-
Notifications
You must be signed in to change notification settings - Fork 3
/
Copy pathsearchindex.js
1 lines (1 loc) · 236 KB
/
searchindex.js
1
Search.setIndex({docnames:["developer_guide/code_style","developer_guide/implemented_datasets","developer_guide/implemented_executors","developer_guide/implemented_models","get_started/directory_structure","get_started/install","get_started/introduction","get_started/quick_start","index","libcity/libcity.config","libcity/libcity.config.config_parser","libcity/libcity.data","libcity/libcity.data.batch","libcity/libcity.data.dataset","libcity/libcity.data.dataset.abstract_dataset","libcity/libcity.data.dataset.dataset_subclass","libcity/libcity.data.dataset.dataset_subclass.acfm_dataset","libcity/libcity.data.dataset.dataset_subclass.astgcn_dataset","libcity/libcity.data.dataset.dataset_subclass.ccrnn_dataset","libcity/libcity.data.dataset.dataset_subclass.chebconv_dataset","libcity/libcity.data.dataset.dataset_subclass.convgcn_dataset","libcity/libcity.data.dataset.dataset_subclass.crann_dataset","libcity/libcity.data.dataset.dataset_subclass.cstn_dataset","libcity/libcity.data.dataset.dataset_subclass.dmvstnet_dataset","libcity/libcity.data.dataset.dataset_subclass.geosan_dataset","libcity/libcity.data.dataset.dataset_subclass.gman_dataset","libcity/libcity.data.dataset.dataset_subclass.gsnet_dataset","libcity/libcity.data.dataset.dataset_subclass.gts_dataset","libcity/libcity.data.dataset.dataset_subclass.hgcn_dataset","libcity/libcity.data.dataset.dataset_subclass.line_dataset","libcity/libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset","libcity/libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset","libcity/libcity.data.dataset.dataset_subclass.reslstm_dataset","libcity/libcity.data.dataset.dataset_subclass.staggcn_dataset","libcity/libcity.data.dataset.dataset_subclass.stdn_dataset","libcity/libcity.data.dataset.dataset_subclass.stg2seq_dataset","libcity/libcity.data.dataset.dataset_subclass.stresnet_dataset","libcity/libcity.data.dataset.dataset_subclass.tgclstm_dataset","libcity/libcity.data.dataset.eta_dataset","libcity/libcity.data.dataset.eta_encoder","libcity/libcity.data.dataset.eta_encoder.abstract_eta_encoder","libcity/libcity.data.dataset.eta_encoder.deeptte_encoder","libcity/libcity.data.dataset.eta_encoder.ttpnet_encoder","libcity/libcity.data.dataset.map_matching_dataset","libcity/libcity.data.dataset.roadnetwork_dataset","libcity/libcity.data.dataset.traffic_state_cpt_dataset","libcity/libcity.data.dataset.traffic_state_datatset","libcity/libcity.data.dataset.traffic_state_grid_dataset","libcity/libcity.data.dataset.traffic_state_grid_od_dataset","libcity/libcity.data.dataset.traffic_state_od_dataset","libcity/libcity.data.dataset.traffic_state_point_dataset","libcity/libcity.data.dataset.trajectory_dataset","libcity/libcity.data.dataset.trajectory_encoder","libcity/libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder","libcity/libcity.data.dataset.trajectory_encoder.atstlstm_encoder","libcity/libcity.data.dataset.trajectory_encoder.cara_encoder","libcity/libcity.data.dataset.trajectory_encoder.hstlstm_encoder","libcity/libcity.data.dataset.trajectory_encoder.lstpm_encoder","libcity/libcity.data.dataset.trajectory_encoder.serm_encoder","libcity/libcity.data.dataset.trajectory_encoder.stan_encoder","libcity/libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder","libcity/libcity.data.dataset.trajectory_encoder.strnn_encoder","libcity/libcity.data.list_dataset","libcity/libcity.data.utils","libcity/libcity.evaluator","libcity/libcity.evaluator.abstract_evaluator","libcity/libcity.evaluator.cara_loc_pred_evaluator","libcity/libcity.evaluator.eta_evaluator","libcity/libcity.evaluator.eval_funcs","libcity/libcity.evaluator.geosan_evaluator","libcity/libcity.evaluator.map_matching_evaluator","libcity/libcity.evaluator.road_representation_evaluator","libcity/libcity.evaluator.traffic_accident_evaluator","libcity/libcity.evaluator.traffic_state_evaluator","libcity/libcity.evaluator.traj_loc_pred_evaluator","libcity/libcity.evaluator.utils","libcity/libcity.executor","libcity/libcity.executor.abstract_executor","libcity/libcity.executor.abstract_tradition_executor","libcity/libcity.executor.chebconv_executor","libcity/libcity.executor.dcrnn_executor","libcity/libcity.executor.eta_executor","libcity/libcity.executor.geml_executor","libcity/libcity.executor.gensim_executor","libcity/libcity.executor.geosan_executor","libcity/libcity.executor.hyper_tuning","libcity/libcity.executor.line_executor","libcity/libcity.executor.map_matching_executor","libcity/libcity.executor.mtgnn_executor","libcity/libcity.executor.traffic_state_executor","libcity/libcity.executor.traj_loc_pred_executor","libcity/libcity.model","libcity/libcity.model.abstract_model","libcity/libcity.model.abstract_traffic_state_model","libcity/libcity.model.abstract_traffic_tradition_model","libcity/libcity.model.eta","libcity/libcity.model.eta.DeepTTE","libcity/libcity.model.eta.TTPNet","libcity/libcity.model.loss","libcity/libcity.model.map_matching","libcity/libcity.model.map_matching.HMMM","libcity/libcity.model.map_matching.IVMM","libcity/libcity.model.map_matching.STMatching","libcity/libcity.model.road_representation","libcity/libcity.model.road_representation.ChebConv","libcity/libcity.model.road_representation.DeepWalk","libcity/libcity.model.road_representation.GAT","libcity/libcity.model.road_representation.GeomGCN","libcity/libcity.model.road_representation.LINE","libcity/libcity.model.road_representation.Node2Vec","libcity/libcity.model.traffic_accident_prediction","libcity/libcity.model.traffic_accident_prediction.GSNet","libcity/libcity.model.traffic_demand_prediction","libcity/libcity.model.traffic_demand_prediction.CCRNN","libcity/libcity.model.traffic_demand_prediction.DMVSTNet","libcity/libcity.model.traffic_demand_prediction.STG2Seq","libcity/libcity.model.traffic_flow_prediction","libcity/libcity.model.traffic_flow_prediction.ACFM","libcity/libcity.model.traffic_flow_prediction.ACFMCommon","libcity/libcity.model.traffic_flow_prediction.AGCRN","libcity/libcity.model.traffic_flow_prediction.ASTGCN","libcity/libcity.model.traffic_flow_prediction.ASTGCNCommon","libcity/libcity.model.traffic_flow_prediction.CONVGCN","libcity/libcity.model.traffic_flow_prediction.CONVGCNCommon","libcity/libcity.model.traffic_flow_prediction.CRANN","libcity/libcity.model.traffic_flow_prediction.DGCN","libcity/libcity.model.traffic_flow_prediction.DSAN","libcity/libcity.model.traffic_flow_prediction.MSTGCN","libcity/libcity.model.traffic_flow_prediction.MSTGCNCommon","libcity/libcity.model.traffic_flow_prediction.MultiSTGCnet","libcity/libcity.model.traffic_flow_prediction.MultiSTGCnetCommon","libcity/libcity.model.traffic_flow_prediction.ResLSTM","libcity/libcity.model.traffic_flow_prediction.STDN","libcity/libcity.model.traffic_flow_prediction.STNN","libcity/libcity.model.traffic_flow_prediction.STResNet","libcity/libcity.model.traffic_flow_prediction.STResNetCommon","libcity/libcity.model.traffic_flow_prediction.STSGCN","libcity/libcity.model.traffic_flow_prediction.ToGCN","libcity/libcity.model.traffic_od_prediction","libcity/libcity.model.traffic_od_prediction.CSTN","libcity/libcity.model.traffic_od_prediction.GEML","libcity/libcity.model.traffic_speed_prediction","libcity/libcity.model.traffic_speed_prediction.ATDM","libcity/libcity.model.traffic_speed_prediction.AutoEncoder","libcity/libcity.model.traffic_speed_prediction.DCRNN","libcity/libcity.model.traffic_speed_prediction.DKFN","libcity/libcity.model.traffic_speed_prediction.FNN","libcity/libcity.model.traffic_speed_prediction.GMAN","libcity/libcity.model.traffic_speed_prediction.GTS","libcity/libcity.model.traffic_speed_prediction.GWNET","libcity/libcity.model.traffic_speed_prediction.HGCN","libcity/libcity.model.traffic_speed_prediction.MTGNN","libcity/libcity.model.traffic_speed_prediction.RNN","libcity/libcity.model.traffic_speed_prediction.STAGGCN","libcity/libcity.model.traffic_speed_prediction.STGCN","libcity/libcity.model.traffic_speed_prediction.STMGAT","libcity/libcity.model.traffic_speed_prediction.STTN","libcity/libcity.model.traffic_speed_prediction.Seq2Seq","libcity/libcity.model.traffic_speed_prediction.TGCLSTM","libcity/libcity.model.traffic_speed_prediction.TGCN","libcity/libcity.model.traffic_speed_prediction.TemplateTSP","libcity/libcity.model.trajectory_loc_prediction","libcity/libcity.model.trajectory_loc_prediction.ATSTLSTM","libcity/libcity.model.trajectory_loc_prediction.CARA","libcity/libcity.model.trajectory_loc_prediction.DeepMove","libcity/libcity.model.trajectory_loc_prediction.FPMC","libcity/libcity.model.trajectory_loc_prediction.GeoSAN","libcity/libcity.model.trajectory_loc_prediction.HSTLSTM","libcity/libcity.model.trajectory_loc_prediction.LSTPM","libcity/libcity.model.trajectory_loc_prediction.RNN","libcity/libcity.model.trajectory_loc_prediction.SERM","libcity/libcity.model.trajectory_loc_prediction.STAN","libcity/libcity.model.trajectory_loc_prediction.STRNN","libcity/libcity.model.trajectory_loc_prediction.TemplateTLP","libcity/libcity.model.utils","libcity/libcity.pipeline","libcity/libcity.pipeline.pipeline","libcity/libcity.utils","libcity/libcity.utils.GPS_utils","libcity/libcity.utils.argument_list","libcity/libcity.utils.dataset","libcity/libcity.utils.normalization","libcity/libcity.utils.utils","libcity/libcity.utils.visualize","tutorial/add_model","tutorial/data_visualization","tutorial/hyper_tune","tutorial/install_quick_start","tutorial/run_model","user_guide/config_settings","user_guide/data","user_guide/data/args_for_data","user_guide/data/atomic_files","user_guide/data/batch","user_guide/data/data_flow","user_guide/data/dataset_class","user_guide/data/dataset_for_task","user_guide/data/raw_data","user_guide/evaluator","user_guide/evaluator/eta","user_guide/evaluator/map_matching","user_guide/evaluator/traffic_state_pred","user_guide/evaluator/traj_loc_pred","user_guide/executor","user_guide/executor/eta","user_guide/executor/map_matching","user_guide/executor/traffic_state_pred","user_guide/executor/traj_loc_pred","user_guide/model","user_guide/model/Traffic_Flow_Prediction/ACFM","user_guide/model/Traffic_Flow_Prediction/AGCRN","user_guide/model/Traffic_Flow_Prediction/ASTGCN","user_guide/model/Traffic_Flow_Prediction/MSTGCN","user_guide/model/Traffic_Flow_Prediction/STResNet","user_guide/model/Traffic_Speed_Prediction/GraphWaveNet","user_guide/model/Traffic_Speed_Prediction/STGCN","user_guide/model/Traffic_Speed_Prediction/TGCLSTM","user_guide/model/Traffic_Speed_Prediction/TGCN","user_guide/model/Traffic_Speed_Prediction/dcrnn","user_guide/model/Trajectory_Location_Prediction/DeepMove","user_guide/model/Trajectory_Location_Prediction/FPMC","user_guide/model/Trajectory_Location_Prediction/LSTPM","user_guide/model/Trajectory_Location_Prediction/RNN","user_guide/model/Trajectory_Location_Prediction/SERM","user_guide/model/Trajectory_Location_Prediction/STRNN","user_guide/model1","user_guide/usage","user_guide/usage/logger","user_guide/usage/parameter_tuning","user_guide/usage/run_model","user_guide/usage/standard_track"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":2,"sphinx.ext.viewcode":1,sphinx:56},filenames:["developer_guide\\code_style.md","developer_guide\\implemented_datasets.md","developer_guide\\implemented_executors.md","developer_guide\\implemented_models.md","get_started\\directory_structure.md","get_started\\install.md","get_started\\introduction.md","get_started\\quick_start.md","index.rst","libcity\\libcity.config.rst","libcity\\libcity.config.config_parser.rst","libcity\\libcity.data.rst","libcity\\libcity.data.batch.rst","libcity\\libcity.data.dataset.rst","libcity\\libcity.data.dataset.abstract_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.rst","libcity\\libcity.data.dataset.dataset_subclass.acfm_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.astgcn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.ccrnn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.chebconv_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.convgcn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.crann_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.cstn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.dmvstnet_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.geosan_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.gman_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.gsnet_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.gts_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.hgcn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.line_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.reslstm_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.staggcn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.stdn_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.stg2seq_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.stresnet_dataset.rst","libcity\\libcity.data.dataset.dataset_subclass.tgclstm_dataset.rst","libcity\\libcity.data.dataset.eta_dataset.rst","libcity\\libcity.data.dataset.eta_encoder.rst","libcity\\libcity.data.dataset.eta_encoder.abstract_eta_encoder.rst","libcity\\libcity.data.dataset.eta_encoder.deeptte_encoder.rst","libcity\\libcity.data.dataset.eta_encoder.ttpnet_encoder.rst","libcity\\libcity.data.dataset.map_matching_dataset.rst","libcity\\libcity.data.dataset.roadnetwork_dataset.rst","libcity\\libcity.data.dataset.traffic_state_cpt_dataset.rst","libcity\\libcity.data.dataset.traffic_state_datatset.rst","libcity\\libcity.data.dataset.traffic_state_grid_dataset.rst","libcity\\libcity.data.dataset.traffic_state_grid_od_dataset.rst","libcity\\libcity.data.dataset.traffic_state_od_dataset.rst","libcity\\libcity.data.dataset.traffic_state_point_dataset.rst","libcity\\libcity.data.dataset.trajectory_dataset.rst","libcity\\libcity.data.dataset.trajectory_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.atstlstm_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.cara_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.hstlstm_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.lstpm_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.serm_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.stan_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.rst","libcity\\libcity.data.dataset.trajectory_encoder.strnn_encoder.rst","libcity\\libcity.data.list_dataset.rst","libcity\\libcity.data.utils.rst","libcity\\libcity.evaluator.rst","libcity\\libcity.evaluator.abstract_evaluator.rst","libcity\\libcity.evaluator.cara_loc_pred_evaluator.rst","libcity\\libcity.evaluator.eta_evaluator.rst","libcity\\libcity.evaluator.eval_funcs.rst","libcity\\libcity.evaluator.geosan_evaluator.rst","libcity\\libcity.evaluator.map_matching_evaluator.rst","libcity\\libcity.evaluator.road_representation_evaluator.rst","libcity\\libcity.evaluator.traffic_accident_evaluator.rst","libcity\\libcity.evaluator.traffic_state_evaluator.rst","libcity\\libcity.evaluator.traj_loc_pred_evaluator.rst","libcity\\libcity.evaluator.utils.rst","libcity\\libcity.executor.rst","libcity\\libcity.executor.abstract_executor.rst","libcity\\libcity.executor.abstract_tradition_executor.rst","libcity\\libcity.executor.chebconv_executor.rst","libcity\\libcity.executor.dcrnn_executor.rst","libcity\\libcity.executor.eta_executor.rst","libcity\\libcity.executor.geml_executor.rst","libcity\\libcity.executor.gensim_executor.rst","libcity\\libcity.executor.geosan_executor.rst","libcity\\libcity.executor.hyper_tuning.rst","libcity\\libcity.executor.line_executor.rst","libcity\\libcity.executor.map_matching_executor.rst","libcity\\libcity.executor.mtgnn_executor.rst","libcity\\libcity.executor.traffic_state_executor.rst","libcity\\libcity.executor.traj_loc_pred_executor.rst","libcity\\libcity.model.rst","libcity\\libcity.model.abstract_model.rst","libcity\\libcity.model.abstract_traffic_state_model.rst","libcity\\libcity.model.abstract_traffic_tradition_model.rst","libcity\\libcity.model.eta.rst","libcity\\libcity.model.eta.DeepTTE.rst","libcity\\libcity.model.eta.TTPNet.rst","libcity\\libcity.model.loss.rst","libcity\\libcity.model.map_matching.rst","libcity\\libcity.model.map_matching.HMMM.rst","libcity\\libcity.model.map_matching.IVMM.rst","libcity\\libcity.model.map_matching.STMatching.rst","libcity\\libcity.model.road_representation.rst","libcity\\libcity.model.road_representation.ChebConv.rst","libcity\\libcity.model.road_representation.DeepWalk.rst","libcity\\libcity.model.road_representation.GAT.rst","libcity\\libcity.model.road_representation.GeomGCN.rst","libcity\\libcity.model.road_representation.LINE.rst","libcity\\libcity.model.road_representation.Node2Vec.rst","libcity\\libcity.model.traffic_accident_prediction.rst","libcity\\libcity.model.traffic_accident_prediction.GSNet.rst","libcity\\libcity.model.traffic_demand_prediction.rst","libcity\\libcity.model.traffic_demand_prediction.CCRNN.rst","libcity\\libcity.model.traffic_demand_prediction.DMVSTNet.rst","libcity\\libcity.model.traffic_demand_prediction.STG2Seq.rst","libcity\\libcity.model.traffic_flow_prediction.rst","libcity\\libcity.model.traffic_flow_prediction.ACFM.rst","libcity\\libcity.model.traffic_flow_prediction.ACFMCommon.rst","libcity\\libcity.model.traffic_flow_prediction.AGCRN.rst","libcity\\libcity.model.traffic_flow_prediction.ASTGCN.rst","libcity\\libcity.model.traffic_flow_prediction.ASTGCNCommon.rst","libcity\\libcity.model.traffic_flow_prediction.CONVGCN.rst","libcity\\libcity.model.traffic_flow_prediction.CONVGCNCommon.rst","libcity\\libcity.model.traffic_flow_prediction.CRANN.rst","libcity\\libcity.model.traffic_flow_prediction.DGCN.rst","libcity\\libcity.model.traffic_flow_prediction.DSAN.rst","libcity\\libcity.model.traffic_flow_prediction.MSTGCN.rst","libcity\\libcity.model.traffic_flow_prediction.MSTGCNCommon.rst","libcity\\libcity.model.traffic_flow_prediction.MultiSTGCnet.rst","libcity\\libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.rst","libcity\\libcity.model.traffic_flow_prediction.ResLSTM.rst","libcity\\libcity.model.traffic_flow_prediction.STDN.rst","libcity\\libcity.model.traffic_flow_prediction.STNN.rst","libcity\\libcity.model.traffic_flow_prediction.STResNet.rst","libcity\\libcity.model.traffic_flow_prediction.STResNetCommon.rst","libcity\\libcity.model.traffic_flow_prediction.STSGCN.rst","libcity\\libcity.model.traffic_flow_prediction.ToGCN.rst","libcity\\libcity.model.traffic_od_prediction.rst","libcity\\libcity.model.traffic_od_prediction.CSTN.rst","libcity\\libcity.model.traffic_od_prediction.GEML.rst","libcity\\libcity.model.traffic_speed_prediction.rst","libcity\\libcity.model.traffic_speed_prediction.ATDM.rst","libcity\\libcity.model.traffic_speed_prediction.AutoEncoder.rst","libcity\\libcity.model.traffic_speed_prediction.DCRNN.rst","libcity\\libcity.model.traffic_speed_prediction.DKFN.rst","libcity\\libcity.model.traffic_speed_prediction.FNN.rst","libcity\\libcity.model.traffic_speed_prediction.GMAN.rst","libcity\\libcity.model.traffic_speed_prediction.GTS.rst","libcity\\libcity.model.traffic_speed_prediction.GWNET.rst","libcity\\libcity.model.traffic_speed_prediction.HGCN.rst","libcity\\libcity.model.traffic_speed_prediction.MTGNN.rst","libcity\\libcity.model.traffic_speed_prediction.RNN.rst","libcity\\libcity.model.traffic_speed_prediction.STAGGCN.rst","libcity\\libcity.model.traffic_speed_prediction.STGCN.rst","libcity\\libcity.model.traffic_speed_prediction.STMGAT.rst","libcity\\libcity.model.traffic_speed_prediction.STTN.rst","libcity\\libcity.model.traffic_speed_prediction.Seq2Seq.rst","libcity\\libcity.model.traffic_speed_prediction.TGCLSTM.rst","libcity\\libcity.model.traffic_speed_prediction.TGCN.rst","libcity\\libcity.model.traffic_speed_prediction.TemplateTSP.rst","libcity\\libcity.model.trajectory_loc_prediction.rst","libcity\\libcity.model.trajectory_loc_prediction.ATSTLSTM.rst","libcity\\libcity.model.trajectory_loc_prediction.CARA.rst","libcity\\libcity.model.trajectory_loc_prediction.DeepMove.rst","libcity\\libcity.model.trajectory_loc_prediction.FPMC.rst","libcity\\libcity.model.trajectory_loc_prediction.GeoSAN.rst","libcity\\libcity.model.trajectory_loc_prediction.HSTLSTM.rst","libcity\\libcity.model.trajectory_loc_prediction.LSTPM.rst","libcity\\libcity.model.trajectory_loc_prediction.RNN.rst","libcity\\libcity.model.trajectory_loc_prediction.SERM.rst","libcity\\libcity.model.trajectory_loc_prediction.STAN.rst","libcity\\libcity.model.trajectory_loc_prediction.STRNN.rst","libcity\\libcity.model.trajectory_loc_prediction.TemplateTLP.rst","libcity\\libcity.model.utils.rst","libcity\\libcity.pipeline.rst","libcity\\libcity.pipeline.pipeline.rst","libcity\\libcity.utils.rst","libcity\\libcity.utils.GPS_utils.rst","libcity\\libcity.utils.argument_list.rst","libcity\\libcity.utils.dataset.rst","libcity\\libcity.utils.normalization.rst","libcity\\libcity.utils.utils.rst","libcity\\libcity.utils.visualize.rst","tutorial\\add_model.md","tutorial\\data_visualization.md","tutorial\\hyper_tune.md","tutorial\\install_quick_start.md","tutorial\\run_model.md","user_guide\\config_settings.md","user_guide\\data.rst","user_guide\\data\\args_for_data.md","user_guide\\data\\atomic_files.md","user_guide\\data\\batch.md","user_guide\\data\\data_flow.md","user_guide\\data\\dataset_class.md","user_guide\\data\\dataset_for_task.md","user_guide\\data\\raw_data.md","user_guide\\evaluator.rst","user_guide\\evaluator\\eta.rst","user_guide\\evaluator\\map_matching.rst","user_guide\\evaluator\\traffic_state_pred.rst","user_guide\\evaluator\\traj_loc_pred.rst","user_guide\\executor.rst","user_guide\\executor\\eta.md","user_guide\\executor\\map_matching.md","user_guide\\executor\\traffic_state_pred.md","user_guide\\executor\\traj_loc_pred.md","user_guide\\model.md","user_guide\\model\\Traffic_Flow_Prediction\\ACFM.md","user_guide\\model\\Traffic_Flow_Prediction\\AGCRN.md","user_guide\\model\\Traffic_Flow_Prediction\\ASTGCN.md","user_guide\\model\\Traffic_Flow_Prediction\\MSTGCN.md","user_guide\\model\\Traffic_Flow_Prediction\\STResNet.md","user_guide\\model\\Traffic_Speed_Prediction\\GraphWaveNet.md","user_guide\\model\\Traffic_Speed_Prediction\\STGCN.md","user_guide\\model\\Traffic_Speed_Prediction\\TGCLSTM.md","user_guide\\model\\Traffic_Speed_Prediction\\TGCN.md","user_guide\\model\\Traffic_Speed_Prediction\\dcrnn.md","user_guide\\model\\Trajectory_Location_Prediction\\DeepMove.md","user_guide\\model\\Trajectory_Location_Prediction\\FPMC.md","user_guide\\model\\Trajectory_Location_Prediction\\LSTPM.md","user_guide\\model\\Trajectory_Location_Prediction\\RNN.md","user_guide\\model\\Trajectory_Location_Prediction\\SERM.md","user_guide\\model\\Trajectory_Location_Prediction\\STRNN.md","user_guide\\model1.rst","user_guide\\usage.rst","user_guide\\usage\\logger.md","user_guide\\usage\\parameter_tuning.md","user_guide\\usage\\run_model.md","user_guide\\usage\\standard_track.md"],objects:{"libcity.config":{config_parser:[10,0,0,"-"]},"libcity.config.config_parser":{ConfigParser:[10,1,1,""]},"libcity.config.config_parser.ConfigParser":{get:[10,2,1,""]},"libcity.data":{batch:[12,0,0,"-"],list_dataset:[62,0,0,"-"],utils:[63,0,0,"-"]},"libcity.data.batch":{Batch:[12,1,1,""],BatchPAD:[12,1,1,""]},"libcity.data.batch.Batch":{append:[12,2,1,""],to_ndarray:[12,2,1,""],to_tensor:[12,2,1,""]},"libcity.data.batch.BatchPAD":{append:[12,2,1,""],get_origin_len:[12,2,1,""],padding:[12,2,1,""],to_tensor:[12,2,1,""]},"libcity.data.dataset":{abstract_dataset:[14,0,0,"-"],dataset_subclass:[15,0,0,"-"],eta_dataset:[38,0,0,"-"],eta_encoder:[39,0,0,"-"],map_matching_dataset:[43,0,0,"-"],roadnetwork_dataset:[44,0,0,"-"],traffic_state_cpt_dataset:[45,0,0,"-"],traffic_state_datatset:[46,0,0,"-"],traffic_state_grid_dataset:[47,0,0,"-"],traffic_state_grid_od_dataset:[48,0,0,"-"],traffic_state_od_dataset:[49,0,0,"-"],traffic_state_point_dataset:[50,0,0,"-"],trajectory_dataset:[51,0,0,"-"]},"libcity.data.dataset.abstract_dataset":{AbstractDataset:[14,1,1,""]},"libcity.data.dataset.abstract_dataset.AbstractDataset":{get_data:[14,2,1,""],get_data_feature:[14,2,1,""]},"libcity.data.dataset.dataset_subclass":{ACFMDataset:[15,1,1,""],ASTGCNDataset:[15,1,1,""],CCRNNDataset:[15,1,1,""],CONVGCNDataset:[15,1,1,""],CRANNDataset:[15,1,1,""],CSTNDataset:[15,1,1,""],ChebConvDataset:[15,1,1,""],DMVSTNetDataset:[15,1,1,""],GMANDataset:[15,1,1,""],GSNetDataset:[15,1,1,""],GTSDataset:[15,1,1,""],GeoSANDataset:[15,1,1,""],HGCNDataset:[15,1,1,""],LINEDataset:[15,1,1,""],MultiSTGCnetDataset:[15,1,1,""],PBSTrajectoryDataset:[15,1,1,""],RESLSTMDataset:[15,1,1,""],STAGGCNDataset:[15,1,1,""],STDNDataset:[15,1,1,""],STG2SeqDataset:[15,1,1,""],STResNetDataset:[15,1,1,""],TGCLSTMDataset:[15,1,1,""],acfm_dataset:[16,0,0,"-"],astgcn_dataset:[17,0,0,"-"],ccrnn_dataset:[18,0,0,"-"],chebconv_dataset:[19,0,0,"-"],convgcn_dataset:[20,0,0,"-"],crann_dataset:[21,0,0,"-"],cstn_dataset:[22,0,0,"-"],dmvstnet_dataset:[23,0,0,"-"],geosan_dataset:[24,0,0,"-"],gman_dataset:[25,0,0,"-"],gsnet_dataset:[26,0,0,"-"],gts_dataset:[27,0,0,"-"],hgcn_dataset:[28,0,0,"-"],line_dataset:[29,0,0,"-"],multi_stgcnet_dataset:[30,0,0,"-"],pbs_trajectory_dataset:[31,0,0,"-"],reslstm_dataset:[32,0,0,"-"],staggcn_dataset:[33,0,0,"-"],stdn_dataset:[34,0,0,"-"],stg2seq_dataset:[35,0,0,"-"],stresnet_dataset:[36,0,0,"-"],tgclstm_dataset:[37,0,0,"-"]},"libcity.data.dataset.dataset_subclass.ACFMDataset":{_get_external_array:[15,2,1,""],_load_ext_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.ASTGCNDataset":{_generate_input_data:[15,2,1,""],_get_sample_indices:[15,2,1,""],_search_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.CCRNNDataset":{_generate_data:[15,2,1,""],_generate_train_val_test:[15,2,1,""],_load_cache_train_val_test:[15,2,1,""],_load_rel:[15,2,1,""],_split_train_val_test:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.CRANNDataset":{get_data:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.CSTNDataset":{_generate_data:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.ChebConvDataset":{_get_scalar:[15,2,1,""],_load_cache_train_val_test:[15,2,1,""],_load_geo:[15,2,1,""],_load_rel:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.DMVSTNetDataset":{get_data_feature:[15,2,1,""],get_dtw_grpah:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.GMANDataset":{get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.GSNetDataset":{get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.GTSDataset":{get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.GeoSANDataset":{add_location:[15,2,1,""],build_vocab:[15,2,1,""],collect_fn_quadkey:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""],get_visited_locs:[15,2,1,""],processing:[15,2,1,""],region_stats:[15,2,1,""],split:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.HGCNDataset":{calculate_adj_mx_cluster:[15,2,1,""],get_cluster:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.LINEDataset":{_generate_data:[15,2,1,""],_load_cache:[15,2,1,""],_load_geo:[15,2,1,""],_load_rel:