├── .gitignore ├── .readthedocs.yml ├── LICENSE.txt ├── Makefile ├── README.md ├── Update.md ├── docs ├── .buildinfo ├── .nojekyll ├── _images │ ├── data_visualization1.png │ ├── data_visualization2.png │ ├── data_visualization3.png │ ├── framework.png │ ├── hyper_tune1.png │ ├── hyper_tune2.png │ ├── logo.png │ ├── run_model1.png │ ├── run_model2.png │ ├── run_model3.png │ ├── run_model4.png │ └── tensorboard.png ├── _modules │ ├── index.html │ └── libcity │ │ ├── config │ │ └── config_parser.html │ │ ├── data │ │ ├── batch.html │ │ ├── dataset │ │ │ ├── abstract_dataset.html │ │ │ ├── acfm_dataset.html │ │ │ ├── astgcn_dataset.html │ │ │ ├── ccrnn_dataset.html │ │ │ ├── convgcn_dataset.html │ │ │ ├── crann_dataset.html │ │ │ ├── dataset_subclass │ │ │ │ ├── acfm_dataset.html │ │ │ │ ├── astgcn_dataset.html │ │ │ │ ├── ccrnn_dataset.html │ │ │ │ ├── chebconv_dataset.html │ │ │ │ ├── convgcn_dataset.html │ │ │ │ ├── crann_dataset.html │ │ │ │ ├── cstn_dataset.html │ │ │ │ ├── dmvstnet_dataset.html │ │ │ │ ├── geosan_dataset.html │ │ │ │ ├── gman_dataset.html │ │ │ │ ├── gsnet_dataset.html │ │ │ │ ├── gts_dataset.html │ │ │ │ ├── hgcn_dataset.html │ │ │ │ ├── line_dataset.html │ │ │ │ ├── multi_stgcnet_dataset.html │ │ │ │ ├── pbs_trajectory_dataset.html │ │ │ │ ├── reslstm_dataset.html │ │ │ │ ├── staggcn_dataset.html │ │ │ │ ├── stdn_dataset.html │ │ │ │ ├── stg2seq_dataset.html │ │ │ │ ├── stresnet_dataset.html │ │ │ │ └── tgclstm_dataset.html │ │ │ ├── dmvstnet_dataset.html │ │ │ ├── eta_dataset.html │ │ │ ├── eta_encoder │ │ │ │ ├── abstract_eta_encoder.html │ │ │ │ ├── deeptte_encoder.html │ │ │ │ └── ttpnet_encoder.html │ │ │ ├── geosan_dataset.html │ │ │ ├── gman_dataset.html │ │ │ ├── gts_dataset.html │ │ │ ├── hgcn_dataset.html │ │ │ ├── map_matching_dataset.html │ │ │ ├── multi_stgcnet_dataset.html │ │ │ ├── pbs_trajectory_dataset.html │ │ │ ├── reslstm_dataset.html │ │ │ ├── roadnetwork_dataset.html │ │ │ ├── staggcn_dataset.html │ │ │ ├── stdn_dataset.html │ │ │ ├── stg2seq_dataset.html │ │ │ ├── stresnet_dataset.html │ │ │ ├── tgclstm_dataset.html │ │ │ ├── traffic_state_cpt_dataset.html │ │ │ ├── traffic_state_datatset.html │ │ │ ├── traffic_state_grid_dataset.html │ │ │ ├── traffic_state_grid_od_dataset.html │ │ │ ├── traffic_state_od_dataset.html │ │ │ ├── traffic_state_point_dataset.html │ │ │ ├── trajectory_dataset.html │ │ │ └── trajectory_encoder │ │ │ │ ├── abstract_trajectory_encoder.html │ │ │ │ ├── atstlstm_encoder.html │ │ │ │ ├── cara_encoder.html │ │ │ │ ├── hstlstm_encoder.html │ │ │ │ ├── lstpm_encoder.html │ │ │ │ ├── serm_encoder.html │ │ │ │ ├── stan_encoder.html │ │ │ │ ├── standard_trajectory_encoder.html │ │ │ │ └── strnn_encoder.html │ │ ├── list_dataset.html │ │ └── utils.html │ │ ├── evaluator │ │ ├── abstract_evaluator.html │ │ ├── cara_loc_pred_evaluator.html │ │ ├── eta_evaluator.html │ │ ├── eval_funcs.html │ │ ├── geosan_evaluator.html │ │ ├── map_matching_evaluator.html │ │ ├── road_representation_evaluator.html │ │ ├── traffic_accident_evaluator.html │ │ ├── traffic_state_evaluator.html │ │ ├── traj_loc_pred_evaluator.html │ │ └── utils.html │ │ ├── executor │ │ ├── abstract_executor.html │ │ ├── abstract_tradition_executor.html │ │ ├── chebconv_executor.html │ │ ├── dcrnn_executor.html │ │ ├── eta_executor.html │ │ ├── geml_executor.html │ │ ├── gensim_executor.html │ │ ├── geosan_executor.html │ │ ├── hyper_tuning.html │ │ ├── line_executor.html │ │ ├── map_matching_executor.html │ │ ├── mtgnn_executor.html │ │ ├── traffic_state_executor.html │ │ └── traj_loc_pred_executor.html │ │ ├── model │ │ ├── abstract_model.html │ │ ├── abstract_traffic_state_model.html │ │ ├── abstract_traffic_tradition_model.html │ │ ├── eta │ │ │ ├── DeepTTE.html │ │ │ └── TTPNet.html │ │ ├── loss.html │ │ ├── map_matching │ │ │ ├── HMMM.html │ │ │ ├── IVMM.html │ │ │ └── STMatching.html │ │ ├── road_representation │ │ │ ├── ChebConv.html │ │ │ ├── DeepWalk.html │ │ │ ├── GAT.html │ │ │ ├── GeomGCN.html │ │ │ ├── LINE.html │ │ │ └── Node2Vec.html │ │ ├── traffic_accident_prediction │ │ │ └── GSNet.html │ │ ├── traffic_demand_prediction │ │ │ ├── CCRNN.html │ │ │ ├── DMVSTNet.html │ │ │ └── STG2Seq.html │ │ ├── traffic_flow_prediction │ │ │ ├── ACFM.html │ │ │ ├── ACFMCommon.html │ │ │ ├── AGCRN.html │ │ │ ├── ASTGCN.html │ │ │ ├── ASTGCNCommon.html │ │ │ ├── CONVGCN.html │ │ │ ├── CONVGCNCommon.html │ │ │ ├── CRANN.html │ │ │ ├── DGCN.html │ │ │ ├── DSAN.html │ │ │ ├── MSTGCN.html │ │ │ ├── MSTGCNCommon.html │ │ │ ├── MultiSTGCnet.html │ │ │ ├── MultiSTGCnetCommon.html │ │ │ ├── ResLSTM.html │ │ │ ├── STDN.html │ │ │ ├── STNN.html │ │ │ ├── STResNet.html │ │ │ ├── STResNetCommon.html │ │ │ ├── STSGCN.html │ │ │ └── ToGCN.html │ │ ├── traffic_od_prediction │ │ │ ├── CSTN.html │ │ │ └── GEML.html │ │ ├── traffic_speed_prediction │ │ │ ├── ATDM.html │ │ │ ├── AutoEncoder.html │ │ │ ├── DCRNN.html │ │ │ ├── DKFN.html │ │ │ ├── FNN.html │ │ │ ├── GMAN.html │ │ │ ├── GTS.html │ │ │ ├── GWNET.html │ │ │ ├── HGCN.html │ │ │ ├── MTGNN.html │ │ │ ├── RNN.html │ │ │ ├── STAGGCN.html │ │ │ ├── STGCN.html │ │ │ ├── STMGAT.html │ │ │ ├── STTN.html │ │ │ ├── Seq2Seq.html │ │ │ ├── TGCLSTM.html │ │ │ ├── TGCN.html │ │ │ └── TemplateTSP.html │ │ ├── trajectory_loc_prediction │ │ │ ├── ATSTLSTM.html │ │ │ ├── CARA.html │ │ │ ├── DeepMove.html │ │ │ ├── FPMC.html │ │ │ ├── GeoSAN.html │ │ │ ├── HSTLSTM.html │ │ │ ├── LSTPM.html │ │ │ ├── RNN.html │ │ │ ├── SERM.html │ │ │ ├── STAN.html │ │ │ ├── STRNN.html │ │ │ └── TemplateTLP.html │ │ └── utils.html │ │ ├── pipeline │ │ └── pipeline.html │ │ └── utils │ │ ├── GPS_utils.html │ │ ├── argument_list.html │ │ ├── dataset.html │ │ ├── normalization.html │ │ ├── utils.html │ │ └── visualize.html ├── _sources │ ├── developer_guide │ │ ├── code_style.md.txt │ │ ├── implemented_datasets.md.txt │ │ ├── implemented_executors.md.txt │ │ └── implemented_models.md.txt │ ├── get_started │ │ ├── directory_structure.md.txt │ │ ├── install.md.txt │ │ ├── introduction.md.txt │ │ └── quick_start.md.txt │ ├── index.rst.txt │ ├── libcity │ │ ├── libcity.config.config_parser.rst.txt │ │ ├── libcity.config.rst.txt │ │ ├── libcity.data.batch.rst.txt │ │ ├── libcity.data.dataset.abstract_dataset.rst.txt │ │ ├── libcity.data.dataset.acfm_dataset.rst.txt │ │ ├── libcity.data.dataset.astgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.ccrnn_dataset.rst.txt │ │ ├── libcity.data.dataset.convgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.crann_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.acfm_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.astgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.ccrnn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.chebconv_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.convgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.crann_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.cstn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.dmvstnet_