.traffic_od_prediction.CSTN attribute) (libcity.model.traffic_od_prediction.CSTN.CNN attribute) (libcity.model.traffic_od_prediction.CSTN.ConvLSTM attribute) (libcity.model.traffic_od_prediction.CSTN.ConvLSTMCell attribute) (libcity.model.traffic_od_prediction.CSTN.CSTN attribute) (libcity.model.traffic_od_prediction.CSTN.GCC attribute) (libcity.model.traffic_od_prediction.CSTN.LSC attribute) (libcity.model.traffic_od_prediction.CSTN.MLP attribute) (libcity.model.traffic_od_prediction.CSTN.TEC attribute) (libcity.model.traffic_od_prediction.GEML attribute) (libcity.model.traffic_od_prediction.GEML.GCN attribute) (libcity.model.traffic_od_prediction.GEML.GEML attribute) (libcity.model.traffic_od_prediction.GEML.GraphConvolution attribute) (libcity.model.traffic_od_prediction.GEML.MutiLearning attribute) (libcity.model.traffic_od_prediction.GEML.SLSTM attribute) (libcity.model.traffic_speed_prediction.ATDM.AgnosticConvBlock attribute) (libcity.model.traffic_speed_prediction.ATDM.ATDM attribute) (libcity.model.traffic_speed_prediction.ATDM.ConvRegBlock attribute) (libcity.model.traffic_speed_prediction.ATDM.SANN attribute) (libcity.model.traffic_speed_prediction.AutoEncoder.AutoEncoder attribute) (libcity.model.traffic_speed_prediction.DCRNN.DCGRUCell attribute) (libcity.model.traffic_speed_prediction.DCRNN.DCRNN attribute) (libcity.model.traffic_speed_prediction.DCRNN.DecoderModel attribute) (libcity.model.traffic_speed_prediction.DCRNN.EncoderModel attribute) (libcity.model.traffic_speed_prediction.DCRNN.FC attribute) (libcity.model.traffic_speed_prediction.DCRNN.GCONV attribute) (libcity.model.traffic_speed_prediction.DKFN.DKFN attribute) (libcity.model.traffic_speed_prediction.DKFN.FilterLinear attribute) (libcity.model.traffic_speed_prediction.FNN.FNN attribute) (libcity.model.traffic_speed_prediction.GMAN.FC attribute) (libcity.model.traffic_speed_prediction.GMAN.GatedFusion attribute) (libcity.model.traffic_speed_prediction.GMAN.GMAN attribute) (libcity.model.traffic_speed_prediction.GMAN.SpatialAttention attribute) (libcity.model.traffic_speed_prediction.GMAN.STAttBlock attribute) (libcity.model.traffic_speed_prediction.GMAN.STEmbedding attribute) (libcity.model.traffic_speed_prediction.GMAN.TemporalAttention attribute) (libcity.model.traffic_speed_prediction.GMAN.TransformAttention attribute) (libcity.model.traffic_speed_prediction.GTS.DCGRUCell attribute) (libcity.model.traffic_speed_prediction.GTS.DecoderModel attribute) (libcity.model.traffic_speed_prediction.GTS.EncoderModel attribute) (libcity.model.traffic_speed_prediction.GTS.FC attribute) (libcity.model.traffic_speed_prediction.GTS.GCONV attribute) (libcity.model.traffic_speed_prediction.GTS.GTS attribute) (libcity.model.traffic_speed_prediction.GWNET.GCN attribute) (libcity.model.traffic_speed_prediction.GWNET.GWNET attribute) (libcity.model.traffic_speed_prediction.GWNET.Linear attribute) (libcity.model.traffic_speed_prediction.GWNET.NConv attribute) (libcity.model.traffic_speed_prediction.HGCN.gate attribute) (libcity.model.traffic_speed_prediction.HGCN.GCNPool attribute) (libcity.model.traffic_speed_prediction.HGCN.HGCN attribute) (libcity.model.traffic_speed_prediction.HGCN.linear_time attribute) (libcity.model.traffic_speed_prediction.HGCN.multi_gcn_time attribute) (libcity.model.traffic_speed_prediction.HGCN.nconv attribute) (libcity.model.traffic_speed_prediction.HGCN.TATT_1 attribute) (libcity.model.traffic_speed_prediction.HGCN.Transmit attribute) (libcity.model.traffic_speed_prediction.MTGNN.Dilated1D attribute) (libcity.model.traffic_speed_prediction.MTGNN.DilatedInception attribute) (libcity.model.traffic_speed_prediction.MTGNN.DyMixprop attribute) (libcity.model.traffic_speed_prediction.MTGNN.DyNconv attribute) (libcity.model.traffic_speed_prediction.MTGNN.GraphConstructor attribute) (libcity.model.traffic_speed_prediction.MTGNN.GraphDirected attribute) (libcity.model.traffic_speed_prediction.MTGNN.GraphGlobal attribute) (libcity.model.traffic_speed_prediction.MTGNN.GraphUndirected attribute) (libcity.model.traffic_speed_prediction.MTGNN.LayerNorm attribute) (libcity.model.traffic_speed_prediction.MTGNN.Linear attribute) (libcity.model.traffic_speed_prediction.MTGNN.MixProp attribute) (libcity.model.traffic_speed_prediction.MTGNN.MTGNN