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.MultiSTGCnetDataset":{get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.PBSTrajectoryDataset":{cutter_filter:[15,2,1,""],divide_data:[15,2,1,""],encode_traj:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""],get_encoder:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.STAGGCNDataset":{edge_index_func:[15,2,1,""],get_data_feature:[15,2,1,""],get_dtw_edge_index:[15,2,1,""],get_edge_index:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.STDNDataset":{_generate_train_val_test:[15,2,1,""],_load_cache_train_val_test:[15,2,1,""],_split_train_val_test_stdn:[15,2,1,""],get_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.STG2SeqDataset":{_generate_data:[15,2,1,""],_generate_train_val_test:[15,2,1,""],_load_cache_train_val_test:[15,2,1,""],_load_rel:[15,2,1,""],_split_train_val_test:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.STResNetDataset":{_get_external_array:[15,2,1,""],_load_ext_data:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.TGCLSTMDataset":{_load_rel:[15,2,1,""],get_data_feature:[15,2,1,""]},"libcity.data.dataset.dataset_subclass.acfm_dataset":{ACFMDataset:[16,1,1,""]},"libcity.data.dataset.dataset_subclass.acfm_dataset.ACFMDataset":{_get_external_array:[16,2,1,""],_load_ext_data:[16,2,1,""],get_data_feature:[16,2,1,""]},"libcity.data.dataset.dataset_subclass.astgcn_dataset":{ASTGCNDataset:[17,1,1,""]},"libcity.data.dataset.dataset_subclass.astgcn_dataset.ASTGCNDataset":{_generate_input_data:[17,2,1,""],_get_sample_indices:[17,2,1,""],_search_data:[17,2,1,""],get_data_feature:[17,2,1,""]},"libcity.data.dataset.dataset_subclass.ccrnn_dataset":{CCRNNDataset:[18,1,1,""]},"libcity.data.dataset.dataset_subclass.ccrnn_dataset.CCRNNDataset":{_generate_data:[18,2,1,""],_generate_train_val_test:[18,2,1,""],_load_cache_train_val_test:[18,2,1,""],_load_rel:[18,2,1,""],_split_train_val_test:[18,2,1,""]},"libcity.data.dataset.dataset_subclass.chebconv_dataset":{ChebConvDataset:[19,1,1,""]},"libcity.data.dataset.dataset_subclass.chebconv_dataset.ChebConvDataset":{_get_scalar:[19,2,1,""],_load_cache_train_val_test:[19,2,1,""],_load_geo:[19,2,1,""],_load_rel:[19,2,1,""],get_data:[19,2,1,""],get_data_feature:[19,2,1,""]},"libcity.data.dataset.dataset_subclass.convgcn_dataset":{CONVGCNDataset:[20,1,1,""]},"libcity.data.dataset.dataset_subclass.crann_dataset":{CRANNDataset:[21,1,1,""]},"libcity.data.dataset.dataset_subclass.crann_dataset.CRANNDataset":{get_data:[21,2,1,""]},"libcity.data.dataset.dataset_subclass.cstn_dataset":{CSTNDataset:[22,1,1,""]},"libcity.data.dataset.dataset_subclass.cstn_dataset.CSTNDataset":{_generate_data:[22,2,1,""],get_data:[22,2,1,""],get_data_feature:[22,2,1,""]},"libcity.data.dataset.dataset_subclass.dmvstnet_dataset":{DMVSTNetDataset:[23,1,1,""]},"libcity.data.dataset.dataset_subclass.dmvstnet_dataset.DMVSTNetDataset":{get_data_feature:[23,2,1,""],get_dtw_grpah:[23,2,1,""]},"libcity.data.dataset.dataset_subclass.geosan_dataset":{GeoSANDataset:[24,1,1,""],KNNSampler:[24,1,1,""],LadderSampler:[24,1,1,""],LocQuerySystem:[24,1,1,""],clip:[24,4,1,""],latlon2pxy:[24,4,1,""],latlon2quadkey:[24,4,1,""],map_size:[24,4,1,""],pxy2txy:[24,4,1,""],txy2quadkey:[24,4,1,""]},"libcity.data.dataset.dataset_subclass.geosan_dataset.GeoSANDataset":{add_location:[24,2,1,""],build_vocab:[24,2,1,""],collect_fn_quadkey:[24,2,1,""],get_data:[24,2,1,""],get_data_feature:[24,2,1,""],get_visited_locs:[24,2,1,""],processing:[24,2,1,""],region_stats:[24,2,1,""],split:[24,2,1,""]},"libcity.data.dataset.dataset_subclass.geosan_dataset.KNNSampler":{forward:[24,2,1,""],training:[24,3,1,""]},"libcity.data.dataset.dataset_subclass.geosan_dataset.LocQuerySystem":{build_tree:[24,2,1,""],get_knn:[24,2,1,""],get_radius:[24,2,1,""],prefetch_knn:[24,2,1,""],prefetch_radius:[24,2,1,""],radius_stats:[24,2,1,""]},"libcity.data.dataset.dataset_subclass.gman_dataset":{GMANDataset:[25,1,1,""],Graph:[25,1,1,""],alias_draw:[25,4,1,""],alias_setup:[25,4,1,""],learn_embeddings:[25,4,1,""]},"libcity.data.dataset.dataset_subclass.gman_dataset.GMANDataset":{get_data_feature:[25,2,1,""]},"libcity.data.dataset.dataset_subclass.gman_dataset.Graph":{get_alias_edge:[25,2,1,""],node2vec_walk:[25,2,1,""],preprocess_transition_probs:[25,2,1,""],simulate_walks:[25,2,1,""]},"libcity.data.dataset.dataset_subclass.gsnet_dataset":{GSNetDataset:[26,1,1,""]},"libcity.data.dataset.dataset_subclass.gsnet_dataset.GSNetDataset":{get_data_feature:[26,2,1,""]},"libcity.data.dataset.dataset_subclass.gts_dataset":{GTSDataset:[27,1,1,""]},"libcity.data.dataset.dataset_subclass.gts_dataset.GTSDataset":{get_data_feature:[27,2,1,""]},"libcity.data.dataset.dataset_subclass.hgcn_dataset":{HGCNDataset:[28,1,1,""]},"libcity.data.dataset.dataset_subclass.hgcn_dataset.HGCNDataset":{calculate_adj_mx_cluster:[28,2,1,""],get_cluster:[28,2,1,""],get_data_feature:[28,2,1,""]},"libcity.data.dataset.dataset_subclass.line_dataset":{Alias:[29,1,1,""],LINEDataset:[29,1,1,""]},"libcity.data.dataset.dataset_subclass.line_dataset.Alias":{sample:[29,2,1,""]},"libcity.data.dataset.dataset_subclass.line_dataset.LINEDataset":{_generate_data:[29,2,1,""],_load_cache:[29,2,1,""],_load_geo:[29,2,1,""],_load_rel:[29,2,1,""],get_data:[29,2,1,""],get_data_feature:[29,2,1,""]},"libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset":{MultiSTGCnetDataset:[30,1,1,""]},"libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.MultiSTGCnetDataset":{get_data_feature:[30,2,1,""]},"libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset":{PBSTrajectoryDataset:[31,1,1,""]},"libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.PBSTrajectoryDataset":{cutter_filter:[31,2,1,""],divide_data:[31,2,1,""],encode_traj:[31,2,1,""],get_data:[31,2,1,""],get_data_feature:[31,2,1,""],get_encoder:[31,2,1,""]},"libcity.data.dataset.dataset_subclass.reslstm_dataset":{RESLSTMDataset:[32,1,1,""]},"libcity.data.dataset.dataset_subclass.staggcn_dataset":{STAGGCNDataset:[33,1,1,""]},"libcity.data.dataset.dataset_subclass.staggcn_dataset.STAGGCNDataset":{edge_index_func:[33,2,1,""],get_data_feature:[33,2,1,""],get_dtw_edge_index:[33,2,1,""],get_edge_index:[33,2,1,""]},"libcity.data.dataset.dataset_subclass.stdn_dataset":{STDNDataset:[34,1,1,""]},"libcity.data.dataset.dataset_subclass.stdn_dataset.STDNDataset":{_generate_train_val_test:[34,2,1,""],_load_cache_train_val_test:[34,2,1,""],_split_train_val_test_stdn:[34,2,1,""],get_data:[34,2,1,""],get_data_feature:[34,2,1,""]},"libcity.data.dataset.dataset_subclass.stg2seq_dataset":{STG2SeqDataset:[35,1,1,""]},"libcity.data.dataset.dataset_subclass.stg2seq_dataset.STG2SeqDataset":{_generate_data:[35,2,1,""],_generate_train_val_test:[35,2,1,""],_load_cache_train_val_test:[35,2,1,""],_load_rel:[35,2,1,""],_split_train_val_test:[35,2,1,""]},"libcity.data.dataset.dataset_subclass.stresnet_dataset":{STResNetDataset:[36,1,1,""]},"libcity.data.dataset.dataset_subclass.stresnet_dataset.STResNetDataset":{_get_external_array:[36,2,1,""],_load_ext_data:[36,2,1,""],get_data_feature:[36,2,1,""]},"libcity.data.dataset.dataset_subclass.tgclstm_dataset":{TGCLSTMDataset:[37,1,1,""]},"libcity.data.dataset.dataset_subclass.tgclstm_dataset.TGCLSTMDataset":{_load_rel:[37,2,1,""],get_data_feature:[37,2,1,""]},"libcity.data.dataset.eta_dataset":{ETADataset:[38,1,1,""]},"libcity.data.dataset.eta_dataset.ETADataset":{_divide_data:[38,2,1,""],_encode_traj:[38,2,1,""],_load_dyna:[38,2,1,""],get_data:[38,2,1,""],get_data_feature:[38,2,1,""]},"libcity.data.dataset.eta_encoder":{DeeptteEncoder:[39,1,1,""],TtpnetEncoder:[39,1,1,""],abstract_eta_encoder:[40,0,0,"-"],deeptte_encoder:[41,0,0,"-"],ttpnet_encoder:[42,0,0,"-"]},"libcity.data.dataset.eta_encoder.DeeptteEncoder":{encode:[39,2,1,""],gen_data_feature:[39,2,1,""],gen_scalar_data_feature:[39,2,1,""]},"libcity.data.dataset.eta_encoder.TtpnetEncoder":{encode:[39,2,1,""],gen_data_feature:[39,2,1,""],gen_scalar_data_feature:[39,2,1,""]},"libcity.data.dataset.eta_encoder.abstract_eta_encoder":{AbstractETAEncoder:[40,1,1,""]},"libcity.data.dataset.eta_encoder.abstract_eta_encoder.AbstractETAEncoder":{config:[40,3,1,""],data_feature:[40,3,1,""],encode:[40,2,1,""],feature_dict:[40,3,1,""],gen_data_feature:[40,2,1,""],pad_item:[40,3,1,""]},"libcity.data.dataset.eta_encoder.deeptte_encoder":{DeeptteEncoder:[41,1,1,""],geo_distance:[41,4,1,""]},"libcity.data.dataset.eta_encoder.deeptte_encoder.DeeptteEncoder":{encode:[41,2,1,""],gen_data_feature:[41,2,1,""],gen_scalar_data_feature:[41,2,1,""]},"libcity.data.dataset.eta_encoder.ttpnet_encoder":{TtpnetEncoder:[42,1,1,""],geo_distance:[42,4,1,""]},"libcity.data.dataset.eta_encoder.ttpnet_encoder.TtpnetEncoder":{encode:[42,2,1,""],gen_data_feature:[42,2,1,""],gen_scalar_data_feature:[42,2,1,""]},"libcity.data.dataset.map_matching_dataset":{MapMatchingDataset:[43,1,1,""],UnionSet:[43,1,1,""]},"libcity.data.dataset.map_matching_dataset.MapMatchingDataset":{_load_dyna:[43,2,1,""],_load_geo_and_rel:[43,2,1,""],_load_truth_dyna:[43,2,1,""],_load_usr:[43,2,1,""],get_data:[43,2,1,""],get_data_feature:[43,2,1,""]},"libcity.data.dataset.map_matching_dataset.UnionSet":{find:[43,2,1,""],print:[43,2,1,""],union:[43,2,1,""]},"libcity.data.dataset.roadnetwork_dataset":{RoadNetWorkDataset:[44,1,1,""]},"libcity.data.dataset.roadnetwork_dataset.RoadNetWorkDataset":{get_data:[44,2,1,""],get_data_feature:[44,2,1,""]},"libcity.data.dataset.traffic_state_cpt_dataset":{TrafficStateCPTDataset:[45,1,1,""]},"libcity.data.dataset.traffic_state_cpt_dataset.TrafficStateCPTDataset":{_add_external_information:[45,2,1,""],_generate_data:[45,2,1,""],_generate_input_data:[45,2,1,""],_generate_train_val_test:[45,2,1,""],_get_external_array:[45,2,1,""],_load_cache_train_val_test:[45,2,1,""],_load_data:[45,2,1,""],_load_ext_data:[45,2,1,""],_split_train_val_test:[45,2,1,""],get_data:[45,2,1,""],get_data_feature:[45,2,1,""]},"libcity.data.dataset.traffic_state_datatset":{TrafficStateDataset:[46,1,1,""]},"libcity.data.dataset.traffic_state_datatset.TrafficStateDataset":{_add_external_information:[46,2,1,""],_add_external_information_3d:[46,2,1,""],_add_external_information_4d:[46,2,1,""],_add_external_information_6d:[46,2,1,""],_calculate_adjacency_matrix:[46,2,1,""],_generate_data:[46,2,1,""],_generate_input_data:[46,2,1,""],_generate_train_val_test:[46,2,1,""],_get_scalar:[46,2,1,""],_load_cache_train_val_test:[46,2,1,""],_load_dyna:[46,2,1,""],_load_dyna_3d:[46,2,1,""],_load_ext:[46,2,1,""],_load_geo:[46,2,1,""],_load_grid_3d:[46,2,1,""],_load_grid_4d:[46,2,1,""],_load_grid_geo:[46,2,1,""],_load_grid_od_4d:[46,2,1,""],_load_grid_od_6d:[46,2,1,""],_load_grid_rel:[46,2,1,""],_load_od_4d:[46,2,1,""],_load_rel:[46,2,1,""],_split_train_val_test:[46,2,1,""],get_data:[46,2,1,""],get_data_feature:[46,2,1,""]},"libcity.data.dataset.traffic_state_grid_dataset":{TrafficStateGridDataset:[47,1,1,""]},"libcity.data.dataset.traffic_state_grid_dataset.TrafficStateGridDataset":{_add_external_information:[47,2,1,""],_load_dyna:[47,2,1,""],_load_geo:[47,2,1,""],_load_rel:[47,2,1,""],get_data_feature:[47,2,1,""]},"libcity.data.dataset.traffic_state_grid_od_dataset":{TrafficStateGridOdDataset:[48,1,1,""]},"libcity.data.dataset.traffic_state_grid_od_dataset.TrafficStateGridOdDataset":{_add_external_information:[48,2,1,""],_load_dyna:[48,2,1,""],_load_geo:[48,2,1,""],_load_rel:[48,2,1,""],get_data_feature:[48,2,1,""]},"libcity.data.dataset.traffic_state_od_dataset":{TrafficStateOdDataset:[49,1,1,""]},"libcity.data.dataset.traffic_state_od_dataset.TrafficStateOdDataset":{_add_external_information:[49,2,1,""],_load_geo:[49,2,1,""],_load_rel:[49,2,1,""],get_data_feature:[49,2,1,""]},"libcity.data.dataset.traffic_state_point_dataset":{TrafficStatePointDataset:[50,1,1,""]},"libcity.data.dataset.traffic_state_point_dataset.TrafficStatePointDataset":{_add_external_information:[50,2,1,""],_load_dyna:[50,2,1,""],_load_geo:[50,2,1,""],_load_rel:[50,2,1,""],get_data_feature:[50,2,1,""]},"libcity.data.dataset.trajectory_dataset":{TrajectoryDataset:[51,1,1,""]},"libcity.data.dataset.trajectory_dataset.TrajectoryDataset":{cutter_filter:[51,2,1,""],divide_data:[51,2,1,""],encode_traj:[51,2,1,""],get_data:[51,2,1,""],get_data_feature:[51,2,1,""],get_encoder:[51,2,1,""]},"libcity.data.dataset.trajectory_encoder":{abstract_trajectory_encoder:[53,0,0,"-"],atstlstm_encoder:[54,0,0,"-"],cara_encoder:[55,0,0,"-"],hstlstm_encoder:[56,0,0,"-"],lstpm_encoder:[57,0,0,"-"],serm_encoder:[58,0,0,"-"],stan_encoder:[59,0,0,"-"],standard_trajectory_encoder:[60,0,0,"-"],strnn_encoder:[61,0,0,"-"]},"libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder":{AbstractTrajectoryEncoder:[53,1,1,""]},"libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.AbstractTrajectoryEncoder":{config:[53,3,1,""],data_feature:[53,3,1,""],encode:[53,2,1,""],feature_dict:[53,3,1,""],feature_max_len:[53,3,1,""],pad_item:[53,3,1,""]},"libcity.data.dataset.trajectory_encoder.atstlstm_encoder":{AtstlstmEncoder:[54,1,1,""]},"libcity.data.dataset.trajectory_encoder.atstlstm_encoder.AtstlstmEncoder":{encode:[54,2,1,""],gen_data_feature:[54,2,1,""]},"libcity.data.dataset.trajectory_encoder.cara_encoder":{CARATrajectoryEncoder:[55,1,1,""]},"libcity.data.dataset.trajectory_encoder.cara_encoder.CARATrajectoryEncoder":{encode:[55,2,1,""],gen_data_feature:[55,2,1,""]},"libcity.data.dataset.trajectory_encoder.hstlstm_encoder":{HstlstmEncoder:[56,1,1,""]},"libcity.data.dataset.trajectory_encoder.hstlstm_encoder.HstlstmEncoder":{encode:[56,2,1,""],gen_data_feature:[56,2,1,""]},"libcity.data.dataset.trajectory_encoder.lstpm_encoder":{LstpmEncoder:[57,1,1,""],geodistance:[57,4,1,""]},"libcity.data.dataset.trajectory_encoder.lstpm_encoder.LstpmEncoder":{encode:[57,2,1,""],gen_data_feature:[57,2,1,""]},"libcity.data.dataset.trajectory_encoder.serm_encoder":{SermEncoder:[58,1,1,""]},"libcity.data.dataset.trajectory_encoder.serm_encoder.SermEncoder":{encode:[58,2,1,""],gen_data_feature:[58,2,1,""],get_text_from_point:[58,2,1,""],load_wordvec:[58,2,1,""]},"libcity.data.dataset.trajectory_encoder.stan_encoder":{StanEncoder:[59,1,1,""],haversine:[59,4,1,""]},"libcity.data.dataset.trajectory_encoder.stan_encoder.StanEncoder":{encode:[59,2,1,""],gen_data_feature:[59,2,1,""]},"libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder":{StandardTrajectoryEncoder:[60,1,1,""]},"libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.StandardTrajectoryEncoder":{encode:[60,2,1,""],gen_data_feature:[60,2,1,""]},"libcity.data.dataset.trajectory_encoder.strnn_encoder":{StrnnEncoder:[61,1,1,""],euclidean_dist:[61,4,1,""]},"libcity.data.dataset.trajectory_encoder.strnn_encoder.StrnnEncoder":{encode:[61,2,1,""],gen_data_feature:[61,2,1,""]},"libcity.data.list_dataset":{ListDataset:[62,1,1,""]},"libcity.data.utils":{generate_dataloader:[63,4,1,""],generate_dataloader_pad:[63,4,1,""],get_dataset:[63,4,1,""]},"libcity.evaluator":{abstract_evaluator:[65,0,0,"-"],cara_loc_pred_evaluator:[66,0,0,"-"],eta_evaluator:[67,0,0,"-"],eval_funcs:[68,0,0,"-"],geosan_evaluator:[69,0,0,"-"],map_matching_evaluator:[70,0,0,"-"],road_representation_evaluator:[71,0,0,"-"],traffic_accident_evaluator:[72,0,0,"-"],traffic_state_evaluator:[73,0,0,"-"],traj_loc_pred_evaluator:[74,0,0,"-"],utils:[75,0,0,"-"]},"libcity.evaluator.abstract_evaluator":{AbstractEvaluator:[65,1,1,""]},"libcity.evaluator.abstract_evaluator.AbstractEvaluator":{clear:[65,2,1,""],collect:[65,2,1,""],evaluate:[65,2,1,""],save_result:[65,2,1,""]},"libcity.evaluator.cara_loc_pred_evaluator":{CARALocPredEvaluator:[66,1,1,""]},"libcity.evaluator.cara_loc_pred_evaluator.CARALocPredEvaluator":{clear:[66,2,1,""],collect:[66,2,1,""],evaluate:[66,2,1,""],save_result:[66,2,1,""]},"libcity.evaluator.eta_evaluator":{ETAEvaluator:[67,1,1,""]},"libcity.evaluator.eta_evaluator.ETAEvaluator":{clear:[67,2,1,""],collect:[67,2,1,""],evaluate:[67,2,1,""],save_result:[67,2,1,""]},"libcity.evaluator.eval_funcs":{F1_Score_torch:[68,4,1,""],MAP_torch:[68,4,1,""],PCC_torch:[68,4,1,""],Precision_torch:[68,4,1,""],Recall_torch:[68,4,1,""],acc:[68,4,1,""],mae:[68,4,1,""],mape:[68,4,1,""],mare:[68,4,1,""],mse:[68,4,1,""],rmse:[68,4,1,""],smape:[68,4,1,""],top_k:[68,4,1,""]},"libcity.evaluator.geosan_evaluator":{GeoSANEvaluator:[69,1,1,""]},"libcity.evaluator.geosan_evaluator.GeoSANEvaluator":{clear:[69,2,1,""],collect:[69,2,1,""],evaluate:[69,2,1,""],save_result:[69,2,1,""]},"libcity.evaluator.map_matching_evaluator":{MapMatchingEvaluator:[70,1,1,""]},"libcity.evaluator.map_matching_evaluator.MapMatchingEvaluator":{_save_atom:[70,2,1,""],clear:[70,2,1,""],collect:[70,2,1,""],evaluate:[70,2,1,""],find_lcs:[70,2,1,""],merge_result:[70,2,1,""],save_result:[70,2,1,""]},"libcity.evaluator.road_representation_evaluator":{RoadRepresentationEvaluator:[71,1,1,""]},"libcity.evaluator.road_representation_evaluator.RoadRepresentationEvaluator":{_load_geo:[71,2,1,""],clear:[71,2,1,""],collect:[71,2,1,""],evaluate:[71,2,1,""],save_result:[71,2,1,""]},"libcity.evaluator.traffic_accident_evaluator":{TrafficAccidentEvaluator:[72,1,1,""]},"libcity.evaluator.traffic_accident_evaluator.TrafficAccidentEvaluator":{collect:[72,2,1,""]},"libcity.evaluator.traffic_state_evaluator":{TrafficStateEvaluator:[73,1,1,""]},"libcity.evaluator.traffic_state_evaluator.TrafficStateEvaluator":{clear:[73,2,1,""],collect:[73,2,1,""],evaluate:[73,2,1,""],save_result:[73,2,1,""]},"libcity.evaluator.traj_loc_pred_evaluator":{TrajLocPredEvaluator:[74,1,1,""]},"libcity.evaluator.traj_loc_pred_evaluator.TrajLocPredEvaluator":{clear:[74,2,1,""],collect:[74,2,1,""],evaluate:[74,2,1,""],save_result:[74,2,1,""]},"libcity.evaluator.utils":{evaluate_model:[75,4,1,""],output:[75,4,1,""],sort_confidence_ids:[75,4,1,""],transfer_data:[75,4,1,""]},"libcity.executor":{abstract_executor:[77,0,0,"-"],abstract_tradition_executor:[78,0,0,"-"],chebconv_executor:[79,0,0,"-"],dcrnn_executor:[80,0,0,"-"],eta_executor:[81,0,0,"-"],geml_executor:[82,0,0,"-"],gensim_executor:[83,0,0,"-"],geosan_executor:[84,0,0,"-"],hyper_tuning:[85,0,0,"-"],line_executor:[86,0,0,"-"],map_matching_executor:[87,0,0,"-"],mtgnn_executor:[88,0,0,"-"],traffic_state_executor:[89,0,0,"-"],traj_loc_pred_executor:[90,0,0,"-"]},"libcity.executor.abstract_executor":{AbstractExecutor:[77,1,1,""]},"libcity.executor.abstract_executor.AbstractExecutor":{evaluate:[77,2,1,""],load_model:[77,2,1,""],save_model:[77,2,1,""],train:[77,2,1,""]},"libcity.executor.abstract_tradition_executor":{AbstractTraditionExecutor:[78,1,1,""]},"libcity.executor.abstract_tradition_executor.AbstractTraditionExecutor":{evaluate:[78,2,1,""],load_model:[78,2,1,""],save_model:[78,2,1,""],train:[78,2,1,""]},"libcity.executor.chebconv_executor":{ChebConvExecutor:[79,1,1,""]},"libcity.executor.chebconv_executor.ChebConvExecutor":{_train_epoch:[79,2,1,""],_valid_epoch:[79,2,1,""],evaluate:[79,2,1,""],train:[79,2,1,""]},"libcity.executor.dcrnn_executor":{DCRNNExecutor:[80,1,1,""]},"libcity.executor.dcrnn_executor.DCRNNExecutor":{_build_train_loss:[80,2,1,""],_train_epoch:[80,2,1,""],_valid_epoch:[80,2,1,""],train:[80,2,1,""]},"libcity.executor.eta_executor":{ETAExecutor:[81,1,1,""]},"libcity.executor.eta_executor.ETAExecutor":{_build_train_loss:[81,2,1,""],evaluate:[81,2,1,""]},"libcity.executor.geml_executor":{GEMLExecutor:[82,1,1,""]},"libcity.executor.geml_executor.GEMLExecutor":{_build_train_loss:[82,2,1,""],evaluate:[82,2,1,""]},"libcity.executor.gensim_executor":{GensimExecutor:[83,1,1,""]},"libcity.executor.gensim_executor.GensimExecutor":{evaluate:[83,2,1,""],load_model:[83,2,1,""],save_model:[83,2,1,""],train:[83,2,1,""]},"libcity.executor.geosan_executor":{GeoSANExecutor:[84,1,1,""]},"libcity.executor.geosan_executor.GeoSANExecutor":{evaluate:[84,2,1,""],load_model:[84,2,1,""],reset_random_seed:[84,2,1,""],save_model:[84,2,1,""],train:[84,2,1,""]},"libcity.executor.hyper_tuning":{ExhaustiveSearchError:[85,5,1,""],HyperTuning:[85,1,1,""],exhaustive_search:[85,4,1,""]},"libcity.executor.hyper_tuning.HyperTuning":{fn:[85,2,1,""],params2str:[85,2,1,""],save_result:[85,2,1,""],start:[85,2,1,""]},"libcity.executor.line_executor":{LINEExecutor:[86,1,1,""]},"libcity.executor.line_executor.LINEExecutor":{evaluate:[86,2,1,""]},"libcity.executor.map_matching_executor":{MapMatchingExecutor:[87,1,1,""]},"libcity.executor.map_matching_executor.MapMatchingExecutor":{evaluate:[87,2,1,""],train:[87,2,1,""]},"libcity.executor.mtgnn_executor":{MTGNNExecutor:[88,1,1,""]},"libcity.executor.mtgnn_executor.MTGNNExecutor":{_build_train_loss:[88,2,1,""],_train_epoch:[88,2,1,""],_valid_epoch:[88,2,1,""],train:[88,2,1,""]},"libcity.executor.traffic_state_executor":{TrafficStateExecutor:[89,1,1,""]},"libcity.executor.traffic_state_executor.TrafficStateExecutor":{_build_lr_scheduler:[89,2,1,""],_build_optimizer:[89,2,1,""],_build_train_loss:[89,2,1,""],_train_epoch:[89,2,1,""],_valid_epoch:[89,2,1,""],evaluate:[89,2,1,""],load_model:[89,2,1,""],load_model_with_epoch:[89,2,1,""],save_model:[89,2,1,""],save_model_with_epoch:[89,2,1,""],train:[89,2,1,""]},"libcity.executor.traj_loc_pred_executor":{TrajLocPredExecutor:[90,1,1,""]},"libcity.executor.traj_loc_pred_executor.TrajLocPredExecutor":{_build_optimizer:[90,2,1,""],_build_scheduler:[90,2,1,""],evaluate:[90,2,1,""],load_model:[90,2,1,""],run:[90,2,1,""],save_model:[90,2,1,""],train:[90,2,1,""]},"libcity.model":{abstract_model:[92,0,0,"-"],abstract_traffic_state_model:[93,0,0,"-"],abstract_traffic_tradition_model:[94,0,0,"-"],eta:[95,0,0,"-"],loss:[98,0,0,"-"],map_matching:[99,0,0,"-"],road_representation:[103,0,0,"-"],traffic_accident_prediction:[110,0,0,"-"],traffic_od_prediction:[138,0,0,"-"],utils:[174,0,0,"-"]},"libcity.model.abstract_model":{AbstractModel:[92,1,1,""]},"libcity.model.abstract_model.AbstractModel":{calculate_loss:[92,2,1,""],predict:[92,2,1,""],training:[92,3,1,""]},"libcity.model.abstract_traffic_state_model":{AbstractTrafficStateModel:[93,1,1,""]},"libcity.model.abstract_traffic_state_model.AbstractTrafficStateModel":{calculate_loss:[93,2,1,""],predict:[93,2,1,""],training:[93,3,1,""]},"libcity.model.abstract_traffic_tradition_model":{AbstractTraditionModel:[94,1,1,""]},"libcity.model.abstract_traffic_tradition_model.AbstractTraditionModel":{run:[94,2,1,""]},"libcity.model.eta":{DeepTTE:[96,0,0,"-"],TTPNet:[97,0,0,"-"]},"libcity.model.eta.DeepTTE":{Attr:[96,1,1,""],DeepTTE:[96,1,1,""],EntireEstimator:[96,1,1,""],GeoConv:[96,1,1,""],LocalEstimator:[96,1,1,""],SpatioTemporal:[96,1,1,""],calculate_loss:[95,2,1,""],forward:[95,2,1,""],get_local_seq:[96,4,1,""],normalize:[96,4,1,""],predict:[95,2,1,""],training:[95,3,1,""],unnormalize:[96,4,1,""]},"libcity.model.eta.DeepTTE.Attr":{forward:[96,2,1,""],out_size:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.DeepTTE.DeepTTE":{calculate_loss:[96,2,1,""],forward:[96,2,1,""],predict:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.DeepTTE.EntireEstimator":{eval_on_batch:[96,2,1,""],forward:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.DeepTTE.GeoConv":{forward:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.DeepTTE.LocalEstimator":{eval_on_batch:[96,2,1,""],forward:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.DeepTTE.SpatioTemporal":{atten_pooling:[96,2,1,""],forward:[96,2,1,""],mean_pooling:[96,2,1,""],out_size:[96,2,1,""],training:[96,3,1,""]},"libcity.model.eta.TTPNet":{Attr:[97,1,1,""],LongSpeed:[97,1,1,""],PredictionBiLSTM:[97,1,1,""],Road:[97,1,1,""],RoadLSTM:[97,1,1,""],ShortSpeed:[97,1,1,""],SpeedLSTM:[97,1,1,""],TTPNet:[97,1,1,""],calculate_loss:[95,2,1,""],forward:[95,2,1,""],normalize:[97,4,1,""],predict:[95,2,1,""],training:[95,3,1,""],unnormalize:[97,4,1,""]},"libcity.model.eta.TTPNet.Attr":{forward:[97,2,1,""],out_size:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.LongSpeed":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.PredictionBiLSTM":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.Road":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.RoadLSTM":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.ShortSpeed":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.SpeedLSTM":{forward:[97,2,1,""],training:[97,3,1,""]},"libcity.model.eta.TTPNet.TTPNet":{calculate_loss:[97,2,1,""],forward:[97,2,1,""],predict:[97,2,1,""],training:[97,3,1,""]},"libcity.model.loss":{explained_variance_score_np:[98,4,1,""],explained_variance_score_torch:[98,4,1,""],huber_loss:[98,4,1,""],log_cosh_loss:[98,4,1,""],masked_mae_loss:[98,4,1,""],masked_mae_np:[98,4,1,""],masked_mae_torch:[98,4,1,""],masked_mape_np:[98,4,1,""],masked_mape_torch:[98,4,1,""],masked_mse_np:[98,4,1,""],masked_mse_torch:[98,4,1,""],masked_rmse_np:[98,4,1,""],masked_rmse_torch:[98,4,1,""],quantile_loss:[98,4,1,""],r2_score_np:[98,4,1,""],r2_score_torch:[98,4,1,""]},"libcity.model.map_matching":{HMMM:[100,0,0,"-"],IVMM:[101,0,0,"-"],STMatching:[102,0,0,"-"]},"libcity.model.map_matching.HMMM":{HMMM:[100,1,1,""],_find_matched_sequence:[99,2,1,""],_get_candidates:[99,2,1,""],_observation_probability:[99,2,1,""],_preprocess:[99,2,1,""],_run_one_tra:[99,2,1,""],_set_lon_lat_radius:[99,2,1,""],_transmission_probability:[99,2,1,""],run:[99,2,1,""]},"libcity.model.map_matching.HMMM.HMMM":{_find_matched_sequence:[100,2,1,""],_get_candidates:[100,2,1,""],_observation_probability:[100,2,1,""],_preprocess:[100,2,1,""],_run_one_tra:[100,2,1,""],_set_lon_lat_radius:[100,2,1,""],_transmission_probability:[100,2,1,""],run:[100,2,1,""]},"libcity.model.map_matching.IVMM":{IVMM:[101,1,1,""],_get_candidates:[99,2,1,""],_observation_probability:[99,2,1,""],_run_one_tra:[99,2,1,""],_set_lon_lat_radius:[99,2,1,""],_temporal_analysis:[99,2,1,""],_transmission_probability:[99,2,1,""],run:[99,2,1,""]},"libcity.model.map_matching.IVMM.IVMM":{_get_candidates:[101,2,1,""],_observation_probability:[101,2,1,""],_run_one_tra:[101,2,1,""],_set_lon_lat_radius:[101,2,1,""],_temporal_analysis:[101,2,1,""],_transmission_probability:[101,2,1,""],run:[101,2,1,""]},"libcity.model.map_matching.STMatching":{STMatching:[102,1,1,""],_find_matched_sequence:[99,2,1,""],_get_candidates:[99,2,1,""],_observation_probability:[99,2,1,""],_run_one_tra:[99,2,1,""],_set_lon_lat_radius:[99,2,1,""],_temporal_analysis:[99,2,1,""],_transmission_probability:[99,2,1,""],run:[99,2,1,""]},"libcity.model.map_matching.STMatching.STMatching":{_find_matched_sequence:[102,2,1,""],_get_candidates:[102,2,1,""],_observation_probability:[102,2,1,""],_run_one_tra:[102,2,1,""],_set_lon_lat_radius:[102,2,1,""],_temporal_analysis:[102,2,1,""],_transmission_probability:[102,2,1,""],run:[102,2,1,""]},"libcity.model.road_representation":{ChebConv:[104,0,0,"-"],DeepWalk:[105,0,0,"-"],GAT:[106,0,0,"-"],GeomGCN:[107,0,0,"-"],LINE:[108,0,0,"-"],Node2Vec:[109,0,0,"-"]},"libcity.model.road_representation.ChebConv":{ChebConv:[104,1,1,""],ChebConvModule:[104,1,1,""],calculate_loss:[103,2,1,""],forward:[103,2,1,""],predict:[103,2,1,""],training:[103,3,1,""]},"libcity.model.road_representation.ChebConv.ChebConv":{calculate_loss:[104,2,1,""],forward:[104,2,1,""],predict:[104,2,1,""],training:[104,3,1,""]},"libcity.model.road_representation.ChebConv.ChebConvModule":{forward:[104,2,1,""],training:[104