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.geosan_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.gman_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.gsnet_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.gts_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.hgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.line_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.reslstm_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.staggcn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.stdn_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.stg2seq_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.stresnet_dataset.rst.txt │ │ ├── libcity.data.dataset.dataset_subclass.tgclstm_dataset.rst.txt │ │ ├── libcity.data.dataset.dmvstnet_dataset.rst.txt │ │ ├── libcity.data.dataset.eta_dataset.rst.txt │ │ ├── libcity.data.dataset.eta_encoder.abstract_eta_encoder.rst.txt │ │ ├── libcity.data.dataset.eta_encoder.deeptte_encoder.rst.txt │ │ ├── libcity.data.dataset.eta_encoder.rst.txt │ │ ├── libcity.data.dataset.eta_encoder.ttpnet_encoder.rst.txt │ │ ├── libcity.data.dataset.geosan_dataset.rst.txt │ │ ├── libcity.data.dataset.gman_dataset.rst.txt │ │ ├── libcity.data.dataset.gts_dataset.rst.txt │ │ ├── libcity.data.dataset.hgcn_dataset.rst.txt │ │ ├── libcity.data.dataset.map_matching_dataset.rst.txt │ │ ├── libcity.data.dataset.multi_stgcnet_dataset.rst.txt │ │ ├── libcity.data.dataset.pbs_trajectory_dataset.rst.txt │ │ ├── libcity.data.dataset.reslstm_dataset.rst.txt │ │ ├── libcity.data.dataset.roadnetwork_dataset.rst.txt │ │ ├── libcity.data.dataset.rst.txt │ │ ├── libcity.data.dataset.staggcn_dataset.rst.txt │ │ ├── libcity.data.dataset.stdn_dataset.rst.txt │ │ ├── libcity.data.dataset.stg2seq_dataset.rst.txt │ │ ├── libcity.data.dataset.stresnet_dataset.rst.txt │ │ ├── libcity.data.dataset.tgclstm_dataset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_cpt_dataset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_datatset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_grid_dataset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_grid_od_dataset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_od_dataset.rst.txt │ │ ├── libcity.data.dataset.traffic_state_point_dataset.rst.txt │ │ ├── libcity.data.dataset.trajectory_dataset.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.atstlstm_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.cara_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.hstlstm_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.lstpm_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.serm_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.stan_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.rst.txt │ │ ├── libcity.data.dataset.trajectory_encoder.strnn_encoder.rst.txt │ │ ├── libcity.data.list_dataset.rst.txt │ │ ├── libcity.data.rst.txt │ │ ├── libcity.data.utils.rst.txt │ │ ├── libcity.evaluator.abstract_evaluator.rst.txt │ │ ├── libcity.evaluator.cara_loc_pred_evaluator.rst.txt │ │ ├── libcity.evaluator.eta_evaluator.rst.txt │ │ ├── libcity.evaluator.eval_funcs.rst.txt │ │ ├── libcity.evaluator.geosan_evaluator.rst.txt │ │ ├── libcity.evaluator.map_matching_evaluator.rst.txt │ │ ├── libcity.evaluator.road_representation_evaluator.rst.txt │ │ ├── libcity.evaluator.rst.txt │ │ ├── libcity.evaluator.traffic_accident_evaluator.rst.txt │ │ ├── libcity.evaluator.traffic_state_evaluator.rst.txt │ │ ├── libcity.evaluator.traj_loc_pred_evaluator.rst.txt │ │ ├── libcity.evaluator.utils.rst.txt │ │ ├── libcity.executor.abstract_executor.rst.txt │ │ ├── libcity.executor.abstract_tradition_executor.rst.txt │ │ ├── libcity.executor.chebconv_executor.rst.txt │ │ ├── libcity.executor.dcrnn_executor.rst.txt │ │ ├── libcity.executor.eta_executor.rst.txt │ │ ├── libcity.executor.geml_executor.rst.txt │ │ ├── libcity.executor.gensim_executor.rst.txt │ │ ├── libcity.executor.geosan_executor.rst.txt │ │ ├── libcity.executor.hyper_tuning.rst.txt │ │ ├── libcity.executor.line_executor.rst.txt │ │ ├── libcity.executor.map_matching_executor.rst.txt │ │ ├── libcity.executor.mtgnn_executor.rst.txt │ │ ├── libcity.executor.rst.txt │ │ ├── libcity.executor.traffic_state_executor.rst.txt │ │ ├── libcity.executor.traj_loc_pred_executor.rst.txt │ │ ├── libcity.model.abstract_model.rst.txt │ │ ├── libcity.model.abstract_traffic_state_model.rst.txt │ │ ├── libcity.model.abstract_traffic_tradition_model.rst.txt │ │ ├── libcity.model.eta.DeepTTE.rst.txt │ │ ├── libcity.model.eta.TTPNet.rst.txt │ │ ├── libcity.model.eta.rst.txt │ │ ├── libcity.model.loss.rst.txt │ │ ├── libcity.model.map_matching.HMMM.rst.txt │ │ ├── libcity.model.map_matching.IVMM.rst.txt │ │ ├── libcity.model.map_matching.STMatching.rst.txt │ │ ├── libcity.model.map_matching.rst.txt │ │ ├── libcity.model.road_representation.ChebConv.rst.txt │ │ ├── libcity.model.road_representation.DeepWalk.rst.txt │ │ ├── libcity.model.road_representation.GAT.rst.txt │ │ ├── libcity.model.road_representation.GeomGCN.rst.txt │ │ ├── libcity.model.road_representation.LINE.rst.txt │ │ ├── libcity.model.road_representation.Node2Vec.rst.txt │ │ ├── libcity.model.road_representation.rst.txt │ │ ├── libcity.model.rst.txt │ │ ├── libcity.model.traffic_accident_prediction.GSNet.rst.txt │ │ ├── libcity.model.traffic_accident_prediction.rst.txt │ │ ├── libcity.model.traffic_demand_prediction.CCRNN.rst.txt │ │ ├── libcity.model.traffic_demand_prediction.DMVSTNet.rst.txt │ │ ├── libcity.model.traffic_demand_prediction.STG2Seq.rst.txt │ │ ├── libcity.model.traffic_demand_prediction.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ACFM.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ACFMCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.AGCRN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ASTGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ASTGCNCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.CONVGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.CONVGCNCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.CRANN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.DGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.DSAN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.MSTGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.MSTGCNCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.MultiSTGCnet.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ResLSTM.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.STDN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.STNN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.STResNet.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.STResNetCommon.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.STSGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.ToGCN.rst.txt │ │ ├── libcity.model.traffic_flow_prediction.rst.txt │ │ ├── libcity.model.traffic_od_prediction.CSTN.rst.txt │ │ ├── libcity.model.traffic_od_prediction.GEML.rst.txt │ │ ├── libcity.model.traffic_od_prediction.