attribute) (libcity.model.traffic_speed_prediction.MTGNN.NConv attribute) (libcity.model.traffic_speed_prediction.MTGNN.Prop attribute) (libcity.model.traffic_speed_prediction.RNN.RNN attribute) (libcity.model.traffic_speed_prediction.Seq2Seq.Decoder attribute) (libcity.model.traffic_speed_prediction.Seq2Seq.Encoder attribute) (libcity.model.traffic_speed_prediction.Seq2Seq.Seq2Seq attribute) (libcity.model.traffic_speed_prediction.STAGGCN.Chomp1d attribute) (libcity.model.traffic_speed_prediction.STAGGCN.GATConv attribute) (libcity.model.traffic_speed_prediction.STAGGCN.LearnedGCN attribute) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCN attribute) (libcity.model.traffic_speed_prediction.STAGGCN.STAGGCNModel attribute) (libcity.model.traffic_speed_prediction.STAGGCN.STCell attribute) (libcity.model.traffic_speed_prediction.STAGGCN.TemporalBlock attribute) (libcity.model.traffic_speed_prediction.STAGGCN.TemporalConvNet attribute) (libcity.model.traffic_speed_prediction.STGCN.Align attribute) (libcity.model.traffic_speed_prediction.STGCN.FullyConvLayer attribute) (libcity.model.traffic_speed_prediction.STGCN.OutputLayer attribute) (libcity.model.traffic_speed_prediction.STGCN.SpatioConvLayer attribute) (libcity.model.traffic_speed_prediction.STGCN.STConvBlock attribute) (libcity.model.traffic_speed_prediction.STGCN.STGCN attribute) (libcity.model.traffic_speed_prediction.STGCN.TemporalConvLayer attribute) (libcity.model.traffic_speed_prediction.STMGAT.STMGAT attribute) (libcity.model.traffic_speed_prediction.STTN.Encoder attribute) (libcity.model.traffic_speed_prediction.STTN.GCN attribute) (libcity.model.traffic_speed_prediction.STTN.GraphConvolution attribute) (libcity.model.traffic_speed_prediction.STTN.SSelfAttention attribute) (libcity.model.traffic_speed_prediction.STTN.STransformer attribute) (libcity.model.traffic_speed_prediction.STTN.STTN attribute) (libcity.model.traffic_speed_prediction.STTN.STTransformerBlock attribute) (libcity.model.traffic_speed_prediction.STTN.Transformer attribute) (libcity.model.traffic_speed_prediction.STTN.TSelfAttention attribute) (libcity.model.traffic_speed_prediction.STTN.TTransformer attribute) (libcity.model.traffic_speed_prediction.TemplateTSP.TemplateTSP attribute) (libcity.model.traffic_speed_prediction.TGCLSTM.FilterLinear attribute) (libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM attribute) (libcity.model.traffic_speed_prediction.TGCN.TGCN attribute) (libcity.model.traffic_speed_prediction.TGCN.TGCNCell attribute) (libcity.model.trajectory_loc_prediction.ATSTLSTM.ATSTLSTM attribute) (libcity.model.trajectory_loc_prediction.ATSTLSTM.Attn attribute) (libcity.model.trajectory_loc_prediction.CARA.CARA attribute) (libcity.model.trajectory_loc_prediction.CARA.CARA1 attribute) (libcity.model.trajectory_loc_prediction.CARA.Recommender attribute) (libcity.model.trajectory_loc_prediction.DeepMove.Attn attribute) (libcity.model.trajectory_loc_prediction.DeepMove.DeepMove attribute) (libcity.model.trajectory_loc_prediction.FPMC.FPMC attribute) (libcity.model.trajectory_loc_prediction.GeoSAN.Embedding attribute) (libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN attribute) (libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEmbedding attribute) (libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEncoding attribute) (libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM attribute) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTM attribute) (libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell attribute) (libcity.model.trajectory_loc_prediction.LSTPM.LSTPM attribute) (libcity.model.trajectory_loc_prediction.RNN.RNN attribute) (libcity.model.trajectory_loc_prediction.SERM.EmbeddingMatrix attribute) (libcity.model.trajectory_loc_prediction.SERM.SERM attribute) (libcity.model.trajectory_loc_prediction.STAN.Attn attribute) (libcity.model.trajectory_loc_prediction.STAN.Embed attribute) (libcity.model.trajectory_loc_prediction.STAN.MultiEmbed attribute) (libcity.model.trajectory_loc_prediction.STAN.SelfAttn attribute) (libcity.model.trajectory_loc_prediction.STAN.STAN attribute) (libcity.model.trajectory_loc_prediction.STRNN.STRNN attribute) (libcity.model.trajectory_loc_prediction.TemplateTLP.TemplateTLP attribute)