,3,1,""]},"libcity.model.road_representation.DeepWalk":{DeepWalk:[105,1,1,""],Graph:[105,1,1,""],build_deepwalk_corpus:[105,4,1,""],from_numpy:[105,4,1,""],learn_embeddings:[105,4,1,""],run:[103,2,1,""]},"libcity.model.road_representation.DeepWalk.DeepWalk":{run:[105,2,1,""]},"libcity.model.road_representation.DeepWalk.Graph":{adjacency_iter:[105,2,1,""],check_self_loops:[105,2,1,""],degree:[105,2,1,""],has_edge:[105,2,1,""],make_consistent:[105,2,1,""],make_undirected:[105,2,1,""],nodes:[105,2,1,""],number_of_edges:[105,2,1,""],number_of_nodes:[105,2,1,""],order:[105,2,1,""],random_walk:[105,2,1,""],remove_self_loops:[105,2,1,""],subgraph:[105,2,1,""]},"libcity.model.road_representation.GAT":{GAT:[106,1,1,""],GATLayer:[106,1,1,""],GATLayerImp1:[106,1,1,""],GATLayerImp2:[106,1,1,""],GATLayerImp3:[106,1,1,""],LayerType:[106,1,1,""],calculate_loss:[103,2,1,""],forward:[103,2,1,""],get_layer_type:[106,4,1,""],predict:[103,2,1,""],training:[103,3,1,""]},"libcity.model.road_representation.GAT.GAT":{calculate_loss:[106,2,1,""],forward:[106,2,1,""],predict:[106,2,1,""],training:[106,3,1,""]},"libcity.model.road_representation.GAT.GATLayer":{head_dim:[106,3,1,""],init_params:[106,2,1,""],skip_concat_bias:[106,2,1,""],training:[106,3,1,""]},"libcity.model.road_representation.GAT.GATLayerImp1":{forward:[106,2,1,""],training:[106,3,1,""]},"libcity.model.road_representation.GAT.GATLayerImp2":{forward:[106,2,1,""],training:[106,3,1,""]},"libcity.model.road_representation.GAT.GATLayerImp3":{aggregate_neighbors:[106,2,1,""],explicit_broadcast:[106,2,1,""],forward:[106,2,1,""],head_dim:[106,3,1,""],lift:[106,2,1,""],neighborhood_aware_softmax:[106,2,1,""],nodes_dim:[106,3,1,""],src_nodes_dim:[106,3,1,""],sum_edge_scores_neighborhood_aware:[106,2,1,""],training:[106,3,1,""],trg_nodes_dim:[106,3,1,""]},"libcity.model.road_representation.GAT.LayerType":{IMP1:[106,3,1,""],IMP2:[106,3,1,""],IMP3:[106,3,1,""]},"libcity.model.road_representation.GeomGCN":{GeomGCN:[107,1,1,""],GeomGCNNet:[107,1,1,""],GeomGCNSingleChannel:[107,1,1,""],calculate_loss:[103,2,1,""],forward:[103,2,1,""],get_input:[103,2,1,""],predict:[103,2,1,""],training:[103,3,1,""]},"libcity.model.road_representation.GeomGCN.GeomGCN":{calculate_loss:[107,2,1,""],forward:[107,2,1,""],get_input:[107,2,1,""],predict:[107,2,1,""],training:[107,3,1,""]},"libcity.model.road_representation.GeomGCN.GeomGCNNet":{forward:[107,2,1,""],training:[107,3,1,""]},"libcity.model.road_representation.GeomGCN.GeomGCNSingleChannel":{forward:[107,2,1,""],get_node_subgraphs:[107,2,1,""],get_subgraphs:[107,2,1,""],training:[107,3,1,""]},"libcity.model.road_representation.LINE":{LINE:[108,1,1,""],LINE_FIRST:[108,1,1,""],LINE_SECOND:[108,1,1,""],calculate_loss:[103,2,1,""],forward:[103,2,1,""],training:[103,3,1,""]},"libcity.model.road_representation.LINE.LINE":{calculate_loss:[108,2,1,""],forward:[108,2,1,""],training:[108,3,1,""]},"libcity.model.road_representation.LINE.LINE_FIRST":{forward:[108,2,1,""],get_embeddings:[108,2,1,""],training:[108,3,1,""]},"libcity.model.road_representation.LINE.LINE_SECOND":{forward:[108,2,1,""],get_embeddings:[108,2,1,""],training:[108,3,1,""]},"libcity.model.road_representation.Node2Vec":{Graph:[109,1,1,""],Node2Vec:[109,1,1,""],alias_draw:[109,4,1,""],alias_setup:[109,4,1,""],learn_embeddings:[109,4,1,""],run:[103,2,1,""]},"libcity.model.road_representation.Node2Vec.Graph":{get_alias_edge:[109,2,1,""],node2vec_walk:[109,2,1,""],preprocess_transition_probs:[109,2,1,""],simulate_walks:[109,2,1,""]},"libcity.model.road_representation.Node2Vec.Node2Vec":{run:[109,2,1,""]},"libcity.model.traffic_accident_prediction":{GSNet:[111,0,0,"-"]},"libcity.model.traffic_accident_prediction.GSNet":{GCNLayer:[111,1,1,""],GSNet:[111,1,1,""],STGeoModule:[111,1,1,""],STSemModule:[111,1,1,""],calculate_loss:[110,2,1,""],forward:[110,2,1,""],predict:[110,2,1,""],training:[110,3,1,""]},"libcity.model.traffic_accident_prediction.GSNet.GCNLayer":{forward:[111,2,1,""],training:[111,3,1,""]},"libcity.model.traffic_accident_prediction.GSNet.GSNet":{calculate_loss:[111,2,1,""],forward:[111,2,1,""],predict:[111,2,1,""],training:[111,3,1,""]},"libcity.model.traffic_accident_prediction.GSNet.STGeoModule":{forward:[111,2,1,""],training:[111,3,1,""]},"libcity.model.traffic_accident_prediction.GSNet.STSemModule":{forward:[111,2,1,""],training:[111,3,1,""]},"libcity.model.traffic_demand_prediction":{CCRNN:[113,0,0,"-"],DMVSTNet:[114,0,0,"-"],STG2Seq:[115,0,0,"-"]},"libcity.model.traffic_demand_prediction.CCRNN":{CCRNN:[113,1,1,""],DCGRUCell:[113,1,1,""],DCRNNDecoder:[113,1,1,""],DCRNNEncoder:[113,1,1,""],EvolutionCell:[113,1,1,""],GraphConv:[113,1,1,""],GraphConvMx:[113,1,1,""],graph_preprocess:[113,4,1,""],normalized_laplacian:[113,4,1,""],random_walk_matrix:[113,4,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.CCRNN":{calculate_loss:[113,2,1,""],forward:[113,2,1,""],predict:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.DCGRUCell":{forward:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.DCRNNDecoder":{forward:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.DCRNNEncoder":{forward:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.EvolutionCell":{attention:[113,2,1,""],forward:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.GraphConv":{forward:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.CCRNN.GraphConvMx":{forward:[113,2,1,""],matrix_normalization:[113,2,1,""],training:[113,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet":{DMVSTNet:[114,1,1,""],Line:[114,1,1,""],SemanticView:[114,1,1,""],SpatialViewConv:[114,1,1,""],TemporalView:[114,1,1,""],VoseAlias:[114,1,1,""],makeData:[114,4,1,""],negSampleBatch:[114,4,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.DMVSTNet":{calculate_loss:[114,2,1,""],forward:[114,2,1,""],predict:[114,2,1,""],spatial_forward:[114,2,1,""],training:[114,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.Line":{forward:[114,2,1,""],get_embeddings:[114,2,1,""],training:[114,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.SemanticView":{forward:[114,2,1,""],training:[114,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.SpatialViewConv":{forward:[114,2,1,""],training:[114,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.TemporalView":{forward:[114,2,1,""],training:[114,3,1,""]},"libcity.model.traffic_demand_prediction.DMVSTNet.VoseAlias":{alias_generation:[114,2,1,""],alias_initialisation:[114,2,1,""],sample_n:[114,2,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq":{Align:[115,1,1,""],AttentionC:[115,1,1,""],AttentionT:[115,1,1,""],ConvST:[115,1,1,""],STG2Seq:[115,1,1,""],cheb_poly:[115,4,1,""],scaled_laplacian:[115,4,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq.Align":{forward:[115,2,1,""],training:[115,3,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq.AttentionC":{forward:[115,2,1,""],training:[115,3,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq.AttentionT":{forward:[115,2,1,""],training:[115,3,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq.ConvST":{forward:[115,2,1,""],graph_conv:[115,2,1,""],training:[115,3,1,""]},"libcity.model.traffic_demand_prediction.STG2Seq.STG2Seq":{calculate_loss:[115,2,1,""],forward:[115,2,1,""],predict:[115,2,1,""],training:[115,3,1,""]},"libcity.model.traffic_flow_prediction":{ACFM:[117,0,0,"-"],ACFMCommon:[118,0,0,"-"],AGCRN:[119,0,0,"-"],ASTGCN:[120,0,0,"-"],ASTGCNCommon:[121,0,0,"-"],CONVGCN:[122,0,0,"-"],CONVGCNCommon:[123,0,0,"-"],CRANN:[124,0,0,"-"],DGCN:[125,0,0,"-"],DSAN:[126,0,0,"-"],MSTGCN:[127,0,0,"-"],MSTGCNCommon:[128,0,0,"-"],MultiSTGCnet:[129,0,0,"-"],MultiSTGCnetCommon:[130,0,0,"-"],ResLSTM:[131,0,0,"-"],STDN:[132,0,0,"-"],STNN:[133,0,0,"-"],STResNet:[134,0,0,"-"],STResNetCommon:[135,0,0,"-"],STSGCN:[136,0,0,"-"],ToGCN:[137,0,0,"-"]},"libcity.model.traffic_flow_prediction.ACFM":{ACFM:[117,1,1,""],ConcatConv:[117,1,1,""],ConvGRUCell:[117,1,1,""],ConvGate:[117,1,1,""],ConvLSTM:[117,1,1,""],ConvLSTMCell:[117,1,1,""],ExtNN:[117,1,1,""],ResNN:[117,1,1,""],ResUnit:[117,1,1,""],split_cpt:[117,4,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ACFM":{calculate_loss:[117,2,1,""],forward:[117,2,1,""],predict:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ConcatConv":{forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ConvGRUCell":{forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ConvGate":{forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ConvLSTM":{forward:[117,2,1,""],lstm_layer:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ConvLSTMCell":{forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ExtNN":{external_block:[117,2,1,""],forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ResNN":{forward:[117,2,1,""],residual_block:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFM.ResUnit":{forward:[117,2,1,""],training:[117,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon":{ACFMCommon:[118,1,1,""],ConcatConv:[118,1,1,""],ConvGRUCell:[118,1,1,""],ConvGate:[118,1,1,""],ConvLSTM:[118,1,1,""],ConvLSTMCell:[118,1,1,""],ExtNN:[118,1,1,""],ResNN:[118,1,1,""],ResUnit:[118,1,1,""],split_cpt:[118,4,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ACFMCommon":{calculate_loss:[118,2,1,""],forward:[118,2,1,""],predict:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ConcatConv":{forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ConvGRUCell":{forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ConvGate":{forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTM":{forward:[118,2,1,""],lstm_layer:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ConvLSTMCell":{forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ExtNN":{external_block:[118,2,1,""],forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ResNN":{forward:[118,2,1,""],residual_block:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.ACFMCommon.ResUnit":{forward:[118,2,1,""],training:[118,3,1,""]},"libcity.model.traffic_flow_prediction.AGCRN":{AGCRN:[119,1,1,""],AGCRNCell:[119,1,1,""],AVWDCRNN:[119,1,1,""],AVWGCN:[119,1,1,""]},"libcity.model.traffic_flow_prediction.AGCRN.AGCRN":{calculate_loss:[119,2,1,""],forward:[119,2,1,""],predict:[119,2,1,""],training:[119,3,1,""]},"libcity.model.traffic_flow_prediction.AGCRN.AGCRNCell":{forward:[119,2,1,""],init_hidden_state:[119,2,1,""],training:[119,3,1,""]},"libcity.model.traffic_flow_prediction.AGCRN.AVWDCRNN":{forward:[119,2,1,""],init_hidden:[119,2,1,""],training:[119,3,1,""]},"libcity.model.traffic_flow_prediction.AGCRN.AVWGCN":{forward:[119,2,1,""],training:[119,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN":{ASTGCN:[120,1,1,""],ASTGCNBlock:[120,1,1,""],ASTGCNSubmodule:[120,1,1,""],ChebConvWithSAt:[120,1,1,""],FusionLayer:[120,1,1,""],SpatialAttentionLayer:[120,1,1,""],TemporalAttentionLayer:[120,1,1,""],cheb_polynomial:[120,4,1,""],scaled_laplacian:[120,4,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.ASTGCN":{calculate_loss:[120,2,1,""],forward:[120,2,1,""],predict:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNBlock":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.ASTGCNSubmodule":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.ChebConvWithSAt":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.FusionLayer":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.SpatialAttentionLayer":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCN.TemporalAttentionLayer":{forward:[120,2,1,""],training:[120,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon":{ASTGCNBlock:[121,1,1,""],ASTGCNCommon:[121,1,1,""],ASTGCNSubmodule:[121,1,1,""],ChebConvWithSAt:[121,1,1,""],SpatialAttentionLayer:[121,1,1,""],TemporalAttentionLayer:[121,1,1,""],cheb_polynomial:[121,4,1,""],scaled_laplacian:[121,4,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNBlock":{forward:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNCommon":{calculate_loss:[121,2,1,""],forward:[121,2,1,""],predict:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.ASTGCNSubmodule":{forward:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.ChebConvWithSAt":{forward:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.SpatialAttentionLayer":{forward:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.ASTGCNCommon.TemporalAttentionLayer":{forward:[121,2,1,""],training:[121,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCN":{CONVGCN:[122,1,1,""],GCN:[122,1,1,""],GraphConvolution:[122,1,1,""]},"libcity.model.traffic_flow_prediction.CONVGCN.CONVGCN":{calculate_loss:[122,2,1,""],forward:[122,2,1,""],predict:[122,2,1,""],training:[122,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCN.GCN":{forward:[122,2,1,""],training:[122,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCN.GraphConvolution":{forward:[122,2,1,""],reset_parameters:[122,2,1,""],training:[122,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCNCommon":{CONVGCNCommon:[123,1,1,""],GCN:[123,1,1,""],GraphConvolution:[123,1,1,""]},"libcity.model.traffic_flow_prediction.CONVGCNCommon.CONVGCNCommon":{calculate_loss:[123,2,1,""],forward:[123,2,1,""],predict:[123,2,1,""],training:[123,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCNCommon.GCN":{forward:[123,2,1,""],training:[123,3,1,""]},"libcity.model.traffic_flow_prediction.CONVGCNCommon.GraphConvolution":{forward:[123,2,1,""],reset_parameters:[123,2,1,""],training:[123,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN":{AttentionBlock:[124,1,1,""],AttentionCNN:[124,1,1,""],BahdanauDecoder:[124,1,1,""],CRANN:[124,1,1,""],ConvBlock:[124,1,1,""],EncoderLSTM:[124,1,1,""],MLP:[124,1,1,""]},"libcity.model.traffic_flow_prediction.CRANN.AttentionBlock":{forward:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.AttentionCNN":{forward:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.BahdanauDecoder":{forward:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.CRANN":{calculate_loss:[124,2,1,""],evaluate_temp_att:[124,2,1,""],forward:[124,2,1,""],predict:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.ConvBlock":{forward:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.EncoderLSTM":{forward:[124,2,1,""],init_hidden:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.CRANN.MLP":{forward:[124,2,1,""],training:[124,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN":{DGCN:[125,1,1,""],SATT_2:[125,1,1,""],SATT_3:[125,1,1,""],ST_BLOCK_2:[125,1,1,""],TATT_1:[125,1,1,""],T_cheby_conv_ds:[125,1,1,""],cheb_polynomial:[125,4,1,""],scaled_laplacian:[125,4,1,""]},"libcity.model.traffic_flow_prediction.DGCN.DGCN":{calculate_loss:[125,2,1,""],forward:[125,2,1,""],predict:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN.SATT_2":{forward:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN.SATT_3":{forward:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN.ST_BLOCK_2":{forward:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN.TATT_1":{forward:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DGCN.T_cheby_conv_ds":{forward:[125,2,1,""],training:[125,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN":{Convs:[126,1,1,""],DAE:[126,1,1,""],DSAN:[126,1,1,""],DecoderLayer:[126,1,1,""],DsanUse:[126,1,1,""],EncoderLayer:[126,1,1,""],MSA:[126,1,1,""],SAD:[126,1,1,""],cal_attention:[126,4,1,""],create_look_ahead_mask:[126,4,1,""],create_masks:[126,4,1,""],create_threshold_mask:[126,4,1,""],create_threshold_mask_tar:[126,4,1,""],ex_encoding:[126,4,1,""],get_angles:[126,4,1,""],spatial_posenc:[126,4,1,""],two_layer_ffn:[126,4,1,""]},"libcity.model.traffic_flow_prediction.DSAN.Convs":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.DAE":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.DSAN":{calculate_loss:[126,2,1,""],generate_x:[126,2,1,""],predict:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.DecoderLayer":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.DsanUse":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.EncoderLayer":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.MSA":{forward:[126,2,1,""],split_heads:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.DSAN.SAD":{forward:[126,2,1,""],training:[126,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN":{ChebConv:[127,1,1,""],FusionLayer:[127,1,1,""],MSTGCN:[127,1,1,""],MSTGCNBlock:[127,1,1,""],MSTGCNSubmodule:[127,1,1,""],cheb_polynomial:[127,4,1,""],scaled_laplacian:[127,4,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN.ChebConv":{forward:[127,2,1,""],training:[127,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN.FusionLayer":{forward:[127,2,1,""],training:[127,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN.MSTGCN":{calculate_loss:[127,2,1,""],forward:[127,2,1,""],predict:[127,2,1,""],training:[127,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNBlock":{forward:[127,2,1,""],training:[127,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCN.MSTGCNSubmodule":{forward:[127,2,1,""],training:[127,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCNCommon":{ChebConv:[128,1,1,""],MSTGCNBlock:[128,1,1,""],MSTGCNCommon:[128,1,1,""],MSTGCNSubmodule:[128,1,1,""],cheb_polynomial:[128,4,1,""],scaled_laplacian:[128,4,1,""]},"libcity.model.traffic_flow_prediction.MSTGCNCommon.ChebConv":{forward:[128,2,1,""],training:[128,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNBlock":{forward:[128,2,1,""],training:[128,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNCommon":{calculate_loss:[128,2,1,""],forward:[128,2,1,""],predict:[128,2,1,""],training:[128,3,1,""]},"libcity.model.traffic_flow_prediction.MSTGCNCommon.MSTGCNSubmodule":{forward:[128,2,1,""],training:[128,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet":{MultiSTGCnet:[129,1,1,""],SpatialBlock:[129,1,1,""],SpatialComponent:[129,1,1,""],TemporalBlock:[129,1,1,""],TemporalComponent:[129,1,1,""],get_spatial_matrix:[129,4,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet.MultiSTGCnet":{calculate_loss:[129,2,1,""],forward:[129,2,1,""],predict:[129,2,1,""],training:[129,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialBlock":{forward:[129,2,1,""],training:[129,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet.SpatialComponent":{forward:[129,2,1,""],training:[129,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalBlock":{forward:[129,2,1,""],training:[129,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnet.TemporalComponent":{forward:[129,2,1,""],training:[129,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon":{MultiSTGCnetCommon:[130,1,1,""],SpatialBlock:[130,1,1,""],SpatialComponent:[130,1,1,""],TemporalBlock:[130,1,1,""],TemporalComponent:[130,1,1,""],get_spatial_matrix:[130,4,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.MultiSTGCnetCommon":{calculate_loss:[130,2,1,""],forward:[130,2,1,""],predict:[130,2,1,""],training:[130,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialBlock":{forward:[130,2,1,""],training:[130,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.SpatialComponent":{forward:[130,2,1,""],training:[130,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalBlock":{forward:[130,2,1,""],training:[130,3,1,""]},"libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.TemporalComponent":{forward:[130,2,1,""],training:[130,3,1,""]},"libcity.model.traffic_flow_prediction.ResLSTM":{Attention3dBlock:[131,1,1,""],ConvBlock:[131,1,1,""],ResLSTM:[131,1,1,""],Unit:[131,1,1,""],calculate_normalized_laplacian:[131,4,1,""]},"libcity.model.traffic_flow_prediction.ResLSTM.Attention3dBlock":{forward:[131,2,1,""],training:[131,3,1,""]},"libcity.model.traffic_flow_prediction.ResLSTM.ConvBlock":{forward:[131,2,1,""],training:[131,3,1,""]},"libcity.model.traffic_flow_prediction.ResLSTM.ResLSTM":{calculate_loss:[131,2,1,""],forward:[131,2,1,""],fourth_pro:[131,2,1,""],predict:[131,2,1,""],training:[131,3,1,""]},"libcity.model.traffic_flow_prediction.ResLSTM.Unit":{forward:[131,2,1,""],training:[131,3,1,""]},"libcity.model.traffic_flow_prediction.STDN":{CBAAttention:[132,1,1,""],STDN:[132,1,1,""],modify_input:[132,4,1,""]},"libcity.model.traffic_flow_prediction.STDN.CBAAttention":{forward:[132,2,1,""],training:[132,3,1,""]},"libcity.model.traffic_flow_prediction.STDN.STDN":{_init_model:[132,2,1,""],calculate_loss:[132,2,1,""],forward:[132,2,1,""],predict:[132,2,1,""],training:[132,3,1,""]},"libcity.model.traffic_flow_prediction.STNN":{MLP:[133,1,1,""],STNN:[133,1,1,""]},"libcity.model.traffic_flow_prediction.STNN.MLP":{forward:[133,2,1,""],training:[133,3,1,""]},"libcity.model.traffic_flow_prediction.STNN.STNN":{calculate_loss:[133,2,1,""],forward:[133,2,1,""],get_relations:[133,2,1,""],predict:[133,2,1,""],training:[133,3,1,""]},"libcity.model.traffic_flow_prediction.STResNet":{BnReluConv:[134,1,1,""],ResUnits:[134,1,1,""],ResidualUnit:[134,1,1,""],STResNet:[134,1,1,""],TrainableEltwiseLayer:[134,1,1,""],conv3x3:[134,4,1,""]},"libcity.model.traffic_flow_prediction.STResNet.BnReluConv":{forward:[134,2,1,""],training:[134,3,1,""]},"libcity.model.traffic_flow_prediction.STResNet.ResUnits":{forward:[134,2,1,""],make_stack_resunits:[134,2,1,""],training:[134,3,1,""]},"libcity.model.traffic_flow_prediction.STResNet.ResidualUnit":{forward:[134,2,1,""],training:[134,3,1,""]},"libcity.model.traffic_flow_prediction.STResNet.STResNet":{calculate_loss:[134,2,1,""],forward:[134,2,1,""],make_one_way:[134,2,1,""],predict:[134,2,1,""],training:[134,3,1,""]},"libcity.model.traffic_flow_prediction.STResNet.TrainableEltwiseLayer":{forward:[134,2,1,""],training:[134,3,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon":{BnReluConv:[135,1,1,""],ResUnits:[135,1,1,""],ResidualUnit:[135,1,1,""],STResNetCommon:[135,1,1,""],TrainableEltwiseLayer:[135,1,1,""],conv3x3:[135,4,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon.BnReluConv":{forward:[135,2,1,""],training:[135,3,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon.ResUnits":{forward:[135,2,1,""],make_stack_resunits:[135,2,1,""],training:[135,3,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon.ResidualUnit":{forward:[135,2,1,""],training:[135,3,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon.STResNetCommon":{calculate_loss:[135,2,1,""],forward:[135,2,1,""],predict:[135,2,1,""],training:[135,3,1,""]},"libcity.model.traffic_flow_prediction.STResNetCommon.TrainableEltwiseLayer":{forward:[135,2,1,""],training:[135,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN":{GcnOperation:[136,1,1,""],OutputLayer:[136,1,1,""],PositionEmbedding:[136,1,1,""],STSGCL:[136,1,1,""],STSGCN:[136,1,1,""],STSGCNLayerIndividual:[136,1,1,""],STSGCNLayerSharing:[136,1,1,""],Stsgcm:[136,1,1,""],construct_adj:[136,4,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.GcnOperation":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.OutputLayer":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.PositionEmbedding":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.STSGCL":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.STSGCN":{calculate_loss:[136,2,1,""],forward:[136,2,1,""],predict:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerIndividual":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.STSGCNLayerSharing":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.STSGCN.Stsgcm":{forward:[136,2,1,""],training:[136,3,1,""]},"libcity.model.traffic_flow_prediction.ToGCN":{Decoder:[137,1,1,""],Encoder:[137,1,1,""],GCN:[137,1,1,""],GraphConvolution:[137,1,1,""],ToGCN:[137,1,1,""]},"libcity.model.traffic_flow_prediction.ToGCN.Decoder":{forward:[137,2,1,""],init_hidden:[137,2,1,""],training:[137,3,1,""]},"libcity.model.traffic_flow_prediction.ToGCN.Encoder":{forward:[137,2,1,""],init_hidden:[137,2,1,""],training:[137,3,1,""]},"libcity.model.traffic_flow_prediction.ToGCN.GCN":{forward:[137,2,1,""],training:[137,3,1,""]},"libcity.model.traffic_flow_prediction.ToGCN.GraphConvolution":{forward:[137,2,1,""],init_parameters:[137,2,1,""],training:[137,3,1,""]},"libcity.model.traffic_flow_prediction.ToGCN.ToGCN":{calculate_loss:[137,2,1,""],forward:[137,2,1,""],predict:[137,2,1,""],training:[137,3,1,""]},"libcity.model.traffic_od_prediction":{CSTN:[139,0,0,"-"],GEML:[140,0,0,"-"]},"libcity.model.traffic_od_prediction.CSTN":{CNN:[139,1,1,""],CSTN:[139,1,1,""],ConvLSTM:[139,1,1,""],ConvLSTMCell:[139,1,1,""],GCC:[139,1,1,""],LSC:[139,1,1,""],MLP:[139,1,1,""],TEC:[139,1,1,""],calculate_loss:[138,2,1,""],forward:[138,2,1,""],predict:[138,2,1,""],training:[138,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.CNN":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.CSTN":{calculate_loss:[139,2,1,""],forward:[139,2,1,""],predict:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.ConvLSTM":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.ConvLSTMCell":{forward:[139,2,1,""],init_hidden:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.GCC":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.LSC":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.MLP":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.CSTN.TEC":{forward:[139,2,1,""],training:[139,3,1,""]},"libcity.model.traffic_od_prediction.GEML":{GCN:[140,1,1,""],GEML:[140,1,1,""],GraphConvolution:[140,1,1,""],MutiLearning:[140,1,1,""],SLSTM:[140,1,1,""],calculate_loss:[138,2,1,""],forward:[138,2,1,""],generate_geo_adj:[140,4,1,""],generate_semantic_adj:[140,4,1,""],predict:[138,2,1,""],training:[138,3,1,""]},"libcity.model.traffic_od_prediction.GEML.GCN":{forward:[140,2,1,""],training:[140,3,1,""]},"libcity.model.traffic_od_prediction.GEML.GEML":{calculate_loss:[140,2,1,""],forward:[140,2,1,""],predict:[140,2,1,""],training:[140,3,1,""]},"libcity.model.traffic_od_prediction.GEML.GraphConvolution":{forward:[140,2,1,""],training:[140,3,1,""]},"libcity.model.traffic_od_prediction.GEML.MutiLearning":{forward:[140,2,1,""],training:[140,3,1,""]},"libcity.model.traffic_od_prediction.GEML.SLSTM":{forward:[140,2,1,""],training:[140,3,1,""]},"libcity.model.traffic_speed_prediction":{ATDM:[142,0,0,"-"],AutoEncoder:[143,0,0,"-"],DCRNN:[144,0,0,"-"],DKFN:[145,0,0,"-"],FNN:[146,0,0,"-"],GMAN:[147,0,0,"-"],GTS:[148,0,0,"-"],GWNET:[149,0,0,"-"],HGCN:[150,0,0,"-"],MTGNN:[151,0,0,"-"],RNN:[152,0,0,"-"],STAGGCN:[153,0,0,"-"],STGCN:[154,0,0,"-"],STMGAT:[155,0,0,"-"],STTN:[156,0,0,"-"],Seq2Seq:[157,0,0,"-"],TGCLSTM:[158,0,0,"-"],TGCN:[159,0,0,"-"],TemplateTSP:[160,0,0,"-"]},"libcity.model.traffic_speed_prediction.ATDM":{ATDM:[142,1,1,""],AgnosticConvBlock:[142,1,1,""],ConvRegBlock:[142,1,1,""],SANN:[142,1,1,""]},"libcity.model.traffic_speed_prediction.ATDM.ATDM":{calculate_loss:[142,2,1,""],forward:[142,2,1,""],predict:[142,2,1,""],training:[142,3,1,""]},"libcity.model.traffic_speed_prediction.ATDM.AgnosticConvBlock":{forward:[142,2,1,""],training:[142,3,1,""]},"libcity.model.traffic_speed_prediction.ATDM.ConvRegBlock":{forward:[142,2,1,""],training:[142,3,1,""]},"libcity.model.traffic_speed_prediction.ATDM.SANN":{forward:[142,2,1,""],training:[142,3,1,""]},"libcity.model.traffic_speed_prediction.AutoEncoder":{AutoEncoder:[143,1,1,""]},"libcity.model.traffic_speed_prediction.AutoEncoder.AutoEncoder":{calculate_loss:[143,2,1,""],forward:[143,2,1,""],predict:[143,2,1,""],training:[143,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN":{DCGRUCell:[144,1,1,""],DCRNN:[144,1,1,""],DecoderModel:[144,1,1,""],EncoderModel:[144,1,1,""],FC:[144,1,1,""],GCONV:[144,1,1,""],Seq2SeqAttrs:[144,1,1,""],calculate_normalized_laplacian:[144,4,1,""],calculate_random_walk_matrix:[144,4,1,""],calculate_reverse_random_walk_matrix:[144,4,1,""],calculate_scaled_laplacian:[144,4,1,""],count_parameters:[144,4,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.DCGRUCell":{forward:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.DCRNN":{calculate_loss:[144,2,1,""],decoder:[144,2,1,""],encoder:[144,2,1,""],forward:[144,2,1,""],predict:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.DecoderModel":{forward:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.EncoderModel":{forward:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.FC":{forward:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DCRNN.GCONV":{forward:[144,2,1,""],training:[144,3,1,""]},"libcity.model.traffic_speed_prediction.DKFN":{DKFN:[145,1,1,""],FilterLinear:[145,1,1,""]},"libcity.model.traffic_speed_prediction.DKFN.DKFN":{Bi_torch:[145,2,1,""],calculate_loss:[145,2,1,""],forward:[145,2,1,""],initHidden:[145,2,1,""],predict:[145,2,1,""],reinitHidden:[145,2,1,""],step:[145,2,1,""],training:[145,3,1,""]},"libcity.model.traffic_speed_prediction.DKFN.FilterLinear":{forward:[145,2,1,""],reset_parameters:[145,2,1,""],training:[145,3,1,""]},"libcity.model.traffic_speed_prediction.FNN":{FNN:[146,1,1,""]},"libcity.model.traffic_speed_prediction.FNN.FNN":{calculate_loss:[146,2,1,""],forward:[146,2,1,""],predict:[146,2,1,""],training:[146,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN":{FC:[147,1,1,""],GMAN:[147,1,1,""],GatedFusion:[147,1,1,""],STAttBlock:[147,1,1,""],STEmbedding:[147,1,1,""],SpatialAttention:[147,1,1,""],TemporalAttention:[147,1,1,""],TransformAttention:[147,1,1,""]},"libcity.model.traffic_speed_prediction.GMAN.FC":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.GMAN":{calculate_loss:[147,2,1,""],forward:[147,2,1,""],predict:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.GatedFusion":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.STAttBlock":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.STEmbedding":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.SpatialAttention":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.TemporalAttention":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GMAN.TransformAttention":{forward:[147,2,1,""],training:[147,3,1,""]},"libcity.model.traffic_speed_prediction.GTS":{DCGRUCell:[148,1,1,""],DecoderModel:[148,1,1,""],EncoderModel:[148,1,1,""],FC:[148,1,1,""],GCONV:[148,1,1,""],GTS:[148,1,1,""],Seq2SeqAttrs:[148,1,1,""],cosine_similarity_torch:[148,4,1,""],count_parameters:[148,4,1,""],gumbel_softmax:[148,4,1,""],gumbel_softmax_sample:[148,4,1,""],sample_gumbel:[148,4,1,""]},"libcity.model.traffic_speed_prediction.GTS.DCGRUCell":{forward:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GTS.DecoderModel":{forward:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GTS.EncoderModel":{forward:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GTS.FC":{forward:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GTS.GCONV":{forward:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GTS.GTS":{_get_x_y:[148,2,1,""],_get_x_y_in_correct_dims:[148,2,1,""],calculate_loss:[148,2,1,""],decoder:[148,2,1,""],encoder:[148,2,1,""],forward:[148,2,1,""],predict:[148,2,1,""],training:[148,3,1,""]},"libcity.model.traffic_speed_prediction.GWNET":{GCN:[149,1,1,""],GWNET:[149,1,1,""],Linear:[149,1,1,""],NConv:[149,1,1,""],asym_adj:[149,4,1,""],calculate_normalized_laplacian:[149,4,1,""],calculate_scaled_laplacian:[149,4,1,""],sym_adj:[149,4,1,""]},"libcity.model.traffic_speed_prediction.GWNET.GCN":{forward:[149,2,1,""],training:[149,3,1,""]},"libcity.model.traffic_speed_prediction.GWNET.GWNET":{cal_adj:[149,2,1,""],calculate_loss:[149,2,1,""],forward:[149,2,1,""],predict:[149,2,1,""],training:[149,3,1,""]},"libcity.model.traffic_speed_prediction.GWNET.Linear":{forward:[149,2,1,""],training:[149,3,1,""]},"libcity.model.traffic_speed_prediction.GWNET.NConv":{forward:[149,2,1,""],training:[149,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN":{GCNPool:[150,1,1,""],HGCN:[150,1,1,""],TATT_1:[150,1,1,""],Transmit:[150,1,1,""],gate:[150,1,1,""],linear_time:[150,1,1,""],multi_gcn_time:[150,1,1,""],nconv:[150,1,1,""]},"libcity.model.traffic_speed_prediction.HGCN.GCNPool":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.HGCN":{calculate_loss:[150,2,1,""],forward:[150,2,1,""],get_input_cluster:[150,2,1,""],predict:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.TATT_1":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.Transmit":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.gate":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.linear_time":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.multi_gcn_time":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.HGCN.nconv":{forward:[150,2,1,""],training:[150,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN":{Dilated1D:[151,1,1,""],DilatedInception:[151,1,1,""],DyMixprop:[151,1,1,""],DyNconv:[151,1,1,""],GraphConstructor:[151,1,1,""],GraphDirected:[151,1,1,""],GraphGlobal:[151,1,1,""],GraphUndirected:[151,1,1,""],LayerNorm:[151,1,1,""],Linear:[151,1,1,""],MTGNN:[151,1,1,""],MixProp:[151,1,1,""],NConv:[151,1,1,""],Prop:[151,1,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.Dilated1D":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.DilatedInception":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.DyMixprop":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.DyNconv":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.GraphConstructor":{forward:[151,2,1,""],fulla:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.GraphDirected":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.GraphGlobal":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.GraphUndirected":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.LayerNorm":{extra_repr:[151,2,1,""],forward:[151,2,1,""],reset_parameters:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.Linear":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.MTGNN":{calculate_loss:[151,2,1,""],forward:[151,2,1,""],predict:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.MixProp":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.NConv":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.MTGNN.Prop":{forward:[151,2,1,""],training:[151,3,1,""]},"libcity.model.traffic_speed_prediction.RNN":{RNN:[152,1,1,""]},"libcity.model.traffic_speed_prediction.RNN.RNN":{calculate_loss:[152,2,1,""],forward:[152,2,1,""],predict:[152,2,1,""],training:[152,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN":{Chomp1d:[153,1,1,""],GATConv:[153,1,1,""],LearnedGCN:[153,1,1,""],STAGGCN:[153,1,1,""],STAGGCNModel:[153,1,1,""],STCell:[153,1,1,""],TemporalBlock:[153,1,1,""],TemporalConvNet:[153,1,1,""],add_self_loops:[153,4,1,""],maybe_num_nodes:[153,4,1,""],remove_self_loops:[153,4,1,""],softmax:[153,4,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.Chomp1d":{forward:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.GATConv":{forward:[153,2,1,""],init_weights:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.LearnedGCN":{forward:[153,2,1,""],reset_parameters:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.STAGGCN":{calculate_loss:[153,2,1,""],forward:[153,2,1,""],predict:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.STAGGCNModel":{forward:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.STCell":{forward:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.TemporalBlock":{forward:[153,2,1,""],init_weights:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STAGGCN.TemporalConvNet":{forward:[153,2,1,""],training:[153,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN":{Align:[154,1,1,""],FullyConvLayer:[154,1,1,""],OutputLayer:[154,1,1,""],STConvBlock:[154,1,1,""],STGCN:[154,1,1,""],SpatioConvLayer:[154,1,1,""],TemporalConvLayer:[154,1,1,""],calculate_cheb_poly:[154,4,1,""],calculate_first_approx:[154,4,1,""],calculate_scaled_laplacian:[154,4,1,""]},"libcity.model.traffic_speed_prediction.STGCN.Align":{forward:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.FullyConvLayer":{forward:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.OutputLayer":{forward:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.STConvBlock":{forward:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.STGCN":{calculate_loss:[154,2,1,""],forward:[154,2,1,""],predict:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.SpatioConvLayer":{forward:[154,2,1,""],reset_parameters:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STGCN.TemporalConvLayer":{forward:[154,2,1,""],training:[154,3,1,""]},"libcity.model.traffic_speed_prediction.STMGAT":{STMGAT:[155,1,1,""]},"libcity.model.traffic_speed_prediction.STMGAT.STMGAT":{calculate_loss:[155,2,1,""],forward:[155,2,1,""],predict:[155,2,1,""],training:[155,3,1,""]},"libcity.model.traffic_speed_prediction.STTN":{Encoder:[156,1,1,""],GCN:[156,1,1,""],GraphConvolution:[156,1,1,""],SSelfAttention:[156,1,1,""],STTN:[156,1,1,""],STTransformerBlock:[156,1,1,""],STransformer:[156,1,1,""],TSelfAttention:[156,1,1,""],TTransformer:[156,1,1,""],Transformer:[156,1,1,""]},"libcity.model.traffic_speed_prediction.STTN.Encoder":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.GCN":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.GraphConvolution":{forward:[156,2,1,""],reset_parameters:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.SSelfAttention":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.STTN":{calculate_loss:[156,2,1,""],forward:[156,2,1,""],predict:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.STTransformerBlock":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.STransformer":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.TSelfAttention":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.TTransformer":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.STTN.Transformer":{forward:[156,2,1,""],training:[156,3,1,""]},"libcity.model.traffic_speed_prediction.Seq2Seq":{Decoder:[157,1,1,""],Encoder:[157,1,1,""],Seq2Seq:[157,1,1,""]},"libcity.model.traffic_speed_prediction.Seq2Seq.Decoder":{forward:[157,2,1,""],training:[157,3,1,""]},"libcity.model.traffic_speed_prediction.Seq2Seq.Encoder":{forward:[157,2,1,""],training:[157,3,1,""]},"libcity.model.traffic_speed_prediction.Seq2Seq.Seq2Seq":{calculate_loss:[157,2,1,""],forward:[157,2,1,""],predict:[157,2,1,""],training:[157,3,1,""]},"libcity.model.traffic_speed_prediction.TGCLSTM":{FilterLinear:[158,1,1,""],TGCLSTM:[158,1,1,""]},"libcity.model.traffic_speed_prediction.TGCLSTM.FilterLinear":{forward:[158,2,1,""],reset_parameters:[158,2,1,""],training:[158,3,1,""]},"libcity.model.traffic_speed_prediction.TGCLSTM.TGCLSTM":{bi_torch:[158,2,1,""],calculate_loss:[158,2,1,""],forward:[158,2,1,""],init_hidden:[158,2,1,""],predict:[158,2,1,""],step:[158,2,1,""],training:[158,3,1,""]},"libcity.model.traffic_speed_prediction.TGCN":{TGCN:[159,1,1,""],TGCNCell:[159,1,1,""],calculate_normalized_laplacian:[159,4,1,""]},"libcity.model.traffic_speed_prediction.TGCN.TGCN":{calculate_loss:[159,2,1,""],forward:[159,2,1,""],predict:[159,2,1,""],training:[159,3,1,""]},"libcity.model.traffic_speed_prediction.TGCN.TGCNCell":{_gc:[159,2,1,""],forward:[159,2,1,""],init_params:[159,2,1,""],training:[159,3,1,""]},"libcity.model.traffic_speed_prediction.TemplateTSP":{TemplateTSP:[160,1,1,""]},"libcity.model.traffic_speed_prediction.TemplateTSP.TemplateTSP":{calculate_loss:[160,2,1,""],forward:[160,2,1,""],predict:[160,2,1,""],training:[160,3,1,""]},"libcity.model.trajectory_loc_prediction":{ATSTLSTM:[162,0,0,"-"],CARA:[163,0,0,"-"],DeepMove:[164,0,0,"-"],FPMC:[165,0,0,"-"],GeoSAN:[166,0,0,"-"],HSTLSTM:[167,0,0,"-"],LSTPM:[168,0,0,"-"],RNN:[169,0,0,"-"],SERM:[170,0,0,"-"],STAN:[171,0,0,"-"],STRNN:[172,0,0,"-"],TemplateTLP:[173,0,0,"-"]},"libcity.model.trajectory_loc_prediction.ATSTLSTM":{ATSTLSTM:[162,1,1,""],Attn:[162,1,1,""]},"libcity.model.trajectory_loc_prediction.ATSTLSTM.ATSTLSTM":{calculate_loss:[162,2,1,""],forward:[162,2,1,""],predict:[162,2,1,""],training:[162,3,1,""]},"libcity.model.trajectory_loc_prediction.ATSTLSTM.Attn":{forward:[162,2,1,""],training:[162,3,1,""]},"libcity.model.trajectory_loc_prediction.CARA":{CARA1:[163,1,1,""],CARA:[163,1,1,""],Recommender:[163,1,1,""],bpr_triplet_loss:[163,4,1,""],identity_loss:[163,4,1,""]},"libcity.model.trajectory_loc_prediction.CARA.CARA":{calculate_loss:[163,2,1,""],forward:[163,2,1,""],get_distance:[163,2,1,""],get_neg_checkins:[163,2,1,""],get_pos_distance2:[163,2,1,""],get_pos_distance:[163,2,1,""],get_time_interval2:[163,2,1,""],get_time_interval:[163,2,1,""],predict:[163,2,1,""],training:[163,3,1,""]},"libcity.model.trajectory_loc_prediction.CARA.CARA1":{add_weight:[163,2,1,""],build:[163,2,1,""],forward:[163,2,1,""],hard_sigmoid:[163,2,1,""],preprocess_input:[163,2,1,""],step:[163,2,1,""],training:[163,3,1,""]},"libcity.model.trajectory_loc_prediction.CARA.Recommender":{forward:[163,2,1,""],rank:[163,2,1,""],training:[163,3,1,""]},"libcity.model.trajectory_loc_prediction.DeepMove":{Attn:[164,1,1,""],DeepMove:[164,1,1,""]},"libcity.model.trajectory_loc_prediction.DeepMove.Attn":{forward:[164,2,1,""],training:[164,3,1,""]},"libcity.model.trajectory_loc_prediction.DeepMove.DeepMove":{calculate_loss:[164,2,1,""],forward:[164,2,1,""],init_weights:[164,2,1,""],predict:[164,2,1,""],training:[164,3,1,""]},"libcity.model.trajectory_loc_prediction.FPMC":{FPMC:[165,1,1,""]},"libcity.model.trajectory_loc_prediction.FPMC.FPMC":{calculate_loss:[165,2,1,""],forward:[165,2,1,""],predict:[165,2,1,""],training:[165,3,1,""]},"libcity.model.trajectory_loc_prediction.GeoSAN":{Embedding:[166,1,1,""],GeoSAN:[166,1,1,""],PositionalEmbedding:[166,1,1,""],PositionalEncoding:[166,1,1,""]},"libcity.model.trajectory_loc_prediction.GeoSAN.Embedding":{forward:[166,2,1,""],training:[166,3,1,""]},"libcity.model.trajectory_loc_prediction.GeoSAN.GeoSAN":{calculate_loss:[166,2,1,""],forward:[166,2,1,""],load:[166,2,1,""],predict:[166,2,1,""],save:[166,2,1,""],training:[166,3,1,""]},"libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEmbedding":{forward:[166,2,1,""],training:[166,3,1,""]},"libcity.model.trajectory_loc_prediction.GeoSAN.PositionalEncoding":{forward:[166,2,1,""],training:[166,3,1,""]},"libcity.model.trajectory_loc_prediction.HSTLSTM":{HSTLSTM:[167,1,1,""],STLSTM:[167,1,1,""],STLSTMCell:[167,1,1,""],cal_slot_distance:[167,4,1,""],cal_slot_distance_batch:[167,4,1,""],construct_slots:[167,4,1,""]},"libcity.model.trajectory_loc_prediction.HSTLSTM.HSTLSTM":{cal_inter:[167,2,1,""],calculate_loss:[167,2,1,""],forward:[167,2,1,""],place_parameters:[167,2,1,""],predict:[167,2,1,""],training:[167,3,1,""]},"libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTM":{check_forward_input:[167,2,1,""],forward:[167,2,1,""],training:[167,3,1,""]},"libcity.model.trajectory_loc_prediction.HSTLSTM.STLSTMCell":{check_forward_hidden:[167,2,1,""],check_forward_input:[167,2,1,""],forward:[167,2,1,""],reset_parameters:[167,2,1,""],st_lstm_cell_cal:[167,2,1,""],training:[167,3,1,""]},"libcity.model.trajectory_loc_prediction.LSTPM":{LSTPM:[168,1,1,""]},"libcity.model.trajectory_loc_prediction.LSTPM.LSTPM":{calculate_loss:[168,2,1,""],forward:[168,2,1,""],init_weights:[168,2,1,""],predict:[168,2,1,""],training:[168,3,1,""]},"libcity.model.trajectory_loc_prediction.RNN":{RNN:[169,1,1,""]},"libcity.model.trajectory_loc_prediction.RNN.RNN":{calculate_loss:[169,2,1,""],forward:[169,2,1,""],init_weights:[169,2,1,""],predict:[169,2,1,""],training:[169,3,1,""]},"libcity.model.trajectory_loc_prediction.SERM":{EmbeddingMatrix:[170,1,1,""],SERM:[170,1,1,""]},"libcity.model.trajectory_loc_prediction.SERM.EmbeddingMatrix":{forward:[170,2,1,""],init_weight:[170,2,1,""],training:[170,3,1,""]},"libcity.model.trajectory_loc_prediction.SERM.SERM":{calculate_loss:[170,2,1,""],forward:[170,2,1,""],predict:[170,2,1,""],training:[170,3,1,""]},"libcity.model.trajectory_loc_prediction.STAN":{Attn:[171,1,1,""],Embed:[171,1,1,""],MultiEmbed:[171,1,1,""],STAN:[171,1,1,""],SelfAttn:[171,1,1,""]},"libcity.model.trajectory_loc_prediction.STAN.Attn":{forward:[171,2,1,""],training:[171,3,1,""]},"libcity.model.trajectory_loc_prediction.STAN.Embed":{forward:[171,2,1,""],training:[171,3,1,""]},"libcity.model.trajectory_loc_prediction.STAN.MultiEmbed":{forward:[171,2,1,""],training:[171,3,1,""]},"libcity.model.trajectory_loc_prediction.STAN.STAN":{calculate_loss:[171,2,1,""],forward:[171,2,1,""],predict:[171,2,1,""],training:[171,3,1,""]},"libcity.model.trajectory_loc_prediction.STAN.SelfAttn":{forward:[171,2,1,""],training:[171,3,1,""]},"libcity.model.trajectory_loc_prediction.STRNN":{STRNN:[172,1,1,""]},"libcity.model.trajectory_loc_prediction.STRNN.STRNN":{calculate_loss:[172,2,1,""],forward:[172,2,1,""],predict:[172,2,1,""],reset_parameters:[172,2,1,""],training:[172,3,1,""]},"libcity.model.trajectory_loc_prediction.TemplateTLP":{TemplateTLP:[173,1,1,""]},"libcity.model.trajectory_loc_prediction.TemplateTLP.TemplateTLP":{calculate_loss:[173,2,1,""],predict:[173,2,1,""],training:[173,3,1,""]},"libcity.model.utils":{build_sparse_matrix:[174,4,1,""],calculate_normalized_laplacian:[174,4,1,""],calculate_random_walk_matrix:[174,4,1,""],calculate_scaled_laplacian:[174,4,1,""],get_cheb_polynomial:[174,4,1,""],get_supports_matrix:[174,4,1,""]},"libcity.pipeline":{pipeline:[176,0,0,"-"]},"libcity.pipeline.pipeline":{hyper_parameter:[176,4,1,""],objective_function:[176,4,1,""],parse_search_space:[176,4,1,""],run_model:[176,4,1,""]},"libcity.utils":{GPS_utils:[178,0,0,"-"],argument_list:[179,0,0,"-"],dataset:[180,0,0,"-"],normalization:[181,0,0,"-"],utils:[182,0,0,"-"],visualize:[183,0,0,"-"]},"libcity.utils.GPS_utils":{angle2radian:[178,4,1,""],angular_dist:[178,4,1,""],destination:[178,4,1,""],dist:[178,4,1,""],equirectangular_approximation:[178,4,1,""],haversine:[178,4,1,""],init_bearing:[178,4,1,""],radian2angle:[178,4,1,""],spherical_law_of_cosines:[178,4,1,""]},"libcity.utils.argument_list":{add_general_args:[179,4,1,""],add_hyper_args:[179,4,1,""],str2bool:[179,4,1,""],str2float:[179,4,1,""]},"libcity.utils.dataset":{caculate_time_sim:[180,4,1,""],cal_basetime:[180,4,1,""],cal_timeoff:[180,4,1,""],parse_coordinate:[180,4,1,""],parse_time:[180,4,1,""],string2timestamp:[180,4,1,""],timestamp2array:[180,4,1,""],timestamp2vec_origin:[180,4,1,""]},"libcity.utils.normalization":{LogScaler:[181,1,1,""],MinMax01Scaler:[181,1,1,""],MinMax11Scaler:[181,1,1,""],NoneScaler:[181,1,1,""],NormalScaler:[181,1,1,""],Scaler:[181,1,1,""],StandardScaler:[181,1,1,""]},"libcity.utils.normalization.LogScaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.MinMax01Scaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.MinMax11Scaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.NoneScaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.NormalScaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.Scaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.normalization.StandardScaler":{inverse_transform:[181,2,1,""],transform:[181,2,1,""]},"libcity.utils.utils":{ensure_dir:[182,4,1,""],get_evaluator:[182,4,1,""],get_executor:[182,4,1,""],get_local_time:[182,4,1,""],get_logger:[182,4,1,""],get_model:[182,4,1,""],preprocess_data:[182,4,1,""],set_random_seed:[182,4,1,""],trans_naming_rule:[182,4,1,""]},"libcity.utils.visualize":{VisHelper:[183,1,1,""]},"libcity.utils.visualize.VisHelper":{visualize:[183,2,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","attribute","Python attribute"],"4":["py","function","Python function"],"5":["py","exception","Python exception"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:attribute","4":"py:function","5":"py:exception"},terms:{"000000000":180,"00001":207,"0005":207,"001":[3,184,186,207,228],"005":[186,228],"00z":192,"01t00":[180,192],"02908":208,"0332595142":192,"03t18":192,"04095":208,"06861":208,"07559":208,"076552":192,"07t02":192,"0811683597":192,"08562":208,"100":[3,15,24,85,184,186,188,192,197,199,201],"1000":[85,197],"101":192,"102":192,"1025":208,"102828":192,"103":192,"1034":208,"103889":192,"104":192,"105":192,"1067":208,"106701":192,"1077":208,"108335":192,"110404":192,"1109":208,"11111111111111":192,"113091":192,"1145":[6,208],"115353":192,"120":[0,166],"1210":208,"1217":208,"1227":208,"1231":[7,187,188,208],"1234":208,"1235":208,"1241":208,"125":192,"126":6,"128":[96,114,136,139],"135":[197,208],"138":208,"13977":208,"145":6,"1459":208,"1468":208,"148":6,"1553":208,"1561":208,"1653771":208,"1653818":208,"1655":208,"1661":208,"1800":197,"1804":208,"1907":208,"1913":208,"192":126,"194":208,"1979":197,"1981":208,"1987":208,"1st":[154,197],"200":[85,186,208],"2001":[197,208],"2003":208,"2007":208,"2008":197,"2009":[197,208],"2010":[197,208],"2011":197,"2012":[192,197],"2013":[25,109,180,197],"2014":[192,197],"2015":[197,208],"2016":[197,208],"2017":[197,208],"2018":[167,197,208],"2019":[197,208],"2020":[192,197,208],"2021":[6,208],"207":197,"208":197,"20and":197,"20folder":197,"20follow":197,"20into":197,"20it":197,"20link":197,"20nyc":197,"20put":197,"20with":197,"20z":192,"2101":208,"2102":208,"214":208,"21z":192,"221":208,"228":[156,197],"2300":197,"2341":[167,208],"2347":[167,208],"23z":192,"2411":208,"248":197,"24th":208,"2588":208,"276":197,"27b":58,"27t23":192,"288":156,"294091467":192,"29th":6,"2ltk":154,"2sigma_z":[99,100],"300":192,"3038259":208,"30th":197,"30z":192,"323":197,"325":[153,197],"336":208,"338285":106,"34270":192,"34271":192,"34272":192,"34273":192,"34274":192,"343":208,"3474717":6,"3483923":6,"352":208,"357":197,"358":197,"360":178,"361":208,"3634":208,"3640":208,"37350131":106,"375":192,"3844":208,"3848":[197,208],"385":208,"3852":208,"3875":208,"3887":208,"405":197,"40z":192,"4402":208,"4409":208,"442":197,"44444444444444":192,"4617":208,"4625":208,"4683813603":192,"46z":192,"472":197,"4883":208,"4894":208,"500":[186,189],"5000":166,"50d":58,"520":197,"524":153,"555":208,"55555555555556":192,"564":208,"5668":208,"5675":208,"57731":197,"6006":7,"6199505718":192,"625":192,"626844":192,"6371000":178,"640667":192,"642129":192,"64392":192,"64393":192,"666666666666664":192,"68506":192,"68542":192,"68543":192,"68544":192,"68545":192,"688151":192,"6916":192,"714":208,"721":208,"753":208,"75\u7684\u6982\u7387\u91c7\u6837\u83b7\u5f97":[15,29],"763":208,"767541":192,"767542":192,"773869":192,"7th":197,"810":192,"811":[197,208],"820":208,"8267467429":192,"8601":192,"883":197,"88888888888889":192,"914":208,"921":208,"922":208,"929":208,"9781450386647":6,"999":[181,204,206],"\u4e00\u4e2a\u662f\u5bf9\u8fb9\u6309\u7167\u6b63\u6bd4\u4e8e\u8fb9\u6743\u91cd\u7684\u6982\u7387\u8fdb\u884c\u91c7\u6837":[15,29],"\u4e00\u4e2a\u683c\u5b50\u8ddf\u4ed6\u5468\u56f4\u76848\u4e2a\u683c\u5b50\u90bb\u63a5":[15,18,35,46,47,48],"\u4e00\u4e2ay":[45,46],"\u4e00\u5468\u4e2d\u7684\u661f\u671f\u51e0":[46,47,48,49,50],"\u4e00\u5929\u4e2d\u7684\u67d0\u4e2a\u65f6\u523b":[46,47,48,49,50],"\u4e00\u5929\u6709\u591a\u5c11\u4e2a\u65f6\u95f4\u6b65":180,"\u4e00\u7ec4\u8f93\u5165":12,"\u4e00\u822c\u4e0d\u9700\u8981\u7ee7\u627f":[],"\u4e00\u822c\u4f1a\u8c03\u7528\u4e0a\u8fb9\u5b9a\u4e49\u7684forward":160,"\u4e00\u822c\u4f1a\u8c03\u7528nn":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159],"\u4e00\u822c\u5bf9\u5916\u90e8\u6570\u636e\u8fdb\u884c\u5355\u72ec\u5efa\u6a21":45,"\u4e00\u822c\u5c06\u5916\u90e8\u6570\u636e\u878d\u5408\u5230x\u4e2d\u5171\u540c\u8fdb\u884c\u9884\u6d4b":46,"\u4e00\u822c\u5e94\u8be5\u662f":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u4e00\u822c\u662f\u4e00\u5468":45,"\u4e00\u822c\u662f\u4e00\u5929":45,"\u4e00\u822c\u662f\u5355\u6b65\u9884\u6d4b":45,"\u4e00\u822c\u6ca1\u6709\u771f\u5b9e\u7684\u5916\u90e8\u6570\u636e":[15,16,36,45],"\u4e09\u4e2a\u65b9\u6cd5":173,"\u4e0d\u4e00\u5b9a\u7b49\u4e8e\u4e0a\u8ff0\u7684\u4e09\u4e2a\u53c2\u6570\u7684\u503c":[15,26,45],"\u4e0d\u5305\u542b\u540e\u7f00":[46,47,48,50],"\u4e0d\u5305\u542b\u6b63\u5219\u9879":162,"\u4e0d\u5b58\u5728\u7684\u8fb9\u8868\u793a\u4e3a0":[15,19,29],"\u4e0d\u5f52\u4e00\u5316":181,"\u4e0d\u6ee1\u8db3":63,"\u4e0d\u8bbe\u7f6e\u5219\u9ed8\u8ba4\u5168\u90e8\u52a0\u8f7d":[46,47,48,50],"\u4e0d\u9700\u8981\u4fee\u6539":[],"\u4e0d\u9700\u8981\u6a21\u578b\u4fdd\u5b58":78,"\u4e0d\u9700\u8981\u6a21\u578b\u52a0\u8f7d":78,"\u4e0d\u9700\u8981\u8bad\u7ec3":87,"\u4e0e":[66,74],"\u4e14\u5c06\u4e8c\u8005\u878d\u5408":[15,18,35,46],"\u4e2a\u4e00\u5408":136,"\u4e2d":180,"\u4e2d\u6bcf\u4e00\u884c":[66,74],"\u4e2d\u6bcf\u4e2a\u5143\u7d20\u662f\u6a21\u578b\u5355\u6b21\u7684\u8f93\u5165":63,"\u4e2d\u7684":[10,66,74],"\u4e2d\u7b2c\u4e00\u4e2a\u70b9\u662f":74,"\u4e2d\u95f4\u5c42\u8f93\u51fa\u505a\u52a0\u6743\u5e73\u5747":162,"\u4e2d\u95f4\u5c42\u8f93\u51fa\u5e8f\u5217":162,"\u4e3a":46,"\u4e3a\u4e86\u901a\u8fc7":[15,29],"\u4e5f\u53ef\u4ee5\u9002\u7528\u4e8e\u4e0b\u4e00\u8df3\u9884\u6d4b\u4efb\u52a1":165,"\u4e5f\u5c31\u662f\u9700\u8981\u5b9a\u4e49\u4e00\u4e2aloss\u51fd\u6570":[93,95,96,97,103,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u4e8b\u5b9e\u4e0a\u4e0d\u63d0\u4f9b":[15,24],"\u4ea4\u6362\u5c42":150,"\u4ea4\u901a\u72b6\u6001\u6570\u636e\u591a\u7ef4\u6570\u7ec4":[45,46,47,48,49,50],"\u4ea4\u901a\u72b6\u6001\u9884\u6d4b\u6570\u636e\u96c6\u7684\u53e6\u4e00\u4e2a\u57fa\u7c7b":45,"\u4ea4\u901a\u72b6\u6001\u9884\u6d4b\u6570\u636e\u96c6\u7684\u57fa\u7c7b":46,"\u4ea4\u901a\u72b6\u6001\u9884\u6d4b\u8bc4\u4f30\u51fd\u6570":75,"\u4ea7\u751f\u6a21\u578b\u9700\u8981\u7684\u5f20\u91cf\u8f93\u5165":46,"\u4ea7\u751f\u6a21\u578b\u9700\u8981\u7684\u8f93\u5165":[15,17,45],"\u4ee3\u8868\u4e0d\u90bb\u63a5":46,"\u4ee3\u8868\u6784\u902001\u77e9\u9635":46,"\u4ee3\u8868\u6784\u9020\u6743\u91cd\u77e9\u9635":46,"\u4ee3\u8868\u77e9\u9635\u521d\u59cb\u5316\u4e3a\u51680":46,"\u4ee3\u8868\u77e9\u9635\u521d\u59cb\u5316\u6210\u5168inf":46,"\u4ee5\u5c0f\u65f6\u4e3a\u5355\u4f4d":[15,17],"\u4ee5x":[15,18,22,35,46],"\u4f18\u5148\u7ea7":10,"\u4f46\u90fd\u878d\u5408\u5230x\u4e2d":[15,26,45],"\u4f5c\u4e3a\u5e8f\u5217\u63a8\u8350\u4efb\u52a1\u4e2d\u7684\u6bd4\u8f83\u7ecf\u5178\u7684\u6a21\u578b":165,"\u4f7f\u7528":[15,29],"\u4f7f\u7528\u5e26\u6709\u9608\u503c\u7684\u9ad8\u65af\u6838\u8ba1\u7b97\u90bb\u63a5\u77e9\u9635\u7684\u6743\u91cd":46,"\u4f7f\u7528\u6700\u540e\u4e00\u4e2a\u5143\u7d20\u53cd\u590d\u586b\u5145\u8865\u9f50":63,"\u4f9bexecutor\u7c7b\u4f7f\u7528":[],"\u4fdd\u5b58\u6587\u4ef6\u540d":[65,66,67,69,70,71,73,74],"\u4fdd\u5b58\u67d0\u4e2aepoch\u7684\u6a21\u578b":89,"\u4fdd\u5b58\u7684\u6587\u4ef6\u540d":[77,78,83,84,89,90],"\u4fdd\u5b58\u7ed3\u679c":75,"\u4fdd\u5b58\u8def\u5f84":[65,66,67,69,70,71,73,74],"\u4fee\u6539\u51fd\u6570self":46,"\u503c\u5f97\u6ce8\u610f\u7684\u662f":10,"\u5143\u7d20":[66,74],"\u5168\u5c40batch\u6570":[80,88],"\u516c\u5f0f\u4e3a":46,"\u5176\u4e2d\u5168\u5c40\u53c2\u6570":[46,47,48,50],"\u5176\u4e2d\u5305\u542b\u7684\u952e\u503c\u53c2\u89c1\u4efb\u52a1\u8bf4\u660e\u6587\u4ef6":[171,173],"\u5176\u4e2d\u90bb\u63a5\u77e9\u9635\u5f62\u72b6n":104,"\u5176\u4f59\u8fb9\u6743\u91cd\u4e3a0":46,"\u5185":180,"\u5185\u5219\u4e0d\u8fdb\u884c\u8865\u9f50":63,"\u51fd\u6570\u4e0e":[171,173],"\u5207\u5206\u8f93\u5165":46,"\u5207\u5272\u540e\u7684\u8f68\u8ff9\u5b58\u50a8\u683c\u5f0f":[15,31,51],"\u5212\u5206\u8bad\u7ec3\u96c6":[15,18,34,35,45,46],"\u5219\u662f\u5411\u524d\u6216\u5411\u540e\u6269\u5c55\u591a\u957f\u7684\u8ddd\u79bb":45,"\u5219\u8ba4\u4e3arel\u4e2d\u7684\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u6761\u90bb\u63a5\u8fb9":46,"\u5219\u9700\u8981\u4f7f\u7528\u6a21\u578b\u81ea\u5b9a\u4e49\u7684loss\u51fd\u6570":[80,81,82,88,89],"\u5219\u9ed8\u8ba4\u6700\u540e\u4e00\u5217\u4e3a":46,"\u521d\u59cb\u5316\u503c\u4e5f\u5c31\u662frel\u6587\u4ef6\u4e2d\u4e0d\u5b58\u5728\u7684\u8fb9\u7684\u6743\u503c":46,"\u5230":180,"\u524d\u5411\u4f20\u64ad":162,"\u52a0\u8f7d":[15,19,29,37,43,46,47,48,49,50,71],"\u52a0\u8f7d\u4e4b\u524d\u7f13\u5b58\u597d\u7684\u8bad\u7ec3\u96c6":[15,18,19,29,34,35,45,46],"\u52a0\u8f7d\u5bf9\u5e94\u65f6\u95f4\u7684\u5916\u90e8\u6570\u636e":[15,16,36,45],"\u52a0\u8f7d\u5bf9\u5e94\u6a21\u578b\u7684":[77,83,84,89,90],"\u52a0\u8f7d\u6570\u636e\u6587\u4ef6":[15,18,22,35,45,46],"\u52a0\u8f7d\u6570\u636e\u96c6":[15,18,34,35,45,46],"\u52a0\u8f7d\u67d0\u4e2aepoch\u7684\u6a21\u578b":89,"\u5305\u542b\u4e24\u4e2akei":[67,72,73],"\u5305\u542b\u6570\u636e\u96c6\u7684\u76f8\u5173\u7279\u5f81":[14,15,19,24,29,31,38,43,44,51],"\u5305\u542b\u6570\u636e\u96c6\u7684\u76f8\u5173\u7279\u5f81\u7684\u5b57\u5178":[14,15,16,17,19,22,23,24,25,26,27,28,29,30,31,33,34,36,37,38,43,44,45,46,47,48,49,50,51],"\u5305\u62ec\u8bad\u7ec3\u6570\u636e":[14,15,19,21,22,24,29,34,38,45,46],"\u533a\u57df":[15,28],"\u533a\u95f4\u7684\u70b9\u5212\u5206\u5230\u4e00\u4e2a":180,"\u5355\u4f4d\u662f\u5929":45,"\u5355\u6b65\u9884\u6d4b":45,"\u5355\u6b65or\u591a\u6b65\u5e73\u5747":75,"\u5373\u4e00\u4e2ax":[45,46],"\u5373\u4f7f\u7528\u8fc7\u53bb":46,"\u5386\u53f2\u6570\u636e\u7684\u603b\u957f\u5ea6":[15,17],"\u539f\u56fe\u90bb\u63a5\u77e9\u9635":136,"\u539f\u59cb\u8f93\u51fa\u6269\u5145\u5f97\u5230\u7684\u8fde\u901a\u8def\u5f84":70,"\u539f\u5b50\u6587\u4ef6":70,"\u539f\u5b50\u6587\u4ef6\u4e2d\u5b58\u50a8\u7684\u5e76\u4e0d\u662f\u8f68\u8ff9\u800c\u662f\u4e00\u4e2a\u4e00\u4e2a\u70b9":[15,31,51],"\u539f\u8bba\u6587\u662f":136,"\u53c2\u6570":46,"\u53c2\u6570\u8bf4\u660e":[171,173],"\u53e6\u4e00\u4e2a\u662f\u7c7b\u4f3c\u4e8e":[15,29],"\u53ea\u63d0\u4f9b\u5bf9\u4e00\u7ef4\u6570\u7ec4\u7684\u7279\u5f81\u8fdb\u884c\u8865\u9f50":12,"\u53ea\u8003\u8651\u661f\u671f":180,"\u53ef\u4ee5\u628a\u4ea4\u901a\u72b6\u6001\u6570\u636e":46,"\u53ef\u4ee5\u6309\u5b57\u5178\u7684\u65b9\u6cd5\u53d6\u6570\u636e":160,"\u53ef\u4ee5\u6784\u9020\u5176\u4ed6\u65b9\u6cd5\u66ff\u6362\u5168\u9608\u503c\u9ad8\u65af\u6838\u7684\u7a00\u758f\u5316\u65b9\u6cd5":46,"\u53ef\u4ee5\u8986\u76d6\u8fd9\u4e2a\u51fd\u6570":46,"\u53ef\u4ee5\u8c03\u7528":[171,173],"\u53ef\u9009":45,"\u540c\u65f6\u4ea7\u751f\u8be5\u8fb9\u8d77\u59cb\u70b9\u5230\u76ee\u6807\u70b9":[15,29],"\u540c\u65f6\u91c7\u7528\u4e86\u4e24\u4e2a\u4f18\u5316":[15,29],"\u540d\u5b57\u8f6c\u6362\u89c4\u5219":182,"\u540e\u9762\u7684\u90fd\u662f\u8d1f\u6837\u672c\u7684":74,"\u5426\u5219\u62a5\u9519":46,"\u5427":90,"\u5468\u671f":45,"\u547d\u4ee4\u884c":10,"\u548c":[45,46],"\u548c\u5916\u90e8\u6570\u636e":[15,18,22,35,45,46],"\u56e0\u4e3a\u5bf9\u4e8e\u9884\u6d4b\u7684\u65f6\u95f4\u6bb5y":[15,16,36,45],"\u56e0\u6b64":[15,26,45],"\u56e0\u6b64\u6570\u636e\u4e3a":[45,46],"\u56e0\u6b64\u9700\u8981\u5148\u5bf9\u8f68\u8ff9\u8fdb\u884c\u5207\u5272":[15,31,51],"\u56e0\u6b64\u9700\u8981\u7f16\u7a0b\u65f6\u4fdd\u8bc1\u547d\u540d\u7a7a\u95f4\u4e0d\u51b2\u7a81":10,"\u56fe\u5377\u79ef":104,"\u5728\u6837\u672c\u6570\u91cf":[45,46],"\u5728\u8be5":180,"\u5728\u91c7\u6837\u4e00\u6761\u8fb9\u65f6":[15,29],"\u57fa\u4e8eballtree\u5b9e\u73b0":24,"\u57fa\u4e8equery_sys\u4ece\u5019\u9009\u96c6\u4e2d\u968f\u673a\u91c7\u6837k\u4e2a\u4f5c\u4e3a\u8d1f\u6837\u4f8b":24,"\u589e\u52a0\u5916\u90e8\u4fe1\u606f":[46,47,48,49,50],"\u5916\u90e8\u6570\u636e":[15,16,36,45,46,47,48,49,50],"\u5916\u90e8\u6570\u636e\u6570\u7ec4":46,"\u591a\u6b65\u9884\u6d4b":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u591a\u6b65\u9884\u6d4b\u5219\u7528\u63d0\u524d\u591a\u6b65\u7684\u6570\u636e":[15,16,36,45],"\u5982\u679c\u4e0d\u60f3\u52a0\u5916\u90e8\u6570\u636e":46,"\u5982\u679c\u6709\u5176\u4ed6\u7684\u8ba1\u7b97\u65b9\u6cd5":46,"\u5982\u679c\u8be5\u53c2\u6570\u4e3anone":[80,81,82,88,89],"\u5982\u6a21\u578b\u6709\u81ea\u5df1\u72ec\u7279\u7684":[171,173],"\u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\u8fd9\u4e2a\u51fd\u6570":[15,34,46],"\u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\u8fd9\u4e2a\u65b9\u6cd5\u6765\u6307\u5b9a\u5982\u4f55\u52a0\u8f7d\u6570\u636e\u6587\u4ef6":46,"\u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\u8fd9\u4e2a\u65b9\u6cd5\u6765\u6307\u5b9a\u5982\u4f55\u878d\u5408\u5916\u90e8\u6570\u636e\u548c\u4ea4\u901a\u72b6\u6001\u6570\u636e":[45,46],"\u5b57\u5178\u7c7b\u578b":[67,72,73],"\u5b8c\u6210\u672c\u6587\u4ef6\u7684\u7f16\u5199":173,"\u5b8c\u6210\u6a21\u578b\u4e00\u4e2a\u8f6e\u6b21\u7684\u8bad\u7ec3":[79,80,88,89],"\u5b8c\u6210\u6a21\u578b\u4e00\u4e2a\u8f6e\u6b21\u7684\u8bc4\u4f30":[79,80,88,89],"\u5b9e\u73b0\u7684":[171,173],"\u5b9e\u9645\u4e0a\u6a21\u578b\u7684\u8f93\u51fa":[66,74],"\u5bf9":162,"\u5bf901\u77e9\u9635\u4e0d\u505a\u5904\u7406":46,"\u5bf9\u4e00\u6761\u8f68\u8ff9\u6216\u662f\u6574\u4e2a\u6a21\u578b":75,"\u5bf9\u4e8e\u4f20\u7edf\u6a21\u578b":[78,87],"\u5bf9\u4e8e\u82e5\u6700\u540e\u4e00\u4e2a":63,"\u5bf9\u4e8e\u8d1f\u6837\u672c\u8bc4\u4f30":74,"\u5bf9\u4e8e\u8fc7\u957f\u7684\u7279\u5f81\u8fdb\u884c\u526a\u5207":63,"\u5bf9\u4e8emapmatch":43,"\u5bf9\u5e94\u5f20\u91cf":[171,173],"\u5bf9\u5e94\u65f6\u95f4\u7684\u5916\u90e8\u6570\u636e":[15,16,36,45],"\u5bf9\u5e94\u7684\u6570\u636e":46,"\u5bf9\u5e94\u8bc4\u4f30\u65b9\u6cd5\u7684\u8bc4\u4f30\u7ed3\u679c\u503c":75,"\u5bf9\u79f0\u5f52\u4e00\u5316\u7684\u62c9\u666e\u62c9\u65af":174,"\u5bf9\u8c61\u4f5c\u4e3a\u8f93\u5165":[80,81,82,88,89],"\u5c06":180,"\u5c06\u5355\u8bcd\u5bf9\u7c7b\u6bd4\u6210\u56fe\u4e2d\u7684\u4e00\u6761\u8fb9":[15,29],"\u5c06\u5916\u90e8\u6570\u636e\u548c\u539f\u59cb\u4ea4\u901a\u72b6\u6001\u6570\u636e\u7ed3\u5408\u5230\u9ad8\u7ef4\u6570\u7ec4\u4e2d":[45,46],"\u5c06\u5f53\u524d\u7684\u6a21\u578b\u4fdd\u5b58\u5230\u6587\u4ef6":[77,83,84,89,90],"\u5c06\u6570\u636eself":12,"\u5c06\u8bc4\u4f30\u7ed3\u679c\u4fdd\u5b58\u5230":[65,66,67,69,70,71,73,74],"\u5c06n":104,"\u5c0f\u4e8e\u9608\u503c":46,"\u5c40\u90e8\u65f6\u7a7a\u56fe\u77e9\u9635":136,"\u5e76\u5212\u5206\u8bad\u7ec3\u96c6":[15,18,34,35,45,46],"\u5e76\u5c06\u8ba1\u7b97\u7ed3\u679c\u8fd4\u56de":[171,173],"\u5e76\u7f13\u5b58\u6570\u636e\u96c6":[15,18,34,35,45,46],"\u5e76\u8f6c\u6362\u6210\u4e0d\u540c\u5f62\u72b6\u7684\u6570\u7ec4":46,"\u5e94\u4e3a":[171,173],"\u5e94\u4fdd\u8bc1len":63,"\u5f52\u4e00\u5316\u524d\u7684\u6570\u636e":181,"\u5f52\u4e00\u5316\u540e\u7684\u6570\u636e":181,"\u5f52\u4e00\u5316\u5bf9\u8c61":[15,19,46],"\u5f52\u4e00\u5316\u63a5\u53e3":181,"\u5f53\u4e2d\u7684\u8d1f\u91c7\u6837\u65b9\u6cd5":[15,29],"\u601d\u8def\u4e3a":180,"\u6210\u540c\u4e00\u4e2a\u6570":180,"\u6216\u4e00\u7ec4":43,"\u6240\u4ee5\u4e0d\u9700\u8981\u5b9e\u73b0\u6b64\u65b9\u6cd5":45,"\u6240\u4ee5\u7528\u524d\u4e00\u4e2a\u65f6\u523b\u7684\u6570\u636e":[15,16,36,45],"\u627e\u5230\u4e00\u4e2a\u57fa\u51c6\u65f6\u95f4":180,"\u628a\u65f6\u95f4\u6233\u7684\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e00\u4e2a\u65f6\u95f4\u6233\u8f6c\u6210\u7279\u5f81\u6570\u7ec4":180,"\u62c9\u666e\u62c9\u65af":174,"\u6309\u6b63\u6bd4\u4e8e\u5ea6":[15,29],"\u635f\u5931":162,"\u635f\u5931\u51fd\u6570":[79,80,88,89],"\u6392\u9664\u4e4b\u524d\u7684\u8bc4\u4f30\u8f93\u5165\u7684\u5f71\u54cd":[65,66,67,69,70,71,73,74],"\u63cf\u8ff0\u4e0a\u9762":63,"\u63d0\u4f9b3\u4e2a\u5b9e\u73b0\u597d\u7684\u65b9\u6cd5\u9002\u7528\u4e8e\u4e0d\u540c\u5f62\u72b6\u7684\u4ea4\u901a\u72b6\u6001\u6570\u636e\u8ddf\u5916\u90e8\u6570\u636e\u7ed3\u5408":46,"\u63d0\u4f9b5\u4e2a\u5b9e\u73b0\u597d\u7684\u65b9\u6cd5\u52a0\u8f7d\u4e0a\u8ff0\u51e0\u7c7b\u6587\u4ef6":46,"\u6536\u96c6\u4e00":[65,67,69,71,72,73],"\u6570\u636e\u539f\u59cb\u7684\u65f6\u95f4\u6233\u4e0d\u80fd\u4e3a\u7a7a":45,"\u6570\u636e\u5f52\u4e00\u5316\u63a5\u53e3":181,"\u6570\u636e\u6570\u7ec4":[43,45,46,47,48,50],"\u6570\u636e\u6587\u4ef6\u540d":[46,47,48,50],"\u6570\u636e\u9006\u5f52\u4e00\u5316\u63a5\u53e3":181,"\u6570\u636e\u9884\u5904\u7406\u9636\u6bb5\u76f8\u5173\u7684\u5de5\u5177\u51fd\u6570":180,"\u6587\u4ef6":[171,173],"\u6587\u4ef6\u4e2d":[65,66,67,69,70,71,73,74],"\u6587\u4ef6\u5939\u4e0b\u7684":[65,66,67,69,70,71,73,74],"\u65b9\u6cd5":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u65f6\u95f4":182,"\u65f6\u95f4\u6233":180,"\u65f6\u95f4\u6233\u5e8f\u5217":[15,16,36,45,180],"\u65f6\u95f4\u6b65\u957f\u5ea6":136,"\u662f\u4e00\u4e2a":63,"\u662f\u5426\u52a0\u8f7d\u65f6\u95f4\u6570\u636e":[15,16],"\u662f\u5426\u662f\u7528\u8fc7\u53bb\u65f6\u95f4\u6bb5\u7684\u5916\u90e8\u6570\u636e":[15,16,36,45],"\u662f\u5426\u8fdb\u884c\u8865\u9f50":63,"\u662f\u54ea\u4e2a\u7528\u6237\u7684\u4e00\u6b21\u8f93\u5165":[66,74],"\u662f\u65b9\u5dee":46,"\u6700\u540e":[15,29],"\u6709\u62d3\u5c55":163,"\u671f\u671b\u5730\u70b9":[66,74],"\u6743\u91cd\u4e3a1":46,"\u6743\u91cd\u6240\u5bf9\u5e94\u7684\u5217\u540d\u7528\u5168\u5c40\u53c2\u6570":46,"\u6765\u505a\u7684\u7406\u7531\u662f":180,"\u6765\u6307\u5b9a":46,"\u6765\u81ea\u4e8e":[66,74],"\u6784\u5efa\u7a00\u758f\u77e9\u9635":174,"\u6784\u5efaknn":24,"\u6784\u9020\u5c40\u90e8\u65f6\u7a7a\u56fe":136,"\u679a\u4e3e\u7c7b":182,"\u6839\u636e\u5168\u5c40\u53c2\u6570":[15,19,46,80,81,82,88,89,90],"\u6839\u636e\u5168\u5c40\u53c2\u6570len_clos":[15,17,45],"\u6839\u636e\u53c2\u6570":[47,48],"\u6839\u636e\u5f97\u5230\u7684\u6743\u91cd\u5217":46,"\u6839\u636e\u65f6\u95f4\u6233\u6570\u7ec4":[15,16,36,45],"\u6839\u636e\u7f51\u683c\u7ed3\u6784\u6784\u5efa\u90bb\u63a5\u77e9\u9635":[15,18,35,46,47,48],"\u683c\u5f0f":[15,19,29,37,43,46,47,48,49,50,71],"\u683c\u5f0f\u7684":180,"\u6a21\u578b\u539f\u59cb\u8f93\u51fa":70,"\u6a21\u578b\u5916\u90e8\u6570\u636e":[15,22],"\u6a21\u578b\u8f93\u5165\u5916\u90e8\u6570\u636e":45,"\u6a21\u578b\u8f93\u5165\u6570\u636e":[15,17,18,22,35,45,46],"\u6a21\u578b\u8f93\u51fa":70,"\u6a21\u578b\u8f93\u51fa\u5916\u90e8\u6570\u636e":45,"\u6a21\u578b\u8f93\u51fa\u6570\u636e":[15,17,18,22,35,45,46],"\u6a21\u578b\u8f93\u51fa\u7ed3\u679c":69,"\u6b64\u63a5\u53e3\u8fd4\u56de\u6784\u9020\u51fd\u6570\u4e2d\u5f97\u5230\u7684":[],"\u6b64\u7c7b\u53ea\u8d1f\u8d23\u8fd4\u56de\u8def\u7f51\u7ed3\u6784adj_mx":44,"\u6bb5":[15,17],"\u6bcf\u4e2a\u5143\u7d20\u5bf9\u5e94\u7684\u7279\u5f81\u540d":63,"\u6bcf\u4e2a\u7279\u5f81\u540d\u4f5c\u4e3a":63,"\u6bcf\u4e2abatch\u7684\u635f\u5931\u7684\u6570\u7ec4":[80,88,89],"\u6bcf\u884c\u4e00\u4e2a":43,"\u6c42\u7279\u5f81\u503c":[],"\u6ca1\u6709\u7528\u5230ext_x":[15,36],"\u6ce8\u610f":[80,81,82,88,89],"\u6ce8\u610f\u529b\u673a\u5236\u6a21\u5757":162,"\u6d4b\u8bd5\u6570\u636e":[14,15,19,21,22,24,29,34,38,43,45,46,63],"\u6d4b\u8bd5\u96c6":[15,18,19,29,34,35,45,46],"\u6e05\u9664\u4e4b\u524d\u6536\u96c6\u5230\u7684":[65,66,67,69,70,71,73,74],"\u6e90\u547d\u540d\u683c\u5f0f":182,"\u6e90\u547d\u540d\u683c\u5f0f\u4e0b\u7684\u53d8\u91cf\u540d":182,"\u7279\u5f81\u6570\u7ec4":180,"\u751f\u6210n":[15,19,29,46],"\u7528\u4e09\u6bb5\u7684\u8f93\u5165\u4e00\u8d77\u4e0e\u9884\u6d4b\u8f93\u51fa":45,"\u7528\u4e8e\u5207\u5206\u8f68\u8ff9\u6210\u4e00\u4e2a":180,"\u7528\u4e8e\u591a\u6279\u6b21\u540c\u4e00\u65f6\u95f4":163,"\u7528\u4e8e\u5c06\u4e0d\u5b9a\u957f\u7684\u7279\u5f81\u8865\u9f50\u5230\u4e00\u6837\u7684\u957f\u5ea6":63,"\u7528\u4e8e\u622a\u53d6\u4e0d\u5b9a\u957f\u7684\u7279\u5f81":63,"\u7528\u4e8e\u6307\u5b9a\u9700\u8981\u52a0\u8f7d\u7684\u6570\u636e\u7684\u5217":[46,47,48,50],"\u7528\u4e8e\u8868\u793a\u8f68\u8ff9\u662f\u5426\u5305\u542b\u65f6\u95f4\u4fe1\u606f":43,"\u7528\u4e8esampler\u4e2d\u7684\u91c7\u6837\u64cd\u4f5c":24,"\u7528\u6237id\u7684\u96c6\u5408":43,"\u7531\u4e8e\u57fa\u4e8elen_clos":45,"\u7531\u4e8e\u6b64\u7c7b\u7684\u6570\u636e\u8f93\u5165\u5305\u542blen_clos":[15,26,45],"\u7684":[15,29],"\u7684\u503c\u8bbe\u4e3a0":46,"\u7684\u5747\u5300\u5206\u5e03\u968f\u673a\u6570\u4ea7\u751f\u7b26\u5408\u76ee\u6807\u5206\u5e03\u7684\u91c7\u6837":[15,29],"\u7684\u591a\u4e2a":[15,29],"\u7684\u6570\u636e\u9884\u6d4b":46,"\u7684\u7ed3\u679c":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u7684\u7f6e\u4fe1\u5ea6":74,"\u7684\u8bad\u7ec3\u65b9\u5f0f":[15,29],"\u7684\u8bc4\u4f30\u4fe1\u606f":[65,66,67,69,70,71,73,74],"\u7684\u8bc4\u4f30\u7ed3\u679c":[65,66,67,69,71,73,74],"\u7684\u8bc4\u4f30\u8f93\u5165":[65,67,69,71,72,73],"\u76ee\u524d\u5404\u9636\u6bb5\u7684\u53c2\u6570\u662f\u653e\u7f6e\u4e8e\u540c\u4e00\u4e2a":10,"\u76ee\u524d\u5c31\u56fa\u5b9a\u7684":90,"\u76ee\u6807\u503c\u8fdb\u884c":[171,173],"\u76ee\u6807\u547d\u540d\u683c\u5f0f":182,"\u76f4\u63a5\u8fd4\u56de":46,"\u786e\u5b9a\u662f3d\u8fd8\u662f4d\u7684\u6570\u7ec4":47,"\u786e\u5b9a\u662f4d\u8fd8\u662f6d\u7684\u6570\u7ec4":48,"\u786e\u5b9a\u8f6c\u62103d\u8fd8\u662f4d\u7684\u6570\u7ec4":47,"\u786e\u5b9a\u8f6c\u62104d\u8fd8\u662f6d\u7684\u6570\u7ec4":48,"\u79cd\u5b50\u6570":[84,182],"\u7c7b":[171,173],"\u7c7b\u4f3c\u4e8e":[15,29],"\u7c7b\u5b57\u5178":160,"\u7ec8\u70b9\u533a\u95f4\u6bb5\u7684\u6570\u7ec4":[15,17],"\u7ecf\u7eac\u5ea6":24,"\u7ed3\u679c\u533a\u95f4":181,"\u7ed9\u5b9a\u4e00\u4e2a":180,"\u7edf\u8ba1\u5e76\u6253\u5370\u6570\u636e\u96c6\u7684\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f":[15,24],"\u7ee7\u627f\u6b64\u7c7b\u7684\u5b50\u7c7b\u6b64\u51fd\u6570\u5e94\u8be5\u8fd4\u56de\u8fd9\u4e09\u6bb5\u6570\u636e\u7684\u5177\u4f53\u957f\u5ea6":[15,26,45],"\u7ef4\u5ea6\u4e0a\u76f4\u63a5\u5207\u5206\u8bad\u7ec3\u96c6":[45,46],"\u8003\u8651\u4e86\u661f\u671f\u548c\u5c0f\u65f6":180,"\u800cadj_mx\u5728data_feature\u4e2d":44,"\u805a\u7c7b\u540e\u7684\u4e2d\u5fc3\u5411\u91cf\u77e9\u9635":[15,28],"\u805a\u7c7b\u6807\u8bc6":[15,28],"\u805a\u7c7b\u7ed3\u679c":[15,28],"\u81ea\u52a8\u8c03\u53c2":85,"\u81ea\u56de\u5f52\u4efb\u52a1":[103,104,106,107],"\u8282\u70b9":[15,28],"\u82e5\u5e72\u5217":[15,19,29,37,43,46,47,48,49,50,71],"\u82e5\u67d0\u7279\u5f81\u540d\u4e0d\u5728\u8be5":63,"\u82e5\u6ca1\u6709\u6307\u5b9a\u8be5\u53c2\u6570":46,"\u83b7\u53d6\u5bf9\u5e94\u65f6\u95f4\u7684\u5916\u90e8\u7279\u5f81":[15,16,36,45],"\u83b7\u53d6\u65f6\u95f4":182,"\u83b7\u53d6logger\u5bf9\u8c61":182,"\u878d\u5408\u540e\u7684\u5916\u90e8\u6570\u636e\u548c\u4ea4\u901a\u72b6\u6001\u6570\u636e":[45,46,47,48,49,50],"\u8ba1\u7b97":[171,173],"\u8ba1\u7b97\u4e24\u4e2a\u65f6\u95f4\u4e4b\u95f4\u7684\u5dee\u503c":180,"\u8ba1\u7b97\u65b9\u5f0f\u5219\u81ea\u884c\u53c2\u8003\u5b9e\u73b0":[171,173],"\u8ba1\u7b97\u6a21\u578b\u635f\u5931":162,"\u8ba1\u7b97\u6b63\u5219\u5316\u540e\u7684\u62c9\u666e\u62c9\u65af\u77e9\u9635":[],"\u8ba1\u7b97\u8fd1\u4f3c\u540e\u7684\u62c9\u666e\u83b1\u65af\u77e9\u9635":174,"\u8ba1\u7b97\u903b\u8f91\u5982\u4e0b":46,"\u8ba1\u7b97\u90bb\u63a5\u77e9\u9635":46,"\u8bad\u7ec3\u6570\u636e":[63,80,88,89],"\u8bad\u7ec3\u6570\u636e\u548c\u9a8c\u8bc1\u6570\u636e\u4e3anone":43,"\u8bad\u7ec3\u6570\u636ex":[15,19,46],"\u8bad\u7ec3\u6570\u636ey":46,"\u8bad\u7ec3\u96c6\u7684\u635f\u5931\u503c":79,"\u8bc4\u4ef7\u7ed3\u679c":70,"\u8bc4\u4f30\u6307\u6807":75,"\u8bc4\u4f30\u6570\u636e":[79,80,88,89],"\u8bc4\u4f30\u6570\u636e\u7684\u5e73\u5747\u635f\u5931\u503c":[80,88,89],"\u8bc4\u4f30\u65b9\u6cd5":75,"\u8bc4\u4f30\u7684\u8303\u56f4":75,"\u8bf7\u52a1\u5fc5\u91cd\u5199":173,"\u8bf7\u53c2\u8003\u5f00\u6e90\u6a21\u578b\u4ee3\u7801":173,"\u8c03\u7528\u6a21\u578b\u8ba1\u7b97\u8fd9\u4e2abatch\u8f93\u5165\u5bf9\u5e94\u7684\u8f93\u51fa":160,"\u8d1f\u91c7\u6837":[15,29],"\u8d77\u70b9":[15,17],"\u8d8b\u52bf":45,"\u8ddffeature_name\u7684\u987a\u5e8f\u4e00\u81f4":12,"\u8def\u7f51\u5339\u914d\u6570\u636e\u96c6\u7684\u57fa\u7c7b":43,"\u8def\u7f51\u8868\u5f81\u6a21\u578b\u7684\u57fa\u7c7b\u5e76\u4e0d\u7edf\u4e00":104,"\u8f68\u8ff9\u4e0b\u4e00\u8df3\u9884\u6d4b\u6a21\u578b":162,"\u8f68\u8ff9\u5b58\u50a8\u683c\u5f0f":38,"\u8f68\u8ff9\u6bd4\u8f83\u7279\u6b8a":[15,31,51],"\u8f6c\u5316\u4e3a":180,"\u8f6c\u6362\u4e4b\u540e\u7684\u7ed3\u679c":182,"\u8f6c\u6362\u51fd\u6570":24,"\u8f6e\u6570":89,"\u8f6e\u6b21\u6570":[79,80,88,89],"\u8f93\u5165":162,"\u8f93\u5165\u4e00\u4e2abatch\u7684\u6570\u636e":[93,95,96,97,103,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u8f93\u5165\u5916\u90e8\u6570\u636e":45,"\u8f93\u5165\u6570\u636e":[15,17,18,34,35,45,46,65,67,71,72,73,160],"\u8f93\u5165\u6570\u636e1":[15,17],"\u8f93\u5165\u6570\u636e2":[15,17],"\u8f93\u5165\u6570\u636e3":[15,17],"\u8f93\u5165\u6570\u636e\u5bf9\u5e94\u7684\u65f6\u95f4\u7247":45,"\u8f93\u5165\u6570\u636ex\u5bf9\u5e94\u7684\u65f6\u95f4\u6233":[15,16,36,45],"\u8f93\u51fa\u5916\u90e8\u6570\u636e":45,"\u8f93\u51fa\u6570\u636e":[15,17,18,34,35,45,46],"\u8f93\u51fa\u6570\u636e\u5bf9\u5e94\u7684\u65f6\u95f4\u7247":45,"\u8f93\u51fa\u6570\u636ey\u5bf9\u5e94\u7684\u65f6\u95f4\u6233":[15,16,36,45],"\u8fb9":[15,29],"\u8fd4\u56de\u4e00\u4e2a":[14,15,19,24,29,31,38,43,44,51],"\u8fd4\u56de\u4e4b\u524d\u6536\u96c6\u5230\u7684\u6240\u6709":[65,66,67,69,71,73,74],"\u8fd4\u56de\u503c":[171,173],"\u8fd4\u56de\u503c\u4ee5\u5c0f\u65f6\u4e3a\u5355\u4f4d":180,"\u8fd4\u56de\u5bf9\u5e94\u7684\u591a\u7ef4\u6570\u636e":46,"\u8fd4\u56de\u5bf9\u5e94\u7684\u9884\u6d4b\u503c":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],"\u8fd4\u56de\u5bf9\u5e94\u7684loss":[80,81,82,88,89],"\u8fd4\u56de\u5fc5\u8981\u7684\u7279\u5f81":[15,34,46],"\u8fd4\u56de\u6570\u636e\u7684dataload":[14,15,19,21,22,24,29,34,38,44,45,46],"\u8fd4\u56de\u6570\u636e\u96c6\u7279\u5f81":[15,16,17,22,23,25,27,28,30,33,34,36,37,46,47,48,49,50],"\u8fd4\u56de\u8bad\u7ec3\u6570\u636e":43,"\u8fd4\u56de\u8bad\u7ec3\u8fc7\u7a0b\u7684loss":[93,95,96,97,103,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159],"\u8fd4\u56de\u8bad\u7ec3\u8fc7\u7a0b\u8fd9\u4e2abatch\u6570\u636e\u7684loss":160,"\u8fd9\u6837\u53ef\u4ee5\u4fdd\u8bc1\u540c\u4e00\u4e2a\u5c0f\u65f6\u6bb5\u603b\u662f\u88ab":180,"\u8fd9\u91cc\u4ec0\u4e48\u90fd\u4e0d\u8fd4\u56de":44,"\u8fd9\u91cc\u8fd4\u56de\u7684\u662f\u6a21\u578b\u5bf9\u4e8e\u8f93\u5165\u5f53\u524d\u8f68\u8ff9\u7684\u4e0b\u4e00\u8df3\u4f4d\u7f6e\u7684\u9884\u6d4b\u503c":[171,173],"\u8fdb\u884c\u5efa\u6a21\u5b9e\u73b0\u9884\u6d4b":45,"\u9002\u7528\u4e8e\u6bcf\u6b21\u8bc4\u4f30\u5f00\u59cb\u65f6\u8fdb\u884c\u4e00\u6b21\u6e05\u7a7a":[65,66,67,69,70,71,73,74],"\u9009\u53d6":180,"\u9009\u62e9\u4e0d\u540c\u7c7b\u522b\u7684\u62c9\u666e\u62c9\u65af":174,"\u9009\u62e9\u5bf9\u5e94\u7684lr_schedul":89,"\u9009\u62e9\u6570\u636e\u5f52\u4e00\u5316\u65b9\u6cd5":[15,19,46],"\u9009\u62e9\u8bad\u7ec3\u8fc7\u7a0b\u7684loss\u51fd\u6570":[80,81,82,88,89],"\u9009\u62e9optim":[89,90],"\u901a\u8fc7\u7d22\u5f15\u53ef\u4ee5\u786e\u5b9a":[66,74],"\u90e8\u5206\u4ea4\u901a\u9884\u6d4b\u6a21\u578b\u901a\u8fc7\u5bf9\u63a5\u8fd1\u5ea6":45,"\u91c7\u6837\u65b9\u6cd5":[15,29],"\u91c7\u7528\u7684\u662f\u6309\u7c7b\u4f3c\u4e8e":[15,29],"\u91cc\u9762\u5b58\u653e\u5355\u6b21\u8f93\u5165\u548c":63,"\u91cd\u7f6e\u968f\u673a\u6570\u79cd\u5b50":[84,182],"\u957f\u5ea6\u7684\u65f6\u95f4\u5e8f\u5217":46,"\u957f\u5ea6\u7684\u65f6\u95f4\u5e8f\u5217\u53bb\u9884\u6d4b\u672a\u6765":46,"\u9664\u4ee5\u6700\u5927\u503c\u5f52\u4e00\u5316":181,"\u968f\u673a\u6e38\u8d70\u62c9\u666e\u62c9\u65af":174,"\u975e01":46,"\u9884\u6d4b\u5f00\u59cb\u7684\u65f6\u95f4\u7247\u7684\u7d22\u5f15":[15,17],"\u9884\u6d4b\u7684\u65f6\u95f4\u7247\u5e8f\u5217\u957f\u5ea6":[15,17],"\u9a8c\u8bc1\u6570\u636e":[14,15,19,21,22,24,29,34,38,43,45,46,63],"\u9a8c\u8bc1\u96c6":[15,18,19,29,34,35,45,46],"\u9a8c\u8bc1\u96c6\u7684\u635f\u5931\u503c":79,"\u9ed8\u8ba4":[15,19,29],"\u9ed8\u8ba4\u4f7f\u7528":[45,46],"\u9ed8\u8ba4\u4f7f\u7528len_clos":45,"\ud835\udc7f":126,"\ud835\udc7f":[],"abstract":[40,53,193,195],"adj_mx\u662f\u90bb\u63a5\u77e9\u9635":[15,16,17,22,23,25,27,28,30,33,36,37,47,48,49,50],"batch_size\u7684\u60c5\u51b5":63,"break":70,"c\u7684\u8f93\u5165\u77e9\u9635\u6620\u5c04\u6210n":104,"case":[3,184,195],"class":[4,10,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,55,56,57,58,59,60,61,62,63,65,66,67,69,70,71,72,73,74,77,78,79,80,81,82,83,84,85,86,87,88,89,90,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,181,183,186,188,189,190,191,193,194,196,199,200,201,204,205,206,227,230],"closeness\u7684\u957f\u5ea6":[15,17],"cpu\u8bbe\u5907":12,"data\u8f6c\u79fb\u5230device\u4e0a":12,"default":[3,4,7,10,106,164,169,184,185,187,191,192,195,196,201,202,204,206,207,228,229],"dyna\u4e2d\u4e00\u81f4":46,"dyna\u6587\u4ef6":[43,46,50],"enum":192,"ext\u6587\u4ef6":46,"f\u7684\u8f93\u51fa\u77e9\u9635":104,"false\u4e0d\u8fdb\u884c\u7a00\u758f\u5316":46,"false\u4e3a\u6709\u5411\u56fe":46,"false\u5219\u53ea\u8003\u8651\u661f\u671f":[15,16],"feature_dim\u662f\u8f93\u5165\u6570\u636e\u7684\u7ef4\u5ea6":[15,16,17,22,23,25,27,28,30,33,36,37,47,48,49,50],"feature_name\u5373\u662f\u8fd9\u4e00\u7ec4\u8f93\u5165\u7684\u540d\u5b57":12,"ffr\u662f\u989d\u5916\u7684\u8f93\u5165\u77e9\u9635":[15,37],"final":[3,184,188,208],"float":[1,68,79,80,88,89,124,153,178,186,192],"function":[1,2,3,4,39,40,41,42,53,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,184,191,195,196,199,200,201,204,206,208],"geo\u6587\u4ef6":[15,19,29,43,46,47,48,49,50,71],"geo\u6587\u4ef6\u4e2d\u7684id\u987a\u5e8f\u5e94\u8be5\u8ddf":46,"grid\u6587\u4ef6":[46,47],"gridod\u6587\u4ef6":[46,48],"import":[1,2,196,197,227],"int":[1,15,17,39,40,41,42,53,63,68,80,84,88,89,113,120,121,124,125,127,128,153,174,182,202,228],"interval_period\u662fperiod\u7684\u957f\u5ea6":45,"interval_trend\u662ftrend\u7684\u957f\u5ea6":45,"jos\u00e9":208,"len_column\u662f\u7f51\u683c\u7684\u5217\u6570":[15,16,22,36,47,48],"len_row\u662f\u7f51\u683c\u7684\u884c\u6570":[15,16,22,36,47,48],"len_trend\u5206\u522b\u662f\u4e09\u6bb5\u6570\u636e\u7684\u957f\u5ea6":[15,17,30],"len_trend\u5207\u5206\u8f93\u5165":[15,17,45],"len_trend\u627e\u5230\u6570\u636e\u7d22\u5f15\u7684\u4f4d\u7f6e":[15,17],"len_trend\u627e\u5230\u6570\u636e\u9884\u6d4b\u76ee\u6807\u6570\u636e":[15,17],"len_trend\u7684\u6570\u636e":[15,26,45],"len_trend\u7684\u6570\u636e\u9884\u6d4b\u5f53\u524d\u65f6\u523b\u7684\u6570\u636e":45,"len_trend\u7684\u65b9\u6cd5\u4e00\u822c\u5c06\u5916\u90e8\u6570\u636e\u5355\u72ec\u5904\u7406":45,"long":[53,163,164,167,195,208,230],"loss\u51fd\u6570\u5e94\u8be5\u63a5\u6536":[80,81,82,88,89],"minmax\u5f52\u4e00\u5316":181,"module\u5fc5\u987b\u5b9e\u73b0\u7684\u63a5\u53e3":160,"moudle\u7684forward":[93,95,96,97,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159],"n\u7684\u77e9\u9635":[15,19,29],"n\u7684\u90bb\u63a5\u77e9\u9635":[15,18,19,29,35,46,47,48,49,50],"new":[6,8,12,189,191,197,203,208],"num_nodes\u662f\u70b9\u7684\u4e2a\u6570":[15,17,23,25,27,28,30,33,37,50],"num_nodes\u662f\u7f51\u683c\u7684\u4e2a\u6570":[15,16,22,36,47,48,49],"od\u6587\u4ef6":46,"output_dim\u662f\u6a21\u578b\u8f93\u51fa\u7684\u7ef4\u5ea6":[15,16,17,22,23,25,27,28,30,33,36,37,47,48,49,50],"public":197,"rel\u53ea\u67094\u5217":46,"rel\u53ea\u67095\u5217":46,"rel\u5b58\u5728\u7684\u8fb9\u8868\u793a\u4e3a1":[15,19,29],"rel\u6587\u4ef6":[15,19,29,37,43,46,49,50],"rel\u6587\u4ef6\u7528\u6765\u8868\u793a\u8def\u7f51\u6570\u636e":43,"return":[1,3,14,15,16,17,18,19,21,22,23,24,25,26,27,28,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,58,63,68,70,75,79,80,88,89,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,172,174,178,180,181,182,184,191,194,201],"scaler\u662f\u5f52\u4e00\u5316\u65b9\u6cd5":[15,16,17,22,23,25,27,28,30,33,36,37,47,48,49,50],"score\u5f52\u4e00\u5316":181,"short":[167,208],"states\u4e3a\u4e0a\u4e00\u6b21\u591a\u6279\u6b21\u7edf\u4e00\u65f6\u95f4\u6570\u636e":163,"static":[15,24,84,85],"stresnet\u5916\u90e8\u6570\u636e\u6e90\u4ee3\u7801\u53ea\u7528\u4e86ext_i":[15,36],"super":[1,3,184,196],"switch":208,"true":[0,7,10,15,16,24,36,63,85,106,117,118,122,123,126,136,139,144,145,147,148,149,151,153,156,158,166,167,174,176,187,188,191,192,195,196,204,206,207,229],"true\u4e3a4d":47,"true\u4e3a6d":48,"true\u4ee3\u8868\u6784\u9020\u65e0\u5411\u56fe":46,"true\u5219\u52a0\u4e0a\u5c0f\u65f6\u7684\u4fe1\u606f":[15,16],"true\u8868\u793a\u5bf9\u6743\u91cd\u77e9\u9635\u5e94\u7528\u5e26\u9608\u503c\u7684\u9ad8\u65af\u6838\u51fd\u6570\u8fdb\u884c\u7a00\u758f\u5316":46,"try":[3,184],"usr\u6587\u4ef6":43,"var":[199,201,208],"while":[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,208],"y\u7684\u5f62\u5f0f\u8fd4\u56de":[15,18,22,35,46],Adding:114,And:[3,184,188],But:106,For:[0,1,2,3,5,7,15,31,38,39,40,41,42,51,53,114,184,185,186,187,188,189,190,191,192,194,199,200,201,202,203,208,225,228],GIS:[185,208],GPS:[99,100,101,102,185,192,195,197,208,230],GTS:[91,141,196,208],IDs:192,LOS:197,Los:197,Not:[154,191],One:[106,167,195],That:[191,229,230],The:[0,1,2,4,6,7,39,40,41,42,53,99,100,106,167,185,186,187,188,189,191,192,193,194,195,196,197,198,199,200,201,202,203,204,206,207,208,227,228,229,230],Then:[3,184,188,196],There:[192,197],These:192,Use:[176,204,206,226],Used:192,Using:202,Will:[139,208],With:197,__all__:[3,184],__init__:[1,2,173,196,227],_add_external_inform:[45,46,47,48,49,50],_add_external_information_3d:46,_add_external_information_4d:46,_add_external_information_6d:46,_build_lr_schedul:89,_build_optim:[89,90],_build_schedul:90,_build_train_loss:[80,81,82,88,89],_calculate_adjacency_matrix:46,_config:183,_divide_data:38,_encode_traj:[38,195],_find_matched_sequ:[99,100,102],_gc:159,_generate_data:[15,18,22,29,35,45,46],_generate_input_data:[15,17,45,46],_generate_train_val_test:[15,18,34,35,45,46],_get_candid:[99,100,101,102],_get_external_arrai:[15,16,36,45],_get_sample_indic:[15,17],_get_scalar:[15,19,46],_get_x_i:148,_get_x_y_in_correct_dim:148,_init_model:132,_load_cach:[15,29],_load_cache_train_val_test:[15,18,19,34,35,45,46],_load_data:45,_load_dyna:[38,43,46,47,48,50,195],_load_dyna_3d:46,_load_ext:46,_load_ext_data:[15,16,36,45],_load_geo:[15,19,29,46,47,48,49,50,71],_load_geo_and_rel:43,_load_grid_3d:46,_load_grid_4d:46,_load_grid_geo:46,_load_grid_od_4d:46,_load_grid_od_6d:46,_load_grid_rel:46,_load_od_4d:46,_load_rel:[1,15,18,19,29,35,37,46,47,48,49,50],_load_truth_dyna:43,_load_usr:43,_logger:[3,184,227],_observation_prob:[99,100,101,102],_preprocess:[99,100],_run_one_tra:[99,100,101,102],_save_atom:70,_scaler:[3,184],_search_data:[15,17],_set_lon_lat_radiu:[99,100,101,102],_split_train_val_test:[15,18,35,45,46],_split_train_val_test_stdn:[15,34],_temporal_analysi:[99,101,102],_train_epoch:[2,79,80,88,89],_transmission_prob:[99,100,101,102],_valid_epoch:[2,79,80,88,89],aaai:208,abl:[188,208],about:[0,106,197],abov:[1,2,3,184,186,189,191,192,202,230],abs:208,absolut:[199,201],abstract_dataset:[11,13,15,19,24,29,31,38,43,46,51],abstract_eta_encod:[11,13,39,41,42],abstract_evalu:[64,66,67,69,70,71,73,74],abstract_executor:[2,76,78,83,84,89,90],abstract_model:[91,93,162,163,164,165,166,167,168,169,170,171,172,173,227],abstract_tradition_executor:[76,87],abstract_traffic_state_model:[3,91,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,184],abstract_traffic_tradition_model:[91,99,100,101,102,103,105