TrajectoryDataset (class in libcity.data.dataset.trajectory_dataset) TrajLocPredEvaluator (class in libcity.evaluator.traj_loc_pred_evaluator) TrajLocPredExecutor (class in libcity.executor.traj_loc_pred_executor) trans_naming_rule() (in module libcity.utils.utils) transfer_data() (in module libcity.evaluator.utils) transform() (libcity.utils.normalization.LogScaler method) (libcity.utils.normalization.MinMax01Scaler method) (libcity.utils.normalization.MinMax11Scaler method) (libcity.utils.normalization.NoneScaler method) (libcity.utils.normalization.NormalScaler method) (libcity.utils.normalization.Scaler method) (libcity.utils.normalization.StandardScaler method) TransformAttention (class in libcity.model.traffic_speed_prediction.GMAN) Transformer (class in libcity.model.traffic_speed_prediction.STTN) Transmit (class in libcity.model.traffic_speed_prediction.HGCN) trg_nodes_dim (libcity.model.road_representation.GAT.GATLayerImp3 attribute) TSelfAttention (class in libcity.model.traffic_speed_prediction.STTN) TTPNet (class in libcity.model.eta) (class in libcity.model.eta.TTPNet) TtpnetEncoder (class in libcity.data.dataset.eta_encoder) (class in libcity.data.dataset.eta_encoder.ttpnet_encoder) TTransformer (class in libcity.model.traffic_speed_prediction.STTN) two_layer_ffn() (in module libcity.model.traffic_flow_prediction.DSAN) txy2quadkey() (in module libcity.data.dataset.dataset_subclass.geosan_dataset)

U

union() (libcity.data.dataset.map_matching_dataset.UnionSet method) UnionSet (class in libcity.data.dataset.map_matching_dataset)

Unit (class in libcity.model.traffic_flow_prediction.ResLSTM) unnormalize() (in module libcity.model.eta.DeepTTE) (in module libcity.model.eta.TTPNet)

V

VisHelper (class in libcity.utils.visualize)

visualize() (libcity.utils.visualize.VisHelper method) VoseAlias (class in libcity.model.traffic_demand_prediction.DMVSTNet)