,109],abstract_trajectory_encod:[11,13,52,54,55,56,57,58,59,60,61],abstractdataset:[1,14,15,19,24,29,31,38,43,46,51,63,195],abstractetaencod:[39,40,41,42],abstractevalu:[65,66,67,69,70,71,73,74,182],abstractexecutor:[2,77,78,83,84,89,90,182],abstractexecutoror:2,abstractmodel:[3,92,93,162,163,164,165,166,167,168,169,170,171,172,173,182,184,227],abstracttraditionexecutor:[78,87],abstracttraditionmodel:[94,99,100,101,102,103,105,109],abstracttrafficstatemodel:[3,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,184],abstracttrajectoryencod:[53,54,55,56,57,58,59,60,61],acc:68,accept:[6,151,199,200,201],accid:[6,196,197],accord:[0,3,4,53,63,182,184,186,189,191,192,195,230],account:[106,208],accumul:[204,206],accuraci:[200,208],acfm:[91,116,196,208],acfm_dataset:[11,13,15],acfmcommon:[91,116,196],acfmdataset:[15,16],achiev:[99,100,101,102],achiv:[40,53],acm:[6,208],across:148,act:154,activ:[106,107,136,147],actual:[99,100,101,102,191],adagrad:[204,206],adam:[3,184,188,204,206],adapt:208,add:[8,191],add_day_in_week:[147,188,191],add_general_arg:179,add_hyper_arg:179,add_loc:[15,24],add_self_loop:153,add_skip_connect:106,add_time_in_dai:[188,191],add_weight:163,added:[3,184,191,200],adding:[3,184,189],addit:[3,4,184,228],address:[6,7,208],adj:[111,122,123,125,131,136,144,149,151,154,159,174],adj_matrix:154,adj_mx:[1,15,18,19,29,35,46,47,48,49,50,104,129,130,144,148,149,156,159,174,191],adj_seq:140,adjac:[111,149,154,191,192,197,208],adjacency_it:105,adjt:[122,123],adjtyp:149,adjust:[7,186,187,188,189,203,228,229],adopt:228,advanc:[6,115,208],affect:191,after:[0,3,5,7,39,40,41,42,184,186,187,188,192,195,196,207],afterward:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],agcrn:[91,116,196,208,225],agcrncel:119,aggreg:1,aggregate_neighbor:106,agnost:[106,208],agnosticconvblock:142,airport:197,aka:106,algo:85,algorithm:[99,100,176,197,208],algrothim:228,ali:208,alia:[15,25,29,109,114],alias_draw:[25,109],alias_gener:114,alias_initialis:114,alias_setup:[25,109],align:[115,154],all:[0,1,5,6,7,39,40,41,42,53,75,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,167,168,169,170,171,172,185,186,187,191,192,193,195,197,200,201,204,205,206,228],all_hidden:[117,118],alloc:228,allow:[6,7,187,188,189,228,229],allowed_dataset:[3,184,188,189],allowed_metr:[199,200,201],allowed_model:[3,184,188,189],almost:230,alpha:[105,106,151],alreadi:188,also:[0,3,4,6,184,185,188,189,191,197,203,208,228],although:[0,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],among:230,amount:197,ang:208,angel:197,angl:[126,178],angle2radian:178,angular:178,angular_dist:178,ani:[6,40,53,189],anoth:195,api:8,appar:[99,100],append:[3,12,167,184],appli:[1,2,3,184,208],approx:178,approxim:[154,197,208],apr:[197,208],april:197,aptx1231:6,arbitrari:0,architectur:208,archiv:197,area:[192,197],arg:[176,190],argmax:148,argument:[179,189],argument_list:177,arima:208,arrai:[43,46,47,48,50,111,192,199,200,201],arriv:[6,192,195,196,198,203],artifici:208,arxiv:208,asha:228,asmith26:114,aspect:[188,189,208],associ:6,assum:[3,184],astgcn:[91,116,196,197,208,225],astgcn_dataset:[11,13,15],astgcnblock:[120,121],astgcncommon:[91,116,196],astgcndataset:[15,17,196],astgcnsubmodul:[120,121],asym_adj:149,atdm:[91,141,196,208],atmoic:1,atom:[4,7,8,187,188,189,190,191,194],atst:[196,208],atst_lstm:162,atstlstm:[91,161],atstlstm_encod:[11,13,52],atstlstmencod:54,att:126,att_flow_input:132,att_lstm_input:[15,34,132],att_lstm_num:132,att_lstm_seq_len:132,att_nbhd_input:132,att_siz:132,atten_pool:96,attent:[54,96,106,113,120,121,124,126,147,162,163,164,208],attention3dblock:131,attention_coeffici:106,attentionblock:124,attentionc:115,attentioncnn:124,attentiont:115,attn:[162,164,171],attn_head:153,attr:[96,97],attr_net:96,attr_siz:96,attr_t:96,attribut:[40,53,124,192],aug:197,august:197,austin:197,austinrid:196,author:[6,197],auto:208,autoencod:[91,141,196,208],autom:186,automat:[0,8,185,191,228],auxiliari:[189,191,227],avail:[197,230],averag:[185,197,201,208],avwdcrnn:119,avwgcn:119,awai:[99,100,208],awar:208,axi:124,aznart:208,b_hh:167,b_ih:167,back:[3,184],backward:191,bad:0,bahdanaudecod:124,bai:[197,208],baidudisk:[7,187,188,208],baidutraff:197,baocai:208,bar:[199,201],base:[1,5,6,10,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,55,56,57,58,59,60,61,62,65,66,67,69,70,71,72,73,74,75,77,78,79,80,81,82,83,84,85,86,87,88,89,90,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,181,183,187,191,192,193,195,196,197,202,204,206,208,228],base_tim:180,base_zero:180,baselin:6,basi:[3,184],basic:[0,3,6,184,188,194],basicsearch:228,basket:208,batch:[1,3,4,7,11,14,15,21,22,24,34,38,39,40,41,42,45,46,53,63,65,66,67,68,69,70,71,72,73,74,80,81,82,88,89,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,184,187,190,191,194,195,227,229,230],batch_d:167,batch_data:[15,19,29],batch_first:139,batch_l:167,batch_label:167,batch_seen:113,batch_siz:[1,3,7,63,66,67,68,72,73,74,75,111,119,120,121,124,125,126,127,128,132,139,144,145,147,148,154,158,159,164,167,171,173,184,187,188,189,191,229,230],batch_sz:24,batch_t:167,batch_valu:167,batches_seen:[80,88,113,131,144,148,151],batchpad:12,bayesoptsearch:228,bear:178,becaus:[99,100,101,102,106,191,197],becom:[188,192],been:[3,6,7,184,187,195,229,230],befor:[7,187,189,196],begin:[1,2,3,184,185,188],beibei:208,beihang:6,beij:[6,197],beijing_subwai:196,beijing_taxi_sampl:196,believ:186,belong:[3,4,184,191],below:[0,198,225,230],bernardino:197,besid:0,best:186,beta:228,better:[0,106,208],between:[3,41,42,59,184,186,191,192,196,197,208],bi_torch:[145,158],bia:[106,122,123,139,145,151,153,156,158,167],bias:[167,197],bias_start:[144,148,159],bicycl:197,bidir_adj_mx:46,bidirect:[157,188],big:230,biggest:197,bigsciti:[5,6,7,187,188],bike:197,bikechi:196,bikedc:196,bin:208,bind_al:7,bing:208,birth_dat:192,birth_year:192,biswa:208,bj_roadmap_edg:196,blob:165,block:[124,126,150,208],blog:[25,109],bn_decai:147,bnmode:[117,118],bnreluconv:[134,135],bold:196,booktitl:6,bool:[0,24,63,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,176],borrow:164,both:[3,106,151,184,192,208],bound:167,bowen:208,bpr_triplet_loss:163,bresson:208,bridg:208,brief:225,brightkit:196,brng:178,browser:7,bug:[0,6],build:[3,6,163,184,208],build_deepwalk_corpu:105,build_sparse_matrix:174,build_tre:24,build_vocab:[15,24],built:197,c_in:[115,125,131,149,150,151,154],c_lt:139,c_out:[115,125,149,150,151,154],cach:[4,7,77,83,84,89,90,188,204,206],cache_dataset:[188,191],cache_nam:[2,77,78,83,84,89,90],caculate_time_sim:180,cal_adj:149,cal_attent:126,cal_basetim:180,cal_int:167,cal_slot_dist:167,cal_slot_distance_batch:167,cal_timeoff:180,calcualt:[3,68,184],calcul:[1,3,41,42,59,68,106,115,124,126,167,178,184,191,192,197,201,202,208],calculate_adj_mx_clust:[15,28],calculate_cheb_poli:154,calculate_f:[],calculate_first_approx:154,calculate_loss:[3,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,184],calculate_normalized_laplacian:[131,144,149,159,174],calculate_random_walk_matrix:[144,174],calculate_reverse_random_walk_matrix:144,calculate_scaled_laplacian:[144,149,154,174],calculate_weight_adj:[46,192],california:197,call:[1,2,3,39,40,41,42,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,184,195,208,226,227],can:[0,1,2,3,4,5,6,7,39,40,41,42,179,184,185,186,187,188,189,191,192,193,195,196,199,200,201,203,204,206,208,227,228,230],candid:[99,100,101,102],cannot:[191,195,199,200,201,204,206],cao:208,cap:202,capabl:208,cape:197,capitalbikeshar:197,captur:208,car:197,cara1:163,cara:[91,161,196,208],cara_encod:[11,13,52],cara_loc_pred_evalu:64,caralocpredevalu:66,caratrajectoryencod:55,care:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],casual:208,cat:[3,184],categor:[186,228],cbaattent:132,ccrnn:[91,112,196,208],ccrnn_dataset:[11,13,15],ccrnndataset:[15,18],cell:167,cell_out:167,cell_stat:[145,158],cell_state_data:145,certain:[0,106,196],cgc:208,chain:208,challeng:197,chang:[0,106,192,208],channel:[124,139],channel_merg:107,chao:[6,208],chapter:189,charact:0,character:188,characterist:208,cheb_k:119,cheb_poli:115,cheb_polynomi:[120,121,125,127,128,174],chebconv:[91,103,127,128,196,208],chebconv_dataset:[11,13,15],chebconv_executor:76,chebconvdataset:[15,19],chebconvexecutor:79,chebconvmodul:104,chebconvwithsat:[120,121],chebi:125,cheby_conv:125,chebyshev:[115,120,121,125,127,128,154,174,208],check:[0,106,186,191,192,197],check_forward_hidden:167,check_forward_input:167,check_self_loop:105,checkin_record:[15,31,38,51],checkpoint:4,chen:208,cheng:208,chengdu:197,chengdu_taxi_sample1:196,chengqi:208,chengzhong:208,chicago:197,chicago_risk:196,china:[6,197],chines:0,choic:[15,31,153,186,228],chomp1d:153,chomp_siz:153,christoph:208,chronolog:230,chuanpan:208,chunk:167,cikm:208,cin:151,circl:[41,42,59,178],citi:197,citibik:197,citibikenyc:197,citywid:208,classic:208,classifi:167,classnam:189,clear:[65,66,67,69,70,71,73,74,204,206],click:[5,185,187,196],clip:[24,90,204,206,207],clip_grad_norm:[204,206],clone:[3,5,184,187],close:[45,191,195],closeness_sampl:[15,17],closest:126,cluster:[],cluster_nod:150,cluster_num:[15,28],cnn:[139,208],code:[1,2,3,4,5,7,8,54,106,184,187,188,204,206,208],codebas:0,coeffici:[125,199,201],collect:[6,65,66,67,69,70,71,72,73,74,105,197],collect_fn_quadkei:[15,24],column:[39,40,41,42,126,185,191,195,230],column_id:[46,47,48,192],com:[5,6,54,85,106,114,164,165,168,187,197],combin:[186,192,208,228],come:106,command:[0,3,4,5,7,184,185,186,187,228,229],commit:0,common:[4,106],commonli:[6,189,208],compar:[199,200,201,230],complet:[3,184,186,195,204,205,206,226],complex:[2,208],compon:[6,106,208,226],compos:[14,15,21,22,24,34,38,45,46,63,192,228],comprehens:[6,208],comput:[3,6,25,95,96,97,106,107,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,174,184,208],computation:106,concat:[106,153],concatconv:[117,118],concaten:191,conceptu:106,conda:[5,187],condit:[192,208],conduct:6,confer:[6,208],confid:[75,99,100],confidence_list:75,config:[0,1,2,4,7,8,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,55,56,57,58,59,60,61,63,65,66,67,69,70,71,72,73,74,77,78,79,80,81,82,83,84,86,87,88,89,90,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,176,182,187,188,191,196,199,200,201,202,204,206,227],config_fil:[7,10,85,176,187,188,189,196,229],config_pars:9,configpars:[4,10,40,53,63,182],configur:[3,4,5,6,7,40,53,184,186,196,204,206,228,229],conform:192,connect:[3,106,184,208],consecut:197,consid:[189,198,208],consist:[0,1,39,40,41,42,53,164,169,189,192,208],constitut:193,constrain:230,constraint:[208,228],construct:[114,167,191,192,208],construct_adj:136,construct_slot:167,contact:6,contain:[1,3,14,15,16,17,18,21,22,24,34,35,36,38,39,40,41,42,45,46,53,63,66,68,74,80,88,103,104,106,107,113,126,144,148,167,184,191,192,193,195,197,208],content:[190,192,228],context:208,contextu:208,continu:[204,206,230],contribut:6,conv3x3:[134,135],conv:[126,208],conv_channel:[117,118],conv_lay:126,convblock:[124,131],conveni:[6,196],convent:0,convers:[7,185,187],convert:[7,39,40,41,42,53,75,178,185,187,194],convgat:[117,118],convgcn:[91,116,196,208],convgcn_dataset:[11,13,15],convgcncommon:[91,116,196],convgcndataset:[15,20,196],convgrucel:[117,118],convlstm:[117,118,139,208],convlstmcel:[117,118,139],convolut:[113,120,121,124,127,128,139,144,148,159,208],convregblock:142,convst:115,coo:174,coo_matrix:174,coordiant:185,coordin:[15,19,24,29,39,40,41,42,43,46,47,48,49,50,71,180,192],copi:106,cor:126,core:[6,167],corner:197,corr:208,corrab:208,correctli:[186,200],correl:[126,208],correspond:[4,7,39,40,41,42,53,186,187,191,192,193,195,196,228,229],cors_d:126,cors_g:126,cosin:178,cosine_similarity_torch:148,cosineannealinglr:[204,206],count:[68,197],count_paramet:[144,148],counti:197,coupl:208,cout:151,cover:[3,6,184],coverag:197,cpt:[117,118],cpu:[3,96,156,184,228],cpu_per_tri:[176,228],craig:208,crann:[91,116,196,197,208],crann_dataset:[11,13,15],cranndataset:[15,21],creat:[0,63,182,188,197],create_look_ahead_mask:126,create_mask:126,create_threshold_mask:126,create_threshold_mask_tar:126,credibl:6,crowd:[197,208],cstn:[91,138,196,197,208],cstn_dataset:[11,13,15],cstndataset:[15,22],csv:[70,75,192],ctrl:7,cuda:[5,124,187],cudatoolkit:[5,187],cui:208,cur_stat:139,current:[6,186,191,192,195,196,201,204,206,208,230],current_di:[39,40,41,42,192,230],current_lati:[39,40,41,42,230],current_len:230,current_loc:[53,172,193,230],current_longi:[39,40,41,42,230],current_st:[39,40,41,42,192,230],current_tim:[39,40,41,42,53,193,230],custom:[6,8,151,184,189,196,203],cut:[15,31,51,191,195],cut_method:[191,195],cutter_filt:[15,31,51],cyru:208,d_0:200,d_h:126,d_model:166,d_out:115,dae:126,dae_inp:126,dae_inp_ex:126,dae_inp_g:126,dae_output:126,dai:[46,47,48,49,50,191,197,208],data:[1,3,4,6,7,8,75,77,78,79,80,81,82,83,84,86,87,88,89,90,94,96,97,99,100,101,102,103,105,106,109,111,126,136,162,167,171,173,180,181,182,184,185,186,187,188,189,193,195,196,202,208,226,230],data_col:[46,47,48,50,192],data_featur:[3,15,31,38,39,40,41,42,51,53,77,78,79,80,81,82,83,84,86,87,88,89,90,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,182,184,227],data_fil:192,data_load:90,data_path:1,data_sequ:[15,17],data_sourc:[15,24],dataload:[1,14,15,21,22,24,34,38,45,46,63,77,78,80,81,82,84,87,88,89,90,191,193,194],dataset:[3,4,6,8,10,11,62,63,176,177,184,185,186,190,192,194,197,228,229],dataset_cach:188,dataset_class:[3,63,184,186,188,189,196],dataset_nam:[7,85,176,187,189,228,229],dataset_subclass:[11,13],datatim:180,date:192,datetim:[182,191],datetime64:180,datset:1,davidham3:197,dcg:68,dcgrucel:[113,144,148],dcrnn:[91,141,189,196,197,208],dcrnn_executor:76,dcrnndecod:113,dcrnnencod:113,dcrnnexecutor:[80,189],dec:[126,197],decid:186,decim:[41,42,59],decod:[113,124,137,144,148,157,208],decoderlay:126,decodermodel:[144,148],decomposit:208,dedic:4,deep:[106,208],deepmov:[55,56,57,58,59,60,61,75,91,161,189,196,208,225],deepst:197,deeptt:[91,95,196,197,208],deeptte_encod:[11,13,39],deeptteencod:[39,40,41,42],deepwalk:[91,103],def:[1,2,3,184,196,227],defaul:191,defaultdict:105,defferrard:208,defin:[1,3,4,7,10,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,184,187,192,229],definit:[3,184],defu:208,degrad:208,degre:[41,42,59,105],dejiang:208,dekang:208,delasal:208,delta:[98,171],delta_tim:[191,195],demand:[6,196,198,206],demand_matrix:140,deng:208,denot:[200,230],denoy:208,dens:[124,197],densiti:208,departur:208,depend:[5,106,191,192,195,208],depeng:208,depict:230,deploi:197,describ:[1,191,192,194,197],descript:[124,197,228],design:[1,6,186,188,189,203,208],destin:[6,178,192,195,197,230],destination_column_id:[46,48,192],destination_dim:195,destination_grid_column_dim:195,destination_grid_row_dim:195,destination_id:[15,19,29,37,43,46,49,50,192],destination_row_id:[46,48,192],detail:[0,1,5,7,25,39,40,41,42,53,106,109,187,188,189,194,195,203,204,206,229],detect:185,detector:197,determin:[188,189,192,199,201,204,206],develop:[0,1,2,3,6,8,40,53,106,184,194,197],deviat:228,devic:[3,12,96,104,106,107,114,115,120,121,122,123,124,125,126,127,128,129,130,132,134,135,137,140,144,145,147,148,151,154,156,157,158,159,163,164,171,174,184,204,206],devis:208,dgcn:[91,116,196,197,208],diag:149,dict:[10,14,15,16,17,19,22,23,24,25,26,27,28,29,30,31,33,34,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,63,65,66,67,71,72,73,74,103,104,106,107,171,173,176,182,193],dictionari:[43,188,189,195,228,230],differ:[1,4,6,7,187,188,189,191,192,194,197,198,199,200,201,208,226,229,230],differenti:148,diffus:208,digraph:230,dilat:[153,208],dilated1d:151,dilatedincept:151,dilation_factor:151,dim:[3,106,151,153,159,163,184],dim_i:124,dim_in:[115,119],dim_out:[115,119],dim_x:124,dimens:[3,25,96,105,109,124,126,139,184,186,191,192,195,230],dimension:[192,195,208,230],dir_path:182,direct:105,directli:[1,3,7,39,40,41,42,53,184,187,195,196,208,230],directori:[1,2,3,7,8,182,184,186,187,188,189,208,229],discoveri:208,discret:[25,109,148,186,192,208,228],disk:188,displai:186,disprov:197,dist:[39,40,41,42,46,114,178,192,230],distanc:[41,42,59,99,100,101,102,167,178,192,195,197,208,230],distance_matrix:140,distance_upp:192,distribut:[25,109,114,148,186,208,228],district:197,divers:[40,53],divid:[1,4,191,195],divide_data:[15,31,51],divis:[7,186,187,191,197,229],divvybik:197,dkfn:[91,141,196,208],dmi:197,dmvst:208,dmvstnet:[91,112,196,208],dmvstnet_dataset:[11,13,15],dmvstnetdataset:[15,23],doc:6,document:[186,188,190,194,226,227],doe:[106,182,196,197],doesn:106,doi:[6,208],domain:85,don:[40,53,106,185],dose:[40,53],dot:[197,208],doubl:192,download:[197,208],draw:[25,109],drhuangliwei:54,drive:[7,187,188,197,208],driven:208,drop_prob:124,dropout:[3,124,133,142,149,150,151,153,157,166,171,184,186,188],dropout_prob:[106,107],dropout_r:[117,118,156],dsan:[91,116,196,208],dsanus:126,dst:[25,109],dtw_edge_index:153,dual:208,due:[99,100],duplic:106,durat:197,dure:[4,7,204,206],dymixprop:151,dyna:[7,15,18,35,39,40,41,42,45,46,53,70,185,187,197],dyna_feature_column:[39,40,41,42],dyna_id:[15,31,39,40,41,42,43,46,47,48,50,53,54,192],dyna_record:38,dynam:[113,126,208],dynconv:151,e_lay:113,each:[0,3,4,7,25,39,40,41,42,53,99,100,101,102,109,113,139,184,186,188,189,191,194,197,203,208,230],earli:[204,206,208],earth:[41,42,59,178],easi:106,easier:0,easili:[6,186],eastern:197,echohhhhhh:197,ecml:197,edg:[25,99,100,101,102,106,109,197,208],edge_index:[106,153],edge_index_func:[15,33],edouard:208,edu:[25,109,197],educ:106,effect:[203,208],effici:[25,106,109],either:192,elabor:208,elaps:197,elegantli:208,element:[1,40,53,139,191,192,194],elementwise_affin:151,elif:[103,108],els:43,elu:106,email:6,emb:[40,53,167,171],emb_loc:171,emb_siz:171,embed:[40,53,147,166,167,208],embed_dim:[96,97,114,119,140,156],embed_lay:171,embedding_s:136,embeddingmatrix:170,emplement:[40,53],emploi:208,empti:192,enabl:6,enc:126,encod:[15,31,38,39,40,41,42,51,53,54,55,56,57,58,59,60,61,124,126,137,144,148,156,157,180,185,191,195,208],encode_traj:[15,31,51],encoded_data:[15,31,38,51],encoded_trajectori:[15,31,38,39,40,41,42,51,53],encoder_hidden_st:[144,148],encoder_output:124,encoderlay:126,encoderlstm:124,encodermodel:[144,148],encount:6,end:[106,186,188,197,204,206,208],end_idx:[15,17],engin:208,enhanc:208,enhong:208,enough:[196,197],ensur:186,ensure_dir:182,entir:[4,197,226],entireestim:96,entiti:[191,192],entity_id:[39,40,41,42,43,46,50,54,192],entri:227,environ:[5,187],epoch:[7,89,186,188,204,206],epoch_idx:[79,80,88,89],epoch_s:46,eps:[96,98,148,151,181],epsilon:[46,192],equ:126,equal:[3,184,191],equirectangular:178,equirectangular_approxim:178,error:[192,199,200,201,204,206],establish:208,estim:[6,192,195,196,198,203],eta:[7,40,91,187,195,229],eta_dataset:[11,13],eta_encod:[11,13,191,195],eta_evalu:64,eta_executor:76,etadataset:[38,195],etaevalu:[67,199],etaexecutor:81,etc:[3,184,192,196],euclidean_dist:61,eval:63,eval_data:[1,15,31,38,51,63],eval_dataload:[1,2,14,15,21,22,24,34,38,45,46,63,77,78,79,80,83,84,87,88,89,90],eval_func:64,eval_on_batch:96,eval_r:[7,45,46,187,188,189,191,229],evalu:[2,3,4,6,7,8,77,78,79,81,82,83,84,86,87,89,90,182,184,186,187,188,189,191,195,203,204,205,206,208,228,229,230],evaluate_cach:188,evaluate_model:75,evaluate_result:70,evaluate_temp_att:124,evar:[188,198,199,201,204,206],evelu:228,everi:[0,39,40,41,42,53,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,197,204,206,208],evolut:208,evolutioncel:113,ex_encod:126,exampl:[0,2,3,5,7,15,31,38,39,40,41,42,51,53,106,139,167,184,185,186,187,188,189,192,196,201,228],exce:[199,200,201],exceed:[204,206],except:85,excess:53,exclud:197,exclude_visit:24,exclus:[4,228],execut:[3,4,5,6,184,187,188,189,205],executor:[1,3,4,8,182,184,186,188,189,193],exhaustive_search:85,exhaustivesearcherror:85,exist:[2,8,113,144,148,182,192,203],exit:189,exp:[46,106,167,191,192],exp_scores_per_edg:106,expect:[228,230],experi:[6,106,188,189,228],experiment:6,explain:[1,199,201,230],explained_variance_score_np:98,explained_variance_score_torch:98,explicit_broadcast:106,exploit:208,exponentiallr:[204,206],expos:7,express:197,ext:[15,16,18,22,35,36,45,46,196],ext_col:[46,192],ext_data:[15,16,36,45,46,47,48,49,50],ext_dim:[15,16,22,36,45,46,115,126,180,230],ext_fil:192,ext_i:[15,16,36,45],ext_id:[46,192],ext_scal:[188,191],ext_tim:[15,16,36],ext_x:[15,16,36,45],ext_x_test:45,ext_x_train:45,ext_x_val:45,ext_y_test:45,ext_y_train:45,ext_y_v:45,extend:191,extens:[6,192],extent:185,extern:[15,16,36,45,126,191,192,204,206,230],external_block:[117,118],external_dim:126,extnn:[117,118],extra:[3,151,184],extra_repr:151,extract:[39,40,41,42,53,195,208],f1_score_torch:68,f_in:[120,121,127,128],f_out:[120,121,127,128],facilit:[40,53],fact:106,factor:[207,208],fairli:106,fals:[15,16,24,36,45,63,105,106,117,118,126,131,134,135,139,140,148,157,188,189,191,192,196,204,206],familiar:[3,184],fan:208,fanchao:208,fanglan:208,far:208,fast:208,fc_oup_dim:114,fea_dim:140,feat_in:125,feat_out:125,featur:[1,3,7,39,40,41,42,53,106,107,111,113,124,125,126,182,184,191,193,195,197,208,226,230],feature_dict:[39,40,41,42,53],feature_dim:[1,3,15,17,18,22,34,35,45,46,47,48,49,50,72,73,75,103,104,106,107,126,129,130,140,154,184,191,195,230],feature_dim_plu:[46,47,48,49,50],feature_max_len:53,feature_nam:[1,12,63],feature_s:137,feature_vec_len:132,feb:197,februari:197,feed:[126,208],feel:106,fei:208,feng:208,few:114,field:[6,75,208,230],fifo:228,figur:[126,186],file:[1,3,4,7,8,10,39,40,41,42,53,176,184,187,190,191,194,196,204,206,227,229],file_nam:228,filenam:[3,46,47,48,50,65,66,67,69,70,71,73,74,85,176,184,192],fill:191,filter:[117,118,136,191,208],filter_square_matrix:[145,158],filter_typ:[104,144,148,174],filterlinear:[145,158],find:[0,3,6,43,184,186,188,208],find_lc:70,fine:208,finish:230,first:[3,15,17,103,108,167,184,186,188,189,192,201,204,206,208,227],five:[192,197],fix:[40,53,189,191],fix_ord:24,fixed_length:191,flatten_att_flow_input:[15,34,132],flatten_att_nbhd_input:[15,34,132],flexibl:[6,40,53,189],flow:[6,190,192,193,196,197,198,206],flow_input:[15,34,132],flow_typ:132,flowforecast:208,fnn:[91,141,196,208],focus:208,folder:[3,4,184,185,188],follow:[0,3,5,6,7,184,185,186,187,188,189,191,192,193,199,200,201,202,204,206,208,225,228,229,230],forecast:[195,197,208],forforecast:208,form:[6,126,188,194],format:[7,39,40,41,42,53,185,187,188,189,192,193,197,198,228,230],former:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],formul:208,formula:[178,199,200,201,202],forurban:208,forward:[3,24,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,184,191,208,227],forward_expans:156,found:[7,186,188],four:[1,4,186,188,189,192,230],foursquare_tki:189,fourth_pro:131,fousquar:196,fpmc:[91,161,196,208,225],frac:[46,192,199,200,201,202],fraction:200,frame:208,framework:[3,4,7,106,184,187,188,189,193,198,208,229],francisco:197,free:106,freewai:197,freudenthal:208,from:[0,1,2,3,5,25,39,40,41,42,53,99,100,106,109,114,120,121,125,126,127,128,148,164,167,174,178,184,186,188,189,191,192,193,196,197,200,204,206,208,227,228,230],from_numpi:105,full:[3,184,185],full_seq:96,fulla:151,fullyconvlay:154,fune:208,further:192,furthermor:[7,187,189,229],fuse:208,fusion:147,fusionlay:[120,127],futur:[191,208],gallinari:208,gan:208,gao:208,gat:[91,103],gatconv:153,gate:[144,147,148,150,159,208],gatedfus:147,gatlay:106,gatlayerimp1:106,gatlayerimp2:106,gatlayerimp3:106,gaussian:192,gcc:139,gcn:[122,123,137,140,149,150,156,159,197,208],gcnlayer:111,gcnoper:136,gcnpool:150,gconv:[144,148],gdep:151,geml:[91,138,196,208],geml_executor:76,gemlexecutor:82,gen_data_featur:[39,40,41,42,54,55,56,57,58,59,60,61],gen_scalar_data_featur:[39,41,42],gender:192,gener:[1,4,39,40,41,42,70,114,186,191,192,193,195,196,197,201,208,230],generate_dataload:[1,63],generate_dataloader_pad:63,generate_geo_adj:140,generate_semantic_adj:140,generate_x:126,gensim_executor:76,gensimexecutor:83,geo:[7,70,185,187,208],geo_dist:[41,42],geo_fil:192,geo_id:[1,15,19,29,43,46,47,48,49,50,71,192,230],geoconv:96,geodist:57,geograph:[6,185,192,208],geographi:208,geojosn:192,geojson:[70,192],geometr:[106,208],geomgcn:[91,103],geomgcnnet:107,geomgcnsinglechannel:107,geosan:[91,161,196,208],geosan_dataset:[11,13,15],geosan_evalu:64,geosan_executor:76,geosandataset:[15,24],geosanevalu:69,geosanexecutor:84,gerard:208,get:[1,3,5,8,10,25,99,100,101,102,109,126,184,185,187,188,189,193,208],get_alias_edg:[25,109],get_angl:126,get_cheb_polynomi:174,get_clust:[15,28],get_data:[1,14,15,19,21,22,24,29,31,34,38,43,44,45,46,51],get_data_featur:[1,14,15,16,17,19,22,23,24,25,26,27,28,29,30,31,33,34,36,37,38,43,44,45,46,47,48,49,50,51],get_dataset:63,get_dist:163,get_dtw_edge_index:[15,33],get_dtw_grpah:[15,23],get_edge_index:[15,33],get_embed:[108,114],get_encod:[15,31,51],get_evalu:[2,182],get_executor:182,get_featur:191,get_input:[103,107],get_input_clust:150,get_knn:24,get_layer_typ:106,get_local_seq:96,get_local_tim:182,get_logg:[182,227],get_model:182,get_neg_checkin:163,get_node_subgraph:107,get_origin_len:12,get_pos_dist:163,get_pos_distance2:163,get_radiu:24,get_rel:133,get_spatial_matrix:[129,130],get_subgraph:107,get_supports_matrix:174,get_text_from_point:58,get_time_interv:163,get_time_interval2:163,get_visited_loc:[15,24],getlogg:[3,184,227],ggcn_merg:107,git:[0,5,187],github:[5,54,85,106,114,164,165,168,187,196,197],given:[25,99,100,101,102,109,167,178,191,192,198],global:[144,148,196,208],glorot:106,glorot_uniform:163,glove:[58,208],gman:[91,141,196,208],gman_dataset:[11,13,15],gmandataset:[15,25],gnn:208,goe:106,gong:208,gonv:104,googl:[0,7,187,188,197,208],gov:197,gowalla:196,gps_util:177,gpu:[7,12,187,188,189,204,206,207,228,229],gpu_id:[7,187,188,189,204,206,207,229],gpu_per_tri:[176,228],grad:[204,206],gradient:[204,206,207],grain:208,gram:[15,29],graph:[25,105,106,109,111,120,121,125,127,128,144,148,159,197,208],graph_conv:115,graph_dim:153,graph_featur:111,graph_preprocess:113,graphconstructor:151,graphconv:113,graphconvmx:113,graphconvolut:[122,123,137,140,156],graphdirect:151,graphglob:151,graphundirect:151,graphwavenet:225,great:[41,42,59,178],greater:[186,197,204,206],grid:[15,18,35,45,46,99,100,101,102,111,185,191,192,195,196,197,208,228,230],grid_batch:114,grid_column_dim:195,grid_in_channel:111,grid_input:111,grid_node_map:111,grid_row_dim:195,grid_search:[85,228],gridod:[15,18,22,35,45,46,192,196],ground:[3,43,70,184,195,199,201,230],group:6,gru:[7,117,118,144,148,159,186,187,188,229],gru_hidden_s:111,gru_metr_la:188,gru_unit:159,gsnet:[91,110,196,197,208],gsnet_dataset:[11,13,15],gsnetdataset:[15,26],gts_dataset:[11,13,15],gtsdataset:[15,27],guanbin:208,guanji:208,guid:[0,8,25,109,189],gumbel:148,gumbel_softmax:148,gumbel_softmax_sampl:148,guo:208,guodong:208,gwnet:[91,141,196,208],hadamard:124,hahhh:227,haifeng:208,haim:208,haisong:208,han:208,handl:208,hangzhou:197,haoteng:208,haox:208,hard:148,hard_sigmoid:163,harvard:[25,109],has:[0,1,3,7,113,184,187,188,192,197,229,230],has_edg:105,hat:[199,201],hav:178,have:[0,1,3,4,6,7,70,106,132,184,186,187,188,192,195,197,199,200,201,225,230],haversin:[59,178],head:[126,153,208],head_dim:106,heat:185,heavili:164,height:[117,118,139],help:[185,188,189,192],henrickson:208,here:[1,2,3,4,5,40,53,75,164,169,184,185,186,187,188,189,194,195,196,202],hgcn:[91,141,196,208],hgcn_dataset:[11,13,15],hgcndataset:[15,28],hid_dim:[144,148],hiddden_s:164,hidden:[3,96,99,100,124,126,137,139,167,184,186,197,208],hidden_dim:[139,140,142],hidden_label:167,hidden_out:167,hidden_s:[3,96,111,113,122,123,124,137,157,162,164,167,184,186,188],hidden_st:[139,144,145,148,158],hidden_state_data:145,hidden_state_s:[144,148,189],hierarch:[167,208],high:208,higher:[167,188,189],highest:[3,184],highwai:197,hip:[25,109],hist_dist:163,hist_tim:163,hist_time_gap:163,hist_venu:163,histor:[191,197,208,230],histori:[163,164],history_len:[164,230],history_loc:[53,230],history_tim:[53,230],hit:[68,202],hmm:208,hmmm:[91,99,196,208],holidai:197,holland:197,home:197,homepag:6,hongxu:208,hongzhi:208,hongzhiyin:208,hook:[0,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],hop:[202,208,230],hopefulli:106,horizon:148,hot:148,hour:[55,56,57,58,59,60,61,197],how:[0,1,2,3,5,40,53,106,184,185,187,188,191,196,226,227],howev:[204,206],hst:[167,196,208],hstlstm:[91,161],hstlstm_encod:[11,13,52],hstlstmencod:56,html:197,http:[5,6,7,25,54,85,106,109,114,164,165,168,187,197],hua:208,huaiyu:208,huang:208,huaxiu:208,huber_loss:98,huge:197,hui:208,human:208,humid:192,hung:208,hyper:[176,228],hyper_config_dict:[10,176],hyper_paramet:176,hyper_tun:[76,228],hyperopt:[85,228],hyperparamet:186,hypertun:85,hypothes:197,hzmetro:196,iadh:208,iclr:208,ics:197,ictai:208,identity_loss:163,ids:75,ids_list:75,idx:151,ieee:208,iet:208,ignor:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],ijcai:[167,208],ijcnn:208,ild:125,imag:124,image_s:139,imp1:106,imp2:106,imp3:106,impact:[186,208],implement:[1,2,6,106,126,151,188,190,191,193,197,198,199,200,201,202,208,225,228,230],improv:[106,230],in_c:131,in_channel:[117,118,120,121,124,127,128,134,135,153],in_channels1:[117,118],in_channels2:[117,118],in_feat:107,in_featur:[117,118,122,123,124,145,153,156,158],in_nodes_featur:106,incept:208,includ:[3,6,7,99,100,106,184,187,188,192,195,197,229],including_typ:192,inclus:[208,228],inconsist:230,incorpor:[197,230],index1:43,index2:43,index:[8,15,17,43,54,58,106,139,153,167,230],indic:[6,103,108,144,148,167,192,195,199,200,201,230],induct:[106,197],inf:[46,192],infer:[144,148,208],inflat:208,inflow:[185,197,208],influenc:208,info:[192,204,206,227],inform:[3,4,6,39,40,41,42,53,151,184,185,186,188,189,191,192,195,197,207,208,227,230],inherit:[1,3,184,195,196],init:[3,40,53,163,184],init_bear:178,init_hidden:[119,124,137,139,158],init_hidden_st:119,init_param:[106,159],init_paramet:137,init_st:119,init_weight:[153,164,168,169,170],init_weight_inf_or_zero:[46,192],inithidden:145,initi:[3,6,106,163,164,167,169,178,184,192,204,206],inner_init:163,innov:208,inp:[114,126],inp_channel:114,inp_g:126,inp_l:126,inproceed:6,input:[1,3,4,7,39,40,41,42,53,63,68,75,92,93,94,95,96,97,99,100,101,102,103,105,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,162,163,164,165,166,167,168,169,170,172,184,187,188,191,192,193,194,195,208,229,230],input_:[111,167],input_channel:132,input_dim:[104,113,126,139,144,145,147,148,153,158,159,163],input_l:167,input_length:[15,18,22,34,35,46,136,147,154],input_q:167,input_s:[3,96,113,122,123,124,137,157,167,170,184],input_seq:140,input_shap:163,input_tensor:139,input_window:[3,46,111,113,121,126,128,130,144,159,182,184,188,191,195],insert:[6,40,53],insid:[3,184],inspir:106,instagram:196,instal:[0,7,8,188],instanc:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,167,168,169,170,171,172,230],instanti:[6,227],instead:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,191,196,204,206],integ:186,integr:[0,208],intel:208,intellig:208,intend:1,intens:197,inter:[117,118],inter_channel:[117,118],inter_featur:[117,118],interact:208,intercept:53,interest:[6,208],interfac:[1,2,6],intern:[6,193,194,208],interpol:[167,197],interpret:208,intersect:197,interv:[167,191],interval_period:191,interval_trend:191,introduc:[190,195,196,204,206,208,226,227],introduct:[8,195],inverse_transform:[3,181,184],involv:[6,40,53,191,199,200,201,202],irregular:197,is_direct:[25,109],isbn:6,iso:192,issu:[6,85,197,208],item:12,iter:[25,105,109,167],its:[0,1,3,4,55,56,57,58,59,60,61,99,100,167,184,186,188,189,197],itself:[106,186],ivechan:197,ivmm:[91,99,196,208],jan:197,januari:197,jarana:208,jia:208,jialiang:208,jian:208,jiang:[6,208],jianzhong:208,jiawei:6,jie:208,jiefeng:208,jiep:208,jiexia:208,jin:208,jinbo:208,jing:208,jingji:208,jingp:208,jingqingz:197,jingyuan:6,jinlei:208,jinleizhangbjtu:197,jintao:208,jiudong:208,joint:171,jointli:208,json:[3,7,70,176,180,184,186,187,188,189,192,196,199,200,201,202,204,206,228],juanjuan:208,jul:197,jun:197,junbin:208,junbo:208,junchen:208,june:197,just:[1,3,39,40,41,42,53,106,184],justif:[99,100],k_hop:113,kai:208,kalman:208,kan:208,kanher:208,kdd:208,keep:[39,40,41,42,53],kei:[1,10,12,15,31,38,39,40,41,42,51,53,63,66,74,103,104,106,107,126,156,188,189,192,193,195,208,228,230],kejiang:208,kelang:208,kera:[164,169],kernel:[125,139,192],kernel_s:[96,114,139,153],keyword:[6,192],khesui:165,kilomet:197,kind:192,kmeanscluster:[],knnsampler:24,know:[40,53,185,186,188],knowledg:208,kong:[167,208],korea:197,kristian:208,krumm:208,kwarg:[24,163],l_d:126,l_k:126,l_q:126,l_tild:[120,121,125,127,128,174],label:[68,96,98,144,148,167],label_start_idx:[15,17],laddersampl:24,lambda1:178,lambda2:178,lambda:[120,121,127,128,154,178],lambda_max:[144,149,174],lambdalr:[204,206],lane:197,lap:[115,154,174],laplac:208,laplacian:[120,121,125,127,128,144,148,154,174],lar:208,larg:[0,197,208],last:[96,139,191],last_conv:[117,118],last_stat:139,last_state_list:139,lat1:[41,42,57,59,163],lat2:[41,42,57,59,163],lat:[24,43,99,100,101,102],lat_r:[99,100,101,102],latent:208,latent_dim:163,latitud:[24,99,100,101,102,178,192,197,208,230],latlon2pxi:24,latlon2quadkei:24,latter:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],law:178,layer:[3,40,53,106,113,124,126,139,144,148,167,184,186,208],layer_output_list:139,layer_typ:106,layernorm:151,layertyp:106,layout:208,lcs:70,ld_lower:172,ld_upper:172,learn:[3,6,7,106,184,186,187,188,196,197,204,206,207,229],learn_embed:[25,105,109],learnabl:[40,53],learnedgcn:153,learner:[3,89,90,184,188,204,206],learning_r:[3,7,184,186,187,188,189,204,206,207,228,229],least:[7,99,100,185,187],left:[3,46,184,192],lehaifeng:197,lei:208,leilei:208,len:[1,15,16,36,45,63,96,180,200],len_clos:[15,17,30,129,191,195],len_column:[46,47,48,191],len_period:[15,17,26,30,45,129,191,195],len_row:[46,47,48,191],len_tim:[15,17,45,46,47,48,49,50,115],len_trend:[15,17,129,191,195],length:[0,3,53,105,120,121,125,127,128,139,174,184,191,192,195,200,230],less:[106,191,192],level:[24,186,204,206,208],level_of_detail:24,lian:208,liang:208,libciti:[1,2,3,4,6,7,185,186,189,196,199,200,201,202,204,206,226,227,228],librari:[6,204,206,228],libtraf:188,lift:106,like:[1,2,3,106,184,189,208,227,230],limit:[192,228],lin:208,lina:208,line:[0,4,7,15,29,91,103,114,151,185,186,187,192,196,197,208,228,229],line_dataset:[11,13,15],line_executor:76,line_first:108,line_second:108,linear:[3,149,151,167,184,197,208],linear_tim:150,linedataset:[15,29],lineexecutor:86,linestr:192,ling:208,lingbo:208,link:[7,46,106,187,192,197],link_weight:192,lint:0,list:[1,3,6,8,12,15,16,17,25,31,38,39,40,41,42,51,53,63,66,74,80,88,89,99,100,101,102,109,113,120,121,125,127,128,139,174,184,186,188,189,202,228],list_dataset:11,listdataset:62,liu:208,liulingbo918:197,liwei:208,liyaguang:197,lng1:[57,163],lng2:[57,163],load:[1,2,6,63,166,182,188,191,192,193,194,195,204,206],load_extern:[188,191],load_model:[2,77,78,83,84,89,90],load_model_with_epoch:89,load_wordvec:58,loader:1,loc2quadkei:[15,24],loc:[15,24,178,193,197],loc_embedding_s:189,loc_len:172,loc_max:171,loc_pr:[66,68,74,230],loc_siz:[40,53,171,173],loc_tru:[66,68,74,230],local:[99,100,101,102,126,180,197,208],localestim:96,localhost:7,locat:[3,6,39,40,41,42,43,53,54,55,56,57,58,59,60,61,75,167,184,188,189,192,195,196,197,198,199,200,201,203],location_id:192,locquerysystem:24,log:[3,4,148,181,184,188,191,202,204,206,227],log_attention_weight:106,log_cosh_loss:98,log_everi:[204,206],log_level:[204,206],logdir:7,logger:[3,182,184,188,197,226],logit:[106,148],logscal:181,lon1:[41,42,59],lon2:[41,42,59],lon:[24,43,99,100,101,102],lon_r:[99,100,101,102],longitud:[24,99,100,101,102,178,192,197,208,230],longspe:97,look:196,look_ahead_mask:126,loop:197,loop_seattl:196,los_loop:196,los_loop_smal:196,loss:[3,4,7,80,88,91,92,93,95,96,97,103,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,163,164,165,166,167,168,169,170,171,172,173,184,186,188,199,201,204,206,208,228],loss_func:[79,80,88,89],lou:208,low:[99,100,208],lower:[144,148,167,186,189,228],lowerlevel:208,lr_alpha:[204,206],lr_beta1:[204,206],lr_beta2:[204,206],lr_decai:[204,206,207],lr_decay_ratio:[204,206],lr_epsilon:[188,204,206],lr_eta_min:[204,206],lr_lambda:[204,206],lr_momentum:[204,206],lr_patienc:[204,206],lr_schedul:[89,204,206],lr_step:207,lr_t_max:[204,206],lr_threshold:[204,206],lsc:139,lstm:[3,54,96,139,162,167,184,196,197,208],lstm_channel:[117,118],lstm_input:[15,34,132],lstm_layer:[117,118],lstm_oup_dim:114,lstm_seq_len:132,lstpm:[91,161,196,208,225],lstpm_encod:[11,13,52],lstpmencod:57,ludov:208,lui:208,luo:208,luoyi:208,m_dens:196,macdonald:208,machin:208,machineri:6,macro:208,made:0,madrid:197,mae:[3,68,184,188,198,199,201,204,206],mai:[7,106,186,187,191,192,197,208,229,230],mainli:[6,204,205,206],mainstream:198,maintain:6,major:0,make:[3,7,39,40,41,42,53,106,182,184,185,187,196,208],make_consist:105,make_one_wai:134,make_stack_resunit:[134,135],make_undirect:105,makedata:114,manag:[0,6],mani:[25,109],manotumruksa:208,map:[6,99,100,111,117,118,185,192,195,196,197,198,202,203],map_match:[7,91,187,229],map_matching_dataset:[11,13],map_matching_evalu:64,map_matching_executor:76,map_siz:24,map_torch:68,mape:[68,188,198,199,201,204,206],mapmatchingdataset:[43,195],mapmatchingevalu:[70,200],mapmatchingexecutor:87,mar:197,march:197,mare:68,markov:[99,100,197,208],marymoor:197,mask:[103,104,106,107,126,147],masked_ma:[188,204,206],masked_mae_loss:98,masked_mae_np:98,masked_mae_torch:[3,98,184],masked_map:[188,204,206],masked_mape_np:98,masked_mape_torch:98,masked_ms:[188,204,206],masked_mse_np:98,masked_mse_torch:98,masked_rms:[188,204,206],masked_rmse_np:98,masked_rmse_torch:98,master:[164,165,197],mat1:171,mat2:171,mat:171,match:[6,70,99,100,101,102,185,192,195,196,197,198,203],mathemat:228,matric:[192,208],matrix:[6,15,33,66,74,111,113,120,121,125,127,128,140,144,149,154,159,174,191,192,196,197],matrix_norm:113,max:[0,53,106,167,181,191,207],max_concurr:[176,228],max_diffusion_step:[104,144,148],max_epoch:[3,7,184,186,187,188,189,204,206,207,229],max_ev:85,max_grad_norm:[204,206],max_len:[15,24,166,171],max_session_len:191,max_step:113,max_valu:[24,167],maximum:[0,7,106,120,121,125,127,128,167,174,186,187,191,192,204,206,207,228,229],maxk:75,maxvenu:163,maxx:181,maybe_num_nod:153,mdm:208,mean:[3,96,97,144,148,178,181,184,186,191,195,199,201,202,208,228],mean_pool:96,meanwhil:6,measur:[197,208],mechan:[124,126,147,204,206,208],medianstoppingrul:228,medrano:208,meet:[188,189,195],mei:208,meikang:208,mem_mask:166,memmi:208,memori:[139,167,208],meng:208,mention:[1,2,230],merg:[70,106,107,117,118],merge_result:70,merged_result:70,messag:[189,227],meteorolog:197,method:[3,25,39,40,41,42,54,55,56,57,58,59,60,61,75,109,114,124,151,164,178,184,189,191,193,197,198,228],metr:[7,185,186,187,188,197],metr_la:[3,7,184,186,187,188,189,196,229],metric:[6,75,186,188,198,228],metro:197,mgat:208,micro:208,microsoft:197,middl:124,million:197,min:[167,181,191,208],min_checkin:191,min_count:[105,109],min_freq:[15,24],min_sess:191,min_session_len:191,min_valu:[24,167],mini:193,minimum:[167,204,206],minmax01:191,minmax01scal:181,minmax11:191,minmax11scal:181,minmax:191,minn:181,minut:197,mismatch:200,miss:197,mix:208,mixprop:151,mlp:[124,133,139],mobil:208,mode:[75,117,118,188,201],model:[1,2,4,6,8,10,39,40,41,42,53,75,77,78,79,80,81,82,83,84,86,87,88,89,90,176,182,185,189,191,192,193,194,195,196,198,199,200,201,203,204,205,206,226,227,228,229,230],model_cach:[188,204,206],model_nam:[85,176,228,229],modif:[0,114,196],modifi:[1,3,4,10,176,179,184,188,189,196,203],modify_input:132,modul:[3,4,6,24,40,53,92,95,96,97,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,162,163,164,165,166,167,168,169,170,171,172,184,186,188,194,208,230],modular:6,module_typ:136,modulelist:113,modulo:202,moment:195,month:[195,197],more:[1,2,5,7,39,40,41,42,53,106,185,186,187,188,189,208,229],most:[3,184,185,188,189,208],mounira:208,move:[188,208,230],movement:[99,100],mrr:[68,202],msa:[126,208],msahli:208,mse:[68,188,198,199,201,204,206],mstgcn:[91,116,196,208,225],mstgcnblock:[127,128],mstgcncommon:[91,116,196],mstgcnsubmodul:[127,128],mtgnn:[91,141,196,208],mtgnn_executor:76,mtgnnexecutor:88,much:[0,106],multi:[3,126,151,184,208,230],multi_gcn_tim:150,multi_stgcnet_dataset:[11,13,15],multidigraph:43,multiemb:171,multimedia:208,multipl:[3,6,106,184,191,192,201,208],multistep:208,multisteplr:[204,206],multistgcnet:[91,116,196],multistgcnetcommon:[91,116,196],multistgcnetdataset:[15,30],multivari:208,must:[3,7,184,187,188,192,228,229],mutilearn:140,mutual:208,n_class:148,n_d:126,n_dim:113,n_filter:126,n_h:126,n_hidden:124,n_inp:142,n_input:[124,153],n_layer:[113,124,126,139],n_node:[120,121,127,128],n_out:142,n_output:[124,153],n_point:142,n_pred:[113,124],n_support:113,naiv:106,name:[0,1,2,3,7,39,40,41,42,53,106,176,182,184,185,186,187,188,189,192,193,195,197,198,204,206,228,229,230],nan:98,naren:208,nativ:194,nb_block:[120,121,127,128],nb_chev_filt:[120,121,127,128],nb_filter:[134,135],nb_max_sucessive_failur:85,nb_time_filt:[120,121,127,128],nbhd_input:[15,34,132],nbhd_size:132,nbhd_type:132,nclass:156,nconv:[149,150,151],ndarrai:[15,16,17,18,19,22,29,34,35,36,43,45,46,47,48,49,50,113,120,121,125,127,128,136,144,154,159,174,180,181,182,230],ndcg:[68,202],nearbi:208,nearest:167,necessari:[3,6,184,192,227],need:[1,2,3,39,40,41,42,53,95,96,97,103,104,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,167,168,169,170,171,172,184,186,188,189,191,192,196,204,206],neg:[15,31,53,114,148],negative_sampl:[53,54,55,56,57,58,59,60,61],negative_slop:153,negsampl:114,negsamplebatch:114,negsamples:114,neighbor:[126,208],neighborhood:[106,208],neighborhood_aware_softmax:106,nest:192,net:208,network:[3,6,7,54,70,99,100,101,102,113,124,126,167,184,185,188,192,195,196,197,230],networkx:[43,230],neural:[113,208],neurip:208,new_id:85,newdataset:1,newexecutor:2,newmodel:[3,184,227],newson:208,next:[3,6,54,184,188,191,192,196,198,203,230],nfeat:156,nguyen:208,nhid:[133,156],ning:208,ninp:133,nlayer:133,nlpwm:168,nnode:[125,151],node2vec:[91,103],node2vec_walk:[25,109],node:[3,25,99,100,101,102,103,105,106,108,109,113,125,184,197,208],node_embed:119,node_featur:[103,104,106,107],node_label:[103,104,106,107],node_num:[119,153],nodedegre:114,nodes_dim:106,nodes_features_matrix_proj:106,nodes_features_proj_lifted_weight:106,nodesaliassampl:114,nois:[99,100,197,208],noisi:208,non:[25,109,148],none:[7,10,12,15,16,18,24,35,36,45,46,47,48,49,50,53,55,56,57,58,59,60,61,63,65,66,67,69,70,71,73,74,79,80,84,85,88,89,103,105,109,113,117,118,131,136,137,139,144,148,151,153,163,166,167,176,182,187,188,191,228,229],nonescal:181,nonlinear:[144,148],norm:[204,206,207],normal:[1,3,96,97,149,167,177,184,191,228],normal_extern:[188,191],normalized_categori:113,normalized_laplacian:113,normalized_shap:151,normalscal:181,north_south_map:111,notat:[106,192],note:[3,40,53,106,139,184,191,192,195,196,230],notic:185,nout:133,nov:197,novel:208,now:[0,3,5,144,184,187,228],now_tim:180,nsampl:125,null_val:98,num:[120,121,125,127,128,192],num_channel:153,num_conv:[124,142],num_divis:107,num_filt:96,num_final_fc:96,num_for_predict:[15,17],num_grid:[46,48],num_head:[107,156],num_hid:126,num_in_featur:106,num_input:153,num_item:163,num_lay:[3,139,144,148,156,157,184,188],num_nearest:24,num_nod:[1,3,46,47,50,104,108,113,115,125,131,144,147,148,150,153,154,159,184,191],num_of_depend:[15,17],num_of_featur:[111,136],num_of_filt:[111,136],num_of_graph_featur:111,num_of_gru_lay:111,num_of_head:106,num_of_nod:106,num_of_target_time_featur:111,num_of_timestep:[120,121],num_of_vertic:[120,121,127,128,136],num_out_featur:106,num_path:105,num_road:230,num_sampl:[15,16,17,18,22,34,35,36,45,46,72,73,75,176,228,230],num_sensor:[144,148],num_slot:167,num_step:147,num_tim:163,num_unit:[144,148,159,166],num_us:163,num_walk:[25,109],num_work:[1,63,188,191],number:[3,68,105,113,124,125,126,139,167,184,186,188,191,192,197,199,200,201,202,204,206,228,230],number_of_edg:105,number_of_nod:105,numer:106,numpag:6,numpi:[15,16,43,113,140,180,230],nums_of_graph_filt:111,nx_g:[25,109],ny_i:[199,201],nyc:197,nyc_risk:196,nyc_tod:196,nycbik:196,nycbike20140409:196,nycbike20160708:196,nycbike20160809:196,nyctaxi20140112:196,nyctaxi20150103:196,nyctaxi20160102:196,nyctaxi_dyna:196,nyctaxi_grid:196,nyctaxi_od:196,obei:186,object:[1,3,10,12,14,24,25,29,40,43,53,65,77,85,94,105,106,109,114,144,148,181,183,184,193,195,227,230],objective_funct:[85,176],observ:208,obtain:[5,187,191,192,204,206],occup:197,oct:197,octob:197,offici:106,offset_fram:180,often:208,onc:[7,204,206,228],one:[1,7,95,96,97,99,100,101,102,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,167,168,169,170,171,172,178,185,187,188,191,192,195,196,208],onli:[5,53,106,185,186,187,188,189,191,192,196,197,208],open:[0,6,54,188,194,228],openreview:208,openstreetmap:197,oper:[6,40,53,120,121,127,128,185,194,197,202,208],operatornam:202,optim:[3,184,186,188,189,204,206,207,208],option:[144,148,153,167,189,230],optit:96,order:[0,7,39,40,41,42,53,103,105,108,114,120,121,125,127,128,149,150,154,174,187,188,189,191,208,229,230],org:[6,197,208],orient:4,origin:[1,6,103,106,108,182,192,194,195,197,230],origin_column_id:[46,48,192],origin_dim:195,origin_grid_column_dim:195,origin_grid_row_dim:195,origin_id:[15,19,29,37,43,46,49,50,192],origin_len:167,origin_row_id:[46,48,192],origin_rul:182,orthogon:163,other:[1,3,40,53,106,139,184,188,189,191,192,230],other_arg:[10,85,176],otherwis:[106,148,191,192,195,196,204,206],ouni:208,oup_channel:114,our:[0,3,4,5,6,99,100,184,185,187,196,202],ourselv:208,out:[3,106,184,188,191],out_c:131,out_channel:[117,118,120,121,124,127,128,134,135,153],out_dim:[120,121,127,128,154],out_feat:107,out_featur:[122,123,124,145,153,156,158],out_height:[117,118],out_nodes_featur:106,out_siz:[96,97],out_stat:164,out_width:[117,118],outcom:[25,109,114],outflow:[185,197,208],output:[3,70,75,94,96,99,100,101,102,103,105,109,111,124,125,139,144,148,167,184,186,188,191,192,198,202,204,206,207,208,227,230],output_class:[103,107],output_dim:[1,3,66,68,74,104,108,113,120,121,126,127,128,129,130,136,144,145,148,153,158,159,163,184,191,192,230],output_length:[15,18,22,35,46,147],output_s:[113,122,123,124,137,159,167,170,171],output_window:[3,15,17,46,111,113,120,121,126,127,128,144,159,182,184,188,191,195],outputlay:[136,154],ouyang:208,over:[106,185,197,208],overal:194,overload:106,overrid:189,overridden:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],own:[0,4,151,191],p_interv:140,pad:[12,40,53,114,139,153],pad_:45,pad_back_period:191,pad_back_trend:191,pad_forward_period:191,pad_forward_trend:191,pad_item:[12,15,31,38,39,40,41,42,51,53,63],pad_max_len:[12,63],pad_with_last_sampl:[63,188,191],page:[6,8,197],pai:208,pair:208,pan:208,paper:6,param:[49,53,55,61,75,85,99,100,101,102,103,104,106,113,126,148,149,154,160,162,167,178],paramet:[3,4,6,7,10,12,15,16,17,18,19,31,34,35,36,38,39,40,41,42,45,46,47,48,50,51,53,56,57,58,59,60,63,65,66,67,68,69,70,71,72,73,74,75,77,78,79,80,81,82,83,84,87,88,89,90,92,93,94,95,96,97,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,162,163,164,165,166,167,168,169,170,172,174,176,178,180,181,182,184,185,187,191,192,195,196,199,200,201,202,203,204,206,226,229],params2str:85,params_fil:85,park:197,pars:10,parse_coordin:180,parse_search_spac:176,parse_tim:180,parser:179,part:[132,192,195,197],parti:[204,206,228],particular:230,particularli:197,pass:[1,2,3,7,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,176,184,188,189,196],passeng:208,passengerflow:208,past:[106,191],past_t:142,path:[75,166,182,185,189,208],path_length:105,patienc:[204,206,207],patrick:208,pattern:208,pbs_trajectory_dataset:[11,13,15],pbstrajectorydataset:[15,31],pcc_torch:68,peephole_conn:[117,118],pems04:197,pems08:197,pems_bai:[189,196],pemsd3:[189,196],pemsd4:196,pemsd7:196,pemsd8:196,penalti:207,peng:208,pep8:0,per:[197,228],percent:[199,201],perform:[6,7,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,178,186,187,188,194,197,208,228,229,230],period:[15,17,45,185,191,195,208],period_sampl:[15,17],permut:[3,132,184],person:208,perspect:208,petarv:106,phenomena:230,phi1:178,phi2:178,phi:178,physic:197,piec:191,pinghua:208,pip:[5,187],pipelin:[4,6,8,10,188,229,230],pixel_i:24,pixel_x:24,pkdd:197,place:[185,186,188,189,197,208],place_paramet:167,plane:192,platform:6,pleas:[0,3,5,6,7,39,40,41,42,53,184,186,187,189,191,196,203,204,206,208,229],plugin:0,poi:[53,54,55,56,57,58,59,60,61,111,191,192,197,208],poi_adj:111,poi_nam:192,poi_typ:192,point:[39,40,41,42,53,58,59,99,100,178,186,188,191,192,195,196,197,208,230],polygon:192,polynomi:[115,120,121,125,127,128,154,174,208],pool:[96,131],pool_nod:150,pooling_method:96,poor:230,popular:[15,31],porto:196,portug:197,pos:126,posit:[126,202],positionalembed:166,positionalencod:166,positionembed:136,possibl:228,poster:208,potenti:0,practic:164,pre:[0,7,187,229],precis:[68,202],precision_torch:68,pred:[68,96,98],pred_len:153,predecessor:[99,100],predict:[1,2,6,7,15,17,75,92,93,95,96,97,103,104,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,186,187,188,189,192,193,194,195,196,197,198,199,203],predict_length:136,predictionbilstm:97,predit:[198,208],prefer:208,prefetch_knn:24,prefetch_radiu:24,preprint:208,preprocess:[4,6,25,109,194,197,230],preprocess_data:182,preprocess_input:163,preprocess_transition_prob:[25,109],present:[1,2,3,184,185,188,197,208],preserv:208,press:[7,208],pretrain:208,pretti:106,prevent:0,previou:[99,100,167,191,201,208],previous_ext:[15,16,36,45],primari:192,principl:208,print:[43,114,151],prior:208,priorit:189,prioriti:[3,184],prob:[25,29,109,148],probabilist:208,probabilitii:148,probabl:[25,105,109,114],problem:[0,106,189,192,230],proc:208,proce:167,procedur:6,proceed:[6,208],process:[3,4,7,15,24,167,184,186,187,188,191,192,204,205,206,208,226],produc:167,program:186,project:[4,178,186,188,189,230],prop:151,propag:[3,167,184,208],proper:188,properti:[15,19,29,37,39,40,41,42,43,46,47,48,49,50,71,185,192,197],proport:[7,187,191,229],prove:197,provid:[4,6,7,144,148,186,187,188,194,196,197,203,228,229,230],proxi:7,publish:6,purpos:[3,106,184],put:[7,187,188,192],pvcgn:197,pxy2txi:24,pythagora:178,python:[0,3,5,7,15,29,184,185,186,187,188,189,193,228,229],pytorch:[3,5,6,106,164,171,173,184,187,194],pytorch_geometr:106,q_traffic:196,qgi:185,qian:208,qiang:208,qing:208,qinkai:208,qiu:208,quadkei:24,qualiti:0,quan:208,quantile_loss:98,queri:[115,126,156,197],query_dim:132,query_si:24,question:106,quick:[5,8],quit:7,quoc:208,r2_score_np:98,r2_score_torch:98,r_d:126,radian2angl:178,radian:178,radiu:[24,99,100,101,102,178],radius_stat:24,rai:[176,228],rail:208,rais:6,ramakrishnan:208,rand:[105,139],randint:[186,228],randn:[167,228],random:[15,25,31,105,109,113,114],random_walk:105,random_walk_matrix:113,randomli:228,rang:[3,99,100,101,102,167,184,191,192,199,200,201,202,204,206],rank:[53,68,163,202],rate:[3,7,184,186,187,188,204,206,207,208,229],raw:[4,7,39,40,41,42,53,187,190,194,195],raw_data:[7,58,185,187,188,189,208],rbt:197,rcell_stat:145,rd_nwk:[43,70,99,100,101,102,195,230],rdemedrano:197,reach:[197,204,206,208],read:[188,189,194,195],read_csv:1,readabl:106,real:[186,192,200,202,228,230],realiz:[195,208],reason:106,recal:[68,202],recall_torch:68,recbol:165,receiv:[204,206],recip:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],reciproc:[68,202],recod:[55,56,57,58,59,60,61],recommend:[0,54,163,196,208],record:[0,7,39,40,41,42,53,188,189,191,192,195,197,204,206],recurr:[113,144,148,159,208],red:185,reduc:7,reducelronplateau:[204,206],ref:192,refer:[1,5,7,8,25,39,40,41,42,53,54,109,165,168,186,187,189,191,203,204,206,229],regard:191,region:[195,197],region_process:[15,24],region_stat:[15,24],regist:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],regress:208,regular:208,reinithidden:145,rel:[1,7,70,187,191],rel_fil:[1,192],rel_id:[15,19,29,37,43,46,49,50,192],rel_info:70,relat:[3,6,126,184,190,191,197,208],relationship:[192,197,208],relev:[3,184,191],relfil:1,reli:208,relu:[117,118,154],relu_conv:[117,118],remark:[132,196],remov:[99,100],remove_self_loop:[105,153],rendl:208,renumb:195,repeatedli:[25,109],repet:[117,118,134,135],repo:106,report:192,repres:[39,40,41,42,53,106,185,191,192,195,208,230],represent:[6,40,53,106,126,151,192,193,194,196],reproduc:[6,8,164,169],requir:[0,5,186,187,188,189],research:[6,197,208,228],reset_paramet:[122,123,145,151,153,154,156,158,167,172],reset_random_se:84,reshap:[3,184],residu:208,residual_block:[117,118],residual_unit:[134,135],residualunit:[134,135],reslstm:[91,116,196,208],reslstm_dataset:[11,13,15],reslstmdataset:[15,32],resnet:[197,208],resnn:[117,118],respect:[2,188,189,195,208],respons:[4,6,191,194,203,204,205,206],rest:[2,176,192],restart:105,result:[3,4,6,7,70,75,92,93,95,96,97,106,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,172,184,188,191,201,202,230],resunit:[117,118,134,135],retrain:[7,187,229],retriev:193,retrun:147,return_all_lay:139,revert_q:126,revis:192,revisit:208,rhidden_st:145,rid:208,ride:197,ridership:197,right:[46,192,197],risk:[111,197,208],risk_adj:111,rmf:[198,200],rmse:[68,188,198,199,201,204,206],rmsprop:[204,206],rnn:[3,91,141,161,163,164,167,184,188,196,208,225],rnn_num_lay:96,rnn_type:[96,157],rnn_unit:[144,148],road:[6,70,97,99,100,101,102,111,185,192,195,196,197,200,230],road_adj:111,road_represent:[7,91,187,229],road_representation_evalu:64,roadlstm:97,roadmap:197,roadnetwork_dataset:[11,13],roadnetworkdataset:44,roadrepresentationevalu:71,roadwai:208,rodrigo:208,romainlitud:197,root:[4,7,186,187,188,189,199,201,229],rose:208,rotterdam:196,round:[3,7,184,187,204,206,207,229],rout:[43,70,178,195,200,208,230],row:[54,126,191,192,230],row_id:[46,47,48,192],royaltek:197,rtype:[15,28,43],rubric:167,rucaibox:165,rufan:208,ruimao:208,ruimin:208,rule:189,run:[0,3,4,8,90,94,95,96,97,99,100,101,102,103,105,106,107,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,176,184,186,189,197,208,226,228,229],run_model:[3,7,176,184,187,188,189,228],rusty1:106,sad:126,sad_inp:126,sad_inp_ex:126,sai:[106,230],salil:208,same:[3,39,40,41,42,53,55,56,57,58,59,60,61,139,184,185,186,188,189,191,192,199,200,201,228,230],same_d:191,sampl:[15,25,29,31,53,99,100,101,102,109,114,125,148,186,191,195,197,199,201,208,228,230],sample1:197,sample_gumbel:148,sample_n:114,sample_space_fil:186,samplededg:114,sampler:[15,24],san:197,sann:142,satisfi:203,satt_2:125,satt_3:125,saturdai:197,save:[2,7,70,115,166,176,185,187,188,189,191,204,206,229],save_model:[2,77,78,83,84,89,90],save_model_with_epoch:89,save_path:[65,66,67,69,70,71,73,74,185],save_result:[65,66,67,69,70,71,73,74,85],saved_model:[7,10,85,176,189,204,206,229],scalar:[148,188],scale:[120,121,125,127,128,154,166,174,197,208],scaled_laplacian:[115,120,121,125,127,128],scaler:[1,3,15,19,46,181,184,188,191],scaler_typ:[15,19,46],schedul:[90,176,188,204,206,207,228],schedule_threshold:207,schmidt:208,scipi:174,score:[68,106,120,121,171,173,191,199,201,202],scores_per_edg:106,scores_sourc:106,scores_target:106,screenshot:186,script:[4,7,186,187,188,189,194,228,229],sea:[25,109],sean:208,search:[8,99,100,101,102,176,186,228],search_alg:[176,228],season:208,seattl:[185,196],second:[3,103,108,184,191,192,195,197,201,208],section:[3,5,184,187,191,192,196,197],see:[0,3,5,7,39,40,41,42,53,99,100,178,184,187,188,194,195,196,229],seed:[84,85,182],seek:208,seen:[3,113,144,184],segment:[192,195],select:228,self:[1,2,3,15,17,18,19,29,35,39,40,41,42,43,46,47,48,49,50,53,70,99,100,101,102,144,148,159,184,196,208,227],self_att:126,self_attn:171,self_delta:171,selfattent:208,selfattn:171,semant:[197,208],semanticview:114,semat:208,send:6,sensor:[191,192,197,230],sep:197,separ:197,sept:197,seq2seq:[91,141,144,164,196,208],seq2seqattr:[144,148],seq:[125,150],seq_clust:150,seq_len:[117,118,148,153,162],sequenc:[39,40,41,42,53,167,191,208,230],sequence_length:[15,17],sequenti:208,sequential_recommend:165,seri:[6,7,187,188,199,200,201,202,208,228,229],serm:[91,161,196,208,225],serm_encod:[11,13,52],serm_glove_word_vec:208,sermencod:58,serv:7,servic:[6,196,197,198],session:180,set:[0,1,3,7,8,10,70,106,151,176,184,186,187,188,191,192,194,195,196,203,226,228,229,230],set_random_se:182,set_weight_link_or_dist:[46,192],setup:[25,109],sever:[195,199,200,201,208,225],sgd:[188,204,206],shahabi:208,shang:208,shanghai:197,shaoe:132,shape:[3,15,16,17,36,45,46,103,104,106,107,111,113,115,120,121,125,126,127,128,132,136,144,148,159,162,163,167,171,173,174,180,182,184,195,230],share:[126,197],shedul:[176,228],shen:208,sheng:208,shengnan:208,shenzhen:197,shibo:208,shift:208,shirui:208,shmetro:196,shortspe:97,should:[1,2,3,39,40,41,42,53,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,176,184,186,188,189,192,228],show:[189,197,227],shu:208,shuffl:63,shuo:208,sigir:208,sigma:[46,192],sigma_z:[99,100],signal:111,sigspati:[6,208],silent:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],similar:[3,106,184,192,196,208,228,230],similarli:106,simpl:[3,184,196],simpler:106,simpli:[7,185,187,188],simplifi:185,simul:[25,109],simulate_walk:[25,109],simultan:[208,227],sinc:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],singl:[3,7,75,106,151,184,187,188,195,201,229],site:197,situat:53,six:[192,230],siyu:208,size:[7,114,125,126,139,162,167,187,191,229],skip:[15,29,188,208],skip_concat_bia:106,slice:[191,192],slightli:197,slot:167,slstm:140,smape:68,smartciti:6,smatrix:[129,130],snap:197,social:197,soft:148,softmax:[106,148,153],solv:[189,230],some:[0,1,3,4,184,189,191,192,194,196,230],sometim:0,song:208,sort:[167,192],sort_confidence_id:75,sourc:[0,5,6,10,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,55,56,57,58,59,60,61,62,63,65,66,67,68,69,70,71,72,73,74,75,77,78,79,80,81,82,83,84,85,86,87,88,89,90,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,174,176,178,179,180,181,182,183,194,228],sourcenod:114,spa:208,space:[85,124,126,176,186,208],space_dim:[195,230],space_fil:[176,186,228],spain:197,span:197,spars:[99,100,106,113,174,197,208],sparse_adam:[204,206],spatial:[6,120,121,124,126,136,147,167,195,208,230],spatial_attent:[120,121],spatial_emb:136,spatial_forward:114,spatial_posenc:126,spatialattent:147,spatialattentionlay:[120,121],spatialblock:[129,130],spatialcompon:[129,130],spatialtempor:208,spatialviewconv:114,spatio:[124,147,195,208],spatioconvlay:154,spatiotempor:[39,40,41,42,53,54,96,195,208],spe:126,special:[192,208],specif:[0,1,4,75,189,191,192,208],specifi:[3,7,41,42,59,176,182,184,185,186,187,188,189,191,192,204,206,228,229],spectral:208,speed:[3,6,184,185,186,192,196,197,198,206],speedlstm:97,spheric:178,spherical_law_of_cosin:178,split:[15,24,117,118,182,188,197],split_cpt:[117,118],split_head:126,splitmod:[117,118],spot:208,spro:164,sptm_:96,sptm_t:96,sqrt:[199,201],squar:[199,201],src:[3,25,109,156,184],src_binary_mask:166,src_loc:166,src_nodes_dim:106,src_reg:166,src_square_mask:166,src_time:166,src_user:166,ssaved_model:187,sselfattent:156,st_block_2:125,st_lstm:167,st_lstm_cell_cal:167,stabil:106,stack:[3,139,184],stackexchang:106,stackoverflow:106,staggcn:[91,141,196,208],staggcn_dataset:[11,13,15],staggcndataset:[15,33],staggcnmodel:153,stamp:208,stan:[91,161,196,208],stan_encod:[11,13,52],stand:230,standard:[4,6,55,56,57,58,59,60,61,75,188,191,192,193,195,196,199,200,201,203,226,227,228],standard_trajectory_encod:[11,13,52],standardscal:181,standardtrajectoryencod:[53,60,191],stanencod:59,stanford:197,start:[5,8,25,85,105,109,185,188,191,192,197,230],start_idx:[15,17],start_nod:[25,109],start_tim:180,stat:106,state:[1,2,3,6,7,113,117,118,119,139,144,148,159,163,167,184,185,187,188,189,192,195,197,198,203,208],state_len:164,static_feat:151,station:[197,208],statist:[40,53,192,197,208],stattblock:147,statu:186,stcell:153,stconvblock:154,std:[96,97,181],stdn:[91,116,196,208],stdn_dataset:[11,13,15],stdndataset:[15,34],stdout:114,ste1:147,ste2:147,ste:147,ste_1:147,ste_2:147,steffen:208,stembed:147,step:[3,6,15,24,99,100,125,136,144,145,148,158,163,167,184,191,195,201,204,206,208],step_input:[145,158],step_siz:[204,206],steplr:[204,206],stg2seq:[91,112,196,208],stg2seq_dataset:[11,13,15,196],stg2seqdataset:[15,35,196],stgcn:[91,141,196,197,208,225],stgcnet:208,stgeomodul:111,still:228,stlstm:167,stlstmcell:167,stlstmclassifi:167,stmatch:[91,99,196],stmgat:[91,141,196],stnn:[91,116,196,208],stop:[197,204,206],storag:[6,7,187,189],store:[4,7,124,179,186,187,188,189,192,228],str2bool:179,str2float:179,str:[46,47,48,50,77,78,83,84,89,90,124,176,182],stransform:156,strategi:[6,208],stream:208,stresnet:[91,116,196],stresnet_dataset:[11,13,15],stresnetcommon:[91,116,196],stresnetdataset:[15,36],strict:0,stride:[114,134,135,153],string2timestamp:180,string:[151,180,192,202],strnn:[91,161,225],strnn_encod:[11,13,52],strnnencod:61,strong:126,structur:[3,7,8,184,185,187,188,193,194,208,230],stsemmodul:111,stsgcl:136,stsgcm:136,stsgcn:[91,116,196,197,208],stsgcnlayerindividu:136,stsgcnlayershar:136,sttn:[91,141,196,208],sttransformerblock:156,style:8,sub:[4,191,195,197],subclass:[1,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,196],subfold:4,subgraph:105,subhodip:208,submit:0,subsequ:[39,40,41,42,53,192],subset:126,subtract:[106,200],suburb:197,subwai:[197,208],successfulli:188,suffix:192,suggest:[6,106],suitabl:[1,106,196,208],sum:[68,148,200],sum_:[199,201,202],sum_edge_scores_neighborhood_awar:106,summari:164,sun:208,supplement:[192,197],support:[3,4,6,7,113,115,125,144,149,150,184,185,186,187,188,189,194,196,198,204,206,208,228,229],support_len:[149,150],sure:[7,39,40,41,42,53,182,185,187,208],svr:208,sym_adj:149,symbol:202,symmetr:149,synchron:208,syst:208,system:[6,197,208],systemat:6,sz_taxi:196,t_0:[120,121,125,127,128,174],t_c:[15,16,36,45],t_cheby_conv_d:125,t_drive20150206:196,t_drive_smal:196,t_in:[120,121,127,128,230],t_inp:142,t_out:[120,121,127,128,142,230],t_p:[15,16,36,45],t_t:[15,16,36,45],tabl:[114,196,202],take:[3,39,40,41,42,53,95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,184,186,188,208],taken:197,tan:208,tang:208,tanh:[144,148],tao:208,tar:[126,197],target:[15,17,53,63,66,74,111,113,171,173,182,208,230],target_rul:182,target_tim:53,target_time_featur:111,targetnod:114,task:[1,2,3,4,6,7,10,85,176,184,185,186,187,188,190,191,192,194,195,197,198,199,200,201,202,203,208,225,228,229,230],task_config:[3,184,186,188,189,196],task_fil:196,task_nam:[228,229],tatt_1:[125,150],taxi:[197,208,230],taxibj:196,taxicab:197,tcn_dim:153,td_lower:172,td_upper:172,teacher_forc:113,teacher_forcing_ratio:188,tec:139,tell:[39,40,41,42,53],tem_siz:[125,150],temperatur:[148,192],templatetlp:[91,161],templatetsp:[91,141],tempor:[6,99,100,124,125,126,136,147,167,195,208],temporal_emb:136,temporalattent:147,temporalattentionlay:[120,121],temporalblock:[129,130,153],temporalcompon:[129,130],temporalconvlay:154,temporalconvnet:153,temporalview:114,temporari:4,tensor:[3,39,40,41,42,53,69,80,81,82,88,89,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,174,184,193,195,208,230],tensorflow:[7,106],term:[163,164,167,208],termin:186,test:[1,4,7,63,77,78,79,81,82,83,84,86,87,89,90,187,188,191,195,197,202,229],test_:1,test_data:[1,15,31,38,51,63,87],test_dataload:[1,2,14,15,21,22,24,34,38,45,46,63,77,78,79,81,82,83,84,86,89,90],test_model:227,test_siz:182,text:[197,202],tg_per_dai:156,tgc:208,tgclstm:[91,141,196,208,225],tgclstm_dataset:[11,13,15],tgclstmdataset:[15,37,196],tgcn:[91,141,196,208,225],tgcncell:159,than:[3,106,184,188,189,191,192,204,206],thei:[4,106,191],them:[95,96,97,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172,185,208,230],themselv:192,theorem:178,theori:208,therefor:[6,186,188,189,197,230],thi:[1,3,4,6,7,39,40,41,42,53,92,93,95,96,97,99,100,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,184,187,189,190,191,192,194,195,196,197,199,200,201,202,204,205,206,208,226,227,230],thiem:208,think:196,third:[201,204,206,228],those:192,thread:186,three:[1,3,7,66,74,184,187,188,189,191,192,197,208,229,230],threshold:[75,192,207],threshold_mask:126,threshold_mask_d:126,threshold_mask_g:126,through:[4,6,99,100,167,188,189,196,208],thu:[39,40,41,42,53],tian:208,tianyu:208,tien:208,tieniu:208,tieyun:208,tile_i:24,tile_x:24,till:144,tim:193,time:[3,6,39,40,41,42,43,46,47,48,49,50,53,54,111,115,125,126,144,180,184,185,188,191,192,195,196,197,198,201,202,203,207,228],time_dim:195,time_format:180,time_in:180,time_interv:[191,192],time_length:180,time_s:[40,53],time_step:167,time_strid:[120,121,127,128],timeid:[39,40,41,42,230],timelen:163,timeslot:[46,72,73,75],timestamp2arrai:180,timestamp2vec_origin:180,timestamp:[55,56,57,58,59,60,61,180],timestamp_list:[15,16,36,45],timestep:124,timezone_offset_in_minut:[55,56,57,58,59,60,61,180],tiotempor:208,titl:6,tkde:208,tky:197,tlc:197,tmp:4,to_ndarrai:12,to_tensor:12,tod:197,togcn:[91,116,196,208],togeth:[191,192,204,206],tokyo:197,tolicwang:197,tong:208,took:197,tool:[0,6,7,8,185,187],top:202,top_k:68,topk:[68,198,202],topolog:208,torch:[3,5,12,24,39,40,41,42,53,62,69,77,78,80,81,82,84,87,88,89,90,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,162,163,164,165,166,167,168,169,170,171,172,184,187,193,194,207],torchaudio:[5,187],torchvis:[5,187],tosequ:208,total:[7,126,187,191,197,201,229,230],tpe:126,track:[191,226],tradit:[94,99,100,101,102,103,105,109,208],traffic:[1,2,3,6,7,184,185,186,187,188,189,192,194,195,196,197,198,203],traffic_accident_evalu:64,traffic_accident_predict:91,traffic_demand_predict:91,traffic_flow_predict:91,traffic_od_predict:91,traffic_spe:192,traffic_speed_predict:[3,91,184],traffic_state_cpt_dataset:[11,13,15,16,26,30,36],traffic_state_datatset:[11,13,15,34,44,45,47,48,49,50],traffic_state_evalu:[64,72],traffic_state_executor:[76,79,80,81,82,86,88],traffic_state_grid_dataset:[11,13,15,16,23,36],traffic_state_grid_od_dataset:[11,13,15,22],traffic_state_od_dataset:[11,13],traffic_state_point_dataset:[11,13,15,17,18,20,21,25,27,28,30,32,33,35,37],traffic_state_pr:[3,7,184,186,187,188,189,229],trafficaccidentevalu:72,trafficstatecptdataset:[1,15,16,26,30,36,45,195],trafficstatedataset:[1,15,34,44,45,46,47,48,49,50,195],trafficstateevalu:[3,72,73,184,186,188,189,201],trafficstateexecutor:[3,79,80,81,82,86,88,89,184,186,188,189],trafficstategriddataset:[15,16,23,36,47,195,196],trafficstategridoddataset:[15,22,48,195,196],trafficstateoddataset:[49,195,196],trafficstatepointdataset:[1,3,15,17,18,20,21,25,27,28,30,32,33,35,37,50,184,186,188,189,195,196],trail:197,train:[1,2,3,4,6,7,10,24,63,77,78,79,80,83,84,85,87,88,89,90,92,93,95,96,97,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,162,163,164,165,166,167,168,169,170,171,172,173,176,184,186,187,188,189,191,195,203,204,206,207,208,226,228,229],train_data:[1,15,31,38,39,41,42,51,63],train_dataload:[1,2,14,15,21,22,24,34,38,45,46,63,77,78,79,80,83,84,87,88,89,90],train_loss:[80,81,82,88,89,188,204,206],train_rat:[7,45,46,187,188,189,191,229],train_siz:182,trainableeltwiselay:[134,135],traj:[171,192,197],traj_encod:[191,195],traj_id:[39,40,41,42,192,230],traj_len:[171,230],traj_loc:171,traj_loc_pr:[7,187,189,229],traj_loc_pred_evalu:64,traj_loc_pred_executor:76,trajectori:[3,6,15,31,38,39,40,41,42,43,51,53,54,55,56,57,58,59,60,61,99,100,101,102,184,185,192,195,196,197,198,203],trajectory1:[15,31,38,39,40,41,42,51,53,55,56,57,58,59,60,61],trajectory2:[15,31,38,39,40,41,42,51,53],trajectory_dataset:[11,13],trajectory_encod:[11,13],trajectory_loc_predict:91,trajectorydataset:[51,195],trajlocpredevalu:[74,202],trajlocpredexecutor:90,tran:208,trans_naming_rul:182,transact:[197,208],transduct:106,transfer:[150,208],transfer_data:75,transform:[75,147,156,181,208],transformattent:147,transit:[25,109,208],translat:164,transmit:150,transp:208,transport:208,travel:[195,208,230],travers:228,treat:191,tree:[164,197],trend:[15,17,45,191,195],trend_sampl:[15,17],trg_index:106,trg_loc:[24,166],trg_nodes_dim:106,trg_reg:166,trg_seq:24,trial:[85,176,228],trick:106,trip:197,truncat:105,truth:[3,43,70,184,195,199,201,230],truth_sequ:70,ts_x:[15,16,36,45],ts_y:[15,16,36,45],tselfattent:156,ttpnet:[91,95,196,197,208],ttpnet_encod:[11,13,39],ttpnetencod:[39,42],ttransform:156,tune:[8,176,226],tupl:[1,14,15,16,17,18,21,22,24,34,35,36,38,39,40,41,42,45,46,53,63,68,80,88,99,100,101,102,113,139,144,148,167],tutori:[8,188],twitter:58,two:[2,41,42,59,106,126,139,178,185,186,189,191,192,195,197,208],two_layer_ffn:126,txt:[0,5,58,187],txy2quadkei:24,type:[14,15,16,17,18,19,21,22,23,24,25,26,27,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,55,56,57,58,59,60,61,63,68,71,75,79,80,88,89,92,93,95,96,97,99,100,101,102,103,104,106,107,108,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,162,163,164,165,166,167,168,169,170,172,174,180,181,182,185,186,188,194,197,199,200,201,204,206,225,228,230],u_i:[103,108],u_j:[103,108],uci:197,uid:[15,31,38,39,40,41,42,51,53,54,55,56,57,58,59,60,61,66,74,163,230],unavail:230,uncomfort:0,uncommon:191,under:[7,187,192,199,200,201,208],understand:0,undirect:[144,149,174],unifi:[4,6,7,187,193,227],uniform:[25,106,109,186,228],uniformli:228,union:43,unionset:43,uniqu:[192,228],unit:[15,17,131,144,147,148,159,208],unknown:208,unnorm:[96,97,148],unsqueez:[3,184],until:[99,100],unzip:208,upload:188,upper:[186,197,208,228],urban:208,urbcomp:197,url:6,usa:[6,197],usag:[8,189],use:[1,3,5,6,7,10,40,53,55,56,57,58,59,60,61,77,78,79,80,81,82,83,84,86,87,88,89,90,113,126,132,184,185,186,187,188,189,191,192,193,197,204,206,207,208,226,227,228,229,230],use_bia:[140,147],use_early_stop:[204,206],use_gc_for_ru:[144,148],use_row_column:[47,48,195,196],used:[1,2,3,6,7,40,53,68,106,176,184,186,187,188,189,190,191,192,195,196,204,206,207,208,227,228,229,230],useful:[6,39,40,41,42,53],user:[4,6,7,8,10,24,39,40,41,42,53,179,185,186,187,191,192,197,203,208,228,229,230],user_typ:192,user_visited_loc:24,uses:[0,3,184,191,192,208],using:[0,1,25,106,109,167,185,192,194,197,204,206,208],usr_id:[43,192,230],usr_lst:43,usual:191,utc:197,util:[1,4,8,11,24,25,62,64,91,109,194,208,227],v_i:[103,108,114,126],v_j:[108,114],val:1,valid:[7,15,24,186,187,188,191,204,206,229],valu:[1,3,7,15,31,38,39,40,41,42,51,53,75,106,117,118,126,156,167,184,186,187,188,189,191,192,193,197,199,201,204,206,208,228,229,230],valuabl:208,vandergheynst:208,vari:[7,187,204,206,208,229],variabl:[106,186,208,228],varianc:[199,201],varieti:[185,198],variou:[3,184,188,189,226],vec:171,vecpath:58,vector:[106,167,208],vehicl:[99,100],venu:208,verbos:207,verif:[4,186,203],version:[0,5,164,169,187,208],vertic:[120,121,125,127,128],via:208,viet:208,view:[196,208],vis:163,vishelp:[183,185],visit:[7,191],visual:[8,177],visualized_data:185,viterbi:[99,100],vocab_s:166,volum:208,vose:114,vosealia:114,vote:208,w_hh:167,w_ih:167,w_q:167,w_s:167,wai:[106,185,197],walk:[25,105,109],walk_length:[25,109],wan:208,wang:[6,208],wanli:208,want:[1,3,106,184,188,208,227],warehous:6,washington:197,wave:208,wavenet:208,wayn:6,weather:[191,192],web:208,websit:[188,197],week:[46,47,48,49,50,191,197],weekdai:197,weekid:[39,40,41,42,230],weekli:197,wei:208,weight:[15,31,114,120,121,124,125,127,128,154,164,167,169,192,208],weight_adj_epsilon:[46,192],weight_col:[46,192],weight_decai:[188,204,206],weijia:208,well:[106,188,189,208],wenjun:6,wenmellor:6,were:[197,208],west_east_map:111,what:106,when:[0,3,7,40,53,184,187,188,189,191,192,197,204,206,208,229,230],whenev:0,where:[1,3,106,184,185,193,197,200,208],whether:[7,139,176,187,189,191,192,204,206,207,229],which:[1,3,4,6,39,40,41,42,53,124,176,184,185,186,188,191,192,193,194,195,197,202,203,204,206,208,228,230],whole:208,whose:[1,188,189,197,228],whu:168,wide:[197,208],width:[117,118,139,230],window:[191,230],window_s:[25,105,109,191,195],wise:208,with_tim:43,with_trg_quadkei:[15,24],within:[95,96,97,99,100,106,107,110,111,113,114,115,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,162,163,164,165,166,168,169,170,171,172],won:191,word2vec:[15,29],word:[40,53,58,208],word_vec:[58,170],work:[106,208],worker:[105,109],world:[197,208],worth:[40,53,185,196],would:[1,2,3,106,184,188],write:[0,1,2,3,184,188,227],written:197,www1:197,www:[197,208],x_d:126,x_ext:[45,195,230],x_g:126,x_test:[1,15,18,34,35,45,46],x_train:[1,15,18,34,35,45,46],x_val:[1,15,18,34,35,45,46],xavier:106,xianfeng:208,xianzhi:208,xiaohong:208,xiaoi:208,xiaojun:208,xiaoliang:208,xie:208,xin:6,xing:208,xinyu:208,xiong:208,xxx:192,y_1:[199,201],y_2:[199,201],y_ext:[45,195,230],y_i:[199,201],y_n:[199,201],y_pred:[67,72,73,75,98,163,230],y_predict:[3,184],y_test:[1,15,18,34,35,45,46],y_train:[1,15,18,34,35,45,46],y_true:[3,67,72,73,75,98,163,184,230],y_val:[1,15,18,34,35,45,46],yadi:208,yaguang:208,yan:208,yanbo:208,yanfeng:208,yang:208,yangdingqi:197,yanji:208,yao:208,year:6,yellow:185,yet:188,yibinshen:197,yield:114,yile:208,yin:208,yinan:208,yingtao:208,yinhai:208,yitian:208,yong:208,yongji:208,yongjian:208,yongli:208,york:[6,197],you:[0,1,2,3,5,6,7,39,40,41,42,151,184,185,187,188,189,192,193,196,203,208,227,228,229],youfang:208,your:[0,3,5,6,106,151,184,187,203],yourself:1,yuan:208,yuandong:208,yujiao:208,yutao:208,yvwz7wjbxnk:197,yyyy_mm_dd_hh_mm_ss_model_dataset:70,yyyy_mm_dd_hh_mm_ss_model_dataset_result:70,z_test:1,z_train:1,z_val:1,zenodo:197,zero:[1,46,144,148,192,208],zeros_pad:166,zhang:208,zhanx:208,zhao:[6,208],zhaocheng:208,zhen:208,zheng:208,zhenhui:208,zhilin:208,zhiqian:208,zhiyong:208,zhiyongc:197,zhong:208,zhu:208,ziat:208,zip:[1,103,108,208],zonghan:208},titles:["Code Style","Customize Dataset","Customize Executors","Customize Models","Directory Structure","Install LibCity","Introduction","Quick Start","Welcome to Bigscity-LibCity\u2019s documentation!","libcity.config","libcity.config.config_parser","libcity.data","libcity.data.batch","libcity.data.dataset","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","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","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","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","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","libcity.model.traffic_demand_prediction.CCRNN","libcity.model.traffic_demand_prediction.DMVSTNet","libcity.model.traffic_demand_prediction.STG2Seq","libcity.model.traffic_flow_prediction","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","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.STAGGCN","libcity.model.traffic_speed_prediction.STGCN","libcity.model.traffic_speed_prediction.STMGAT","libcity.model.traffic_speed_prediction.STTN","libcity.model.traffic_speed_prediction.Seq2Seq","libcity.model.traffic_speed_prediction.TGCLSTM","libcity.model.traffic_speed_prediction.TGCN","libcity.model.traffic_speed_prediction.TemplateTSP","libcity.model.trajectory_loc_prediction","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","libcity.pipeline.pipeline","libcity.utils","libcity.utils.GPS_utils","libcity.utils.argument_list","libcity.utils.dataset","libcity.utils.normalization","libcity.utils.utils","libcity.utils.visualize","Add a new model to LibCity","Visualize Atomic Files","Tuning the model with automatic tool","Install and quick start","Run an existing model in LibCity","Config Settings","Data Introduction","Args for Data","Atomic Files","Batch","Data Flow","Implemented Dataset Class","Dataset For Task","Raw Data","Evaluator Introduction","Estimated Time of Arrival Evaluator","Map Matching Evaluator","Traffic State Prediction Evaluator","Trajectory Next-Location Prediction Evaluator","Executor Introduction","Estimated Time of Arrival Executor","Map Matching Executor","Traffic State Prediction Executor","Trajectory Next-Location Prediction Executor","Reproduced Model List","ACFM","AGCRN","ASTGCN","MSTGCN","STResNet","GraphWaveNet","STGCN","TGCLSTM","TGCN","DCRNN","DeepMove","FPMC","LSTPM","RNN","SERM","STRNN","Model Introduction","Usage","Use Logger","Parameter Tuning","Use run_model","Standard Track"],titleterms:{"class":[1,2,3,184,195],"default":[188,189],"import":[3,184],"new":[1,2,3,184],For:196,GTS:148,One:[7,187],The:[3,184],Use:[227,229],__init__:[3,184],abstract_dataset:14,abstract_eta_encod:40,abstract_evalu:65,abstract_executor:77,abstract_model:92,abstract_tradition_executor:78,abstract_traffic_state_model:93,abstract_traffic_tradition_model:94,abstract_trajectory_encod:53,accid:208,acfm:[117,209],acfm_dataset:16,acfmcommon:118,add:[3,184],agcrn:[119,210],arg:191,argument_list:179,arrang:192,arriv:[199,204,208,230],astgcn:[120,211],astgcn_dataset:17,astgcncommon:121,atdm:142,atom:[185,192],atstlstm:162,atstlstm_encod:54,austinrid:197,autoencod:143,automat:186,baselin:208,batch:[12,193],beijing_subwai:197,beijing_taxi_sampl:197,bigsciti:8,bikechi:197,bikedc:197,bj_roadmap:197,bj_traj:197,brightkit:197,calcualte_loss:[3,184],cara:163,cara_encod:55,cara_loc_pred_evalu:66,ccrnn:113,ccrnn_dataset:18,cd_traj:197,chebconv:104,chebconv_dataset:19,chebconv_executor:79,chengdu_taxi_sample1:197,chicago_risk:197,cite:6,code:0,column:192,command:[188,189],config:[3,9,10,184,186,189,192],config_pars:10,configur:[0,187,188,189],convgcn:122,convgcn_dataset:20,convgcncommon:123,correspond:[1,2],crann:124,crann_dataset:21,creat:[1,2,3,184],cstn:139,cstn_dataset:22,custom:[1,2,3],data:[11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,190,191,192,194,197],dataset:[1,7,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,180,187,188,189,191,195,196],dataset_subclass:[15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],dcrnn:[144,218],dcrnn_executor:80,deepmov:[164,219],deeptt:96,deeptte_encod:41,deepwalk:105,defin:[188,189],definit:192,demand:[208,225],depend:187,descript:192,destin:208,detail:192,dgcn:125,directori:4,dkfn:145,dmvstnet:114,dmvstnet_dataset:23,document:8,download:[7,187,188],dsan:126,dyna:192,each:192,estim:[199,204,208,230],eta:[95,96,97,191],eta_dataset:38,eta_encod:[39,40,41,42],eta_evalu:67,eta_executor:81,eval_func:68,evalu:[64,65,66,67,68,69,70,71,72,73,74,75,198,199,200,201,202],exampl:1,execut:186,executor:[2,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,203,204,205,206,207],exist:188,ext:192,featur:6,file:[185,186,188,189,192,228],flake8:0,flow:[194,208,225],fnn:146,foursquar:197,fpmc:[165,220],framework:6,from:187,gat:106,geml:140,geml_executor:82,gensim_executor:83,geo:192,geojson:185,geomgcn:107,geosan:166,geosan_dataset:24,geosan_evalu:69,geosan_executor:84,global:197,gman:147,gman_dataset:25,gowalla:197,gps_util:178,graphwavenet:214,gsnet:111,gsnet_dataset:26,gts_dataset:27,gwnet:149,hgcn:150,hgcn_dataset:28,hmmm:100,hstlstm:167,hstlstm_encod:56,hyper:186,hyper_tun:[85,186],hzmetro:197,implement:[3,184,195],indic:8,instagram:197,instal:[5,187],introduct:[6,190,192,198,203,225],ivmm:101,learn:208,libciti:[5,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,187,188],line:[108,188,189],line_dataset:29,line_executor:86,list:208,list_dataset:62,locat:[191,202,207,208,225,230],logger:227,look:186,loop_seattl:197,los_loop:197,loss:98,lstpm:[168,221],lstpm_encod:57,m_dens:197,map:[191,200,205,208,230],map_match:[99,100,101,102],map_matching_dataset:43,map_matching_evalu:70,map_matching_executor:87,match:[191,200,205,208,230],matrix:208,method:[1,2,192],metr_la:197,metric:[199,200,201,202],model:[3,7,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,184,186,187,188,208,225],modul:189,mstgcn:[127,212],mstgcncommon:128,mtgnn:151,mtgnn_executor:88,multi_stgcnet_dataset:30,multistgcnet:129,multistgcnetcommon:130,network:208,next:[202,207,208],node2vec:109,normal:181,nyc_risk:197,nyc_tod:197,nycbik:197,nyctaxi:197,nyctaxi_dyna:197,nyctaxi_grid:197,nyctaxi_od:197,origin:208,overal:6,paramet:[186,188,189,228],pbs_trajectory_dataset:31,pem:197,pems_bai:197,pemsd3:197,pemsd4:197,pemsd7:197,pemsd8:197,pipelin:[7,175,176,187],porto:197,predict:[3,184,191,201,202,206,207,208,225,230],predit:225,prepar:185,prioriti:[188,189],project:0,q_traffic:197,quick:[7,187],raw:197,rel:192,represent:208,reproduc:208,reslstm:131,reslstm_dataset:32,rewrit:[1,2],rnn:[152,169,222],road:208,road_represent:[103,104,105,106,107,108,109],road_representation_evalu:71,roadnetwork_dataset:44,rotterdam:197,run:[7,185,187,188],run_model:229,script:185,seattl:197,seq2seq:157,serm:[170,223],serm_encod:58,servic:[208,225],set:[189,199,200,201,202,204,206,207],shmetro:197,sourc:187,space:228,speed:[208,225],staggcn:153,staggcn_dataset:33,stan:171,stan_encod:59,standard:230,standard_trajectory_encod:60,start:[7,187],state:[191,201,206,230],stdn:132,stdn_dataset:34,stg2seq:115,stg2seq_dataset:35,stgcn:[154,215],stmatch:102,stmgat:155,stnn:133,stresnet:[134,213],stresnet_dataset:36,stresnetcommon:135,strnn:[172,224],strnn_encod:61,structur:4,stsgcn:136,sttn:156,style:0,sz_taxi:197,t_drive:197,tabl:[8,192],task:[189,196],taxibj:197,templatetlp:173,templatetsp:160,tensorboard:7,tgclstm:[158,216],tgclstm_dataset:37,tgcn:[159,217],time:[199,204,208,230],togcn:137,tool:186,track:230,traffic:[191,201,206,208,225,230],traffic_accident_evalu:72,traffic_accident_predict:[110,111],traffic_demand_predict:[112,113,114,115],traffic_flow_predict:[116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137],traffic_od_predict:[138,139,140],traffic_speed_predict:[141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160],traffic_state_cpt_dataset:45,traffic_state_datatset:46,traffic_state_evalu:73,traffic_state_executor:89,traffic_state_grid_dataset:47,traffic_state_grid_od_dataset:48,traffic_state_od_dataset:49,traffic_state_point_dataset:50,traj_loc_pred_evalu:74,traj_loc_pred_executor:90,trajectori:[191,202,207,208,225,230],trajectory_dataset:51,trajectory_encod:[52,53,54,55,56,57,58,59,60,61],trajectory_loc_predict:[161,162,163,164,165,166,167,168,169,170,171,172,173],ttpnet:97,ttpnet_encod:42,tune:[186,228],type:192,usag:226,user:[188,189],usr:192,util:[63,75,174,177,178,179,180,181,182,183],visual:[7,183,185],welcom:8,work:0,write:186,xa_traj:197}})