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.ATDM.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.AutoEncoder.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.DCRNN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.DKFN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.FNN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.GMAN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.GTS.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.GWNET.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.HGCN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.MTGNN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.RNN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.STAGGCN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.STGCN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.STMGAT.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.STTN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.Seq2Seq.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.TGCLSTM.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.TGCN.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.TemplateTSP.rst.txt │ │ ├── libcity.model.traffic_speed_prediction.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.ATSTLSTM.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.CARA.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.DeepMove.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.FPMC.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.GeoSAN.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.HSTLSTM.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.LSTPM.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.RNN.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.SERM.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.STAN.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.STRNN.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.TemplateTLP.rst.txt │ │ ├── libcity.model.trajectory_loc_prediction.rst.txt │ │ ├── libcity.model.utils.rst.txt │ │ ├── libcity.pipeline.pipeline.rst.txt │ │ ├── libcity.pipeline.rst.txt │ │ ├── libcity.utils.GPS_utils.rst.txt │ │ ├── libcity.utils.argument_list.rst.txt │ │ ├── libcity.utils.dataset.rst.txt │ │ ├── libcity.utils.normalization.rst.txt │ │ ├── libcity.utils.rst.txt │ │ ├── libcity.utils.utils.rst.txt │ │ └── libcity.utils.visualize.rst.txt │ ├── tutorial │ │ ├── add_model.md.txt │ │ ├── data_visualization.md.txt │ │ ├── hyper_tune.md.txt │ │ ├── install_quick_start.md.txt │ │ └── run_model.md.txt │ └── user_guide │ │ ├── config_settings.md.txt │ │ ├── data.rst.txt │ │ ├── data │ │ ├── args_for_data.md.txt │ │ ├── atomic_files.md.txt │ │ ├── batch.md.txt │ │ ├── data_flow.md.txt │ │ ├── dataset_class.md.txt │ │ ├── dataset_for_task.md.txt │ │ └── raw_data.md.txt │ │ ├── evaluator.rst.txt │ │ ├── evaluator │ │ ├── eta.rst.txt │ │ ├── map_matching.rst.txt │ │ ├── traffic_state_pred.rst.txt │ │ └── traj_loc_pred.rst.txt │ │ ├── executor.rst.txt │ │ ├── executor │ │ ├── eta.md.txt │ │ ├── map_matching.md.txt │ │ ├── traffic_state_pred.md.txt │ │ └── traj_loc_pred.md.txt │ │ ├── model.md.txt │ │ ├── model │ │ ├── Traffic_Flow_Prediction │ │ │ ├── ACFM.md.txt │ │ │ ├── AGCRN.md.txt │ │ │ ├── ASTGCN.md.txt │ │ │ ├── MSTGCN.md.txt │ │ │ └── STResNet.md.txt │ │ ├── Traffic_Speed_Prediction │ │ │ ├── GraphWaveNet.md.txt │ │ │ ├── STGCN.md.txt │ │ │ ├── TGCLSTM.md.txt │ │ │ ├── TGCN.md.txt │ │ │ └── dcrnn.md.txt │ │ └── Trajectory_Location_Prediction │ │ │ ├── DeepMove.md.txt │ │ │ ├── FPMC.md.txt │ │ │ ├── LSTPM.md.txt │ │ │ ├── RNN.md.txt │ │ │ ├── SERM.md.txt │ │ │ └── STRNN.md.txt │ │ ├── model1.rst.txt │ │ ├── usage.rst.txt │ │ └── usage │ │ ├── logger.md.txt │ │ ├── parameter_tuning.md.txt │ │ ├── run_model.md.txt │ │ └── standard_track.md.txt ├── _static │ ├── basic.css │ ├── css │ │ ├── badge_only.css │ │ ├── fonts │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ ├── fontawesome-webfont.eot │ │ │ ├── fontawesome-webfont.svg │ │ │ ├── fontawesome-webfont.ttf │ │ │ ├── fontawesome-webfont.woff │ │ │ ├── fontawesome-webfont.woff2 │ │ │ ├── lato-bold-italic.woff │ │ │ ├── lato-bold-italic.woff2 │ │ │ ├── lato-bold.woff │ │ │ ├── lato-bold.woff2 │ │ │ ├── lato-normal-italic.woff │ │ │ ├── lato-normal-italic.woff2 │ │ │ ├── lato-normal.woff │ │ │ └── lato-normal.woff2 │ │ └── theme.css │ ├── data_visualization1.png │ ├── data_visualization2.png │ ├── data_visualization3.png │ ├── doctools.js │ ├── documentation_options.js │ ├── file.png │ ├── fonts │ │ ├── FontAwesome.otf │ │ ├── Lato │ │ │ ├── lato-bold.eot │ │ │ ├── lato-bold.ttf │ │ │ ├── lato-bold.woff │ │ │ ├── lato-bold.woff2 │ │ │ ├── lato-bolditalic.eot │ │ │ ├── lato-bolditalic.ttf │ │ │ ├── lato-bolditalic.woff │ │ │ ├── lato-bolditalic.woff2 │ │ │ ├── lato-italic.eot │ │ │ ├── lato-italic.ttf │ │ │ ├── lato-italic.woff │ │ │ ├── lato-italic.woff2 │ │ │ ├── lato-regular.eot │ │ │ ├── lato-regular.ttf │ │ │ ├── lato-regular.woff │ │ │ └── lato-regular.woff2 │ │ ├── Roboto-Slab-Bold.woff │ │ ├── Roboto-Slab-Bold.woff2 │ │ ├── Roboto-Slab-Light.woff │ │ ├── Roboto-Slab-Light.woff2 │ │ ├── Roboto-Slab-Regular.woff │ │ ├── Roboto-Slab-Regular.woff2 │ │ ├── Roboto-Slab-Thin.woff │ │ ├── Roboto-Slab-Thin.woff2 │ │ ├── RobotoSlab │ │ │ ├── roboto-slab-v7-bold.eot │ │ │ ├── roboto-slab-v7-bold.ttf │ │ │ ├── roboto-slab-v7-bold.woff │ │ │ ├── roboto-slab-v7-bold.woff2 │ │ │ ├── roboto-slab-v7-regular.eot │ │ │ ├── roboto-slab-v7-regular.ttf │ │ │ ├── roboto-slab-v7-regular.woff │ │ │ └── roboto-slab-v7-regular.woff2 │ │ ├── fontawesome-webfont.eot │ │ ├── fontawesome-webfont.svg │ │ ├── fontawesome-webfont.ttf │ │ ├── fontawesome-webfont.woff │ │ ├── fontawesome-webfont.woff2 │ │ ├── lato-bold-italic.woff │ │ ├── lato-bold-italic.woff2 │ │ ├── lato-bold.woff │ │ ├── lato-bold.woff2 │ │ ├── lato-normal-italic.woff │ │ ├── lato-normal-italic.woff2 │ │ ├── lato-normal.woff │ │ └── lato-normal.woff2 │ ├── framework.png │ ├── hyper_tune1.png │ ├── hyper_tune2.png │ ├── jquery-3.5.1.js │ ├── jquery.js │ ├── js │ │ ├── badge_only.js │ │ ├── html5shiv-printshiv.min.js │ │ ├── html5shiv.min.js │ │ ├── modernizr.min.js │ │ └── theme.js │ ├── language_data.js │ ├── logo.png │ ├── minus.png │ ├── plus.png │ ├── pygments.css │ ├── run_model1.png │ ├── run_model2.png │ ├── run_model3.png │ ├── run_model4.png │ ├── searchtools.js │ ├── tensorboard.png │ ├── underscore-1.3.1.js │ └── underscore.js ├── developer_guide │ ├── code_style.html │ ├── implemented_datasets.html │ ├── implemented_executors.html │ └── implemented_models.html ├── genindex.html ├── get_started │ ├── directory_structure.html │ ├── install.html │ ├── introduction.html │ └── quick_start.html ├── index.html ├── libcity │ ├── libcity.config.config_parser.html │ ├── libcity.config.html │ ├── libcity.data.batch.html │ ├── libcity.data.dataset.abstract_dataset.html │ ├── libcity.data.dataset.acfm_dataset.html │ ├── libcity.data.dataset.astgcn_dataset.html │ ├── libcity.data.dataset.ccrnn_dataset.html │ ├── libcity.data.dataset.convgcn_dataset.html │ ├── libcity.data.dataset.crann_dataset.html │ ├── libcity.data.dataset.dataset_subclass.acfm_dataset.html │ ├── libcity.data.dataset.dataset_subclass.astgcn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.ccrnn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.chebconv_dataset.html │ ├── libcity.data.dataset.dataset_subclass.convgcn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.crann_dataset.html │ ├── libcity.data.dataset.dataset_subclass.cstn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.dmvstnet_dataset.html │ ├── libcity.data.dataset.dataset_subclass.geosan_dataset.html │ ├── libcity.data.dataset.dataset_subclass.gman_dataset.html │ ├── libcity.data.dataset.dataset_subclass.gsnet_dataset.html │ ├── libcity.data.dataset.dataset_subclass.gts_dataset.html │ ├── libcity.data.dataset.dataset_subclass.hgcn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.html │ ├── libcity.data.dataset.dataset_subclass.line_dataset.html │ ├── libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.html │ ├── libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.html │ ├── libcity.data.dataset.dataset_subclass.reslstm_dataset.html │ ├── libcity.data.dataset.dataset_subclass.staggcn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.stdn_dataset.html │ ├── libcity.data.dataset.dataset_subclass.stg2seq_dataset.html │ ├── libcity.data.dataset.dataset_subclass.stresnet_dataset.html │ ├── libcity.data.dataset.dataset_subclass.tgclstm_dataset.html │ ├── libcity.data.dataset.dmvstnet_dataset.html │ ├── libcity.data.dataset.eta_dataset.html │ ├── libcity.data.dataset.eta_encoder.abstract_eta_encoder.html │ ├── libcity.data.dataset.eta_encoder.deeptte_encoder.html │ ├── libcity.data.dataset.eta_encoder.html │ ├── libcity.data.dataset.eta_encoder.ttpnet_encoder.html │ ├── libcity.data.dataset.geosan_dataset.html │ ├── libcity.data.dataset.gman_dataset.html │ ├── libcity.data.dataset.gts_dataset.html │ ├── libcity.data.dataset.hgcn_dataset.html │ ├── libcity.data.dataset.html │ ├── libcity.data.dataset.map_matching_dataset.html │ ├── libcity.data.dataset.multi_stgcnet_dataset.html │ ├── libcity.data.dataset.pbs_trajectory_dataset.html │ ├── libcity.data.dataset.reslstm_dataset.html │ ├── libcity.data.dataset.roadnetwork_dataset.html │ ├── libcity.data.dataset.staggcn_dataset.html │ ├── libcity.data.dataset.stdn_dataset.html │ ├── libcity.data.dataset.stg2seq_dataset.html │ ├── libcity.data.dataset.stresnet_dataset.html │ ├── libcity.data.dataset.tgclstm_dataset.html │ ├── libcity.data.dataset.traffic_state_cpt_dataset.html │ ├── libcity.data.dataset.traffic_state_datatset.html │ ├── libcity.data.dataset.traffic_state_grid_dataset.html │ ├── libcity.data.dataset.traffic_state_grid_od_dataset.html │ ├── libcity.data.dataset.traffic_state_od_dataset.html │ ├── libcity.data.dataset.traffic_state_point_dataset.html │ ├── libcity.data.dataset.trajectory_dataset.html │ ├── libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.atstlstm_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.cara_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.hstlstm_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.lstpm_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.serm_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.stan_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.html │ ├── libcity.data.dataset.trajectory_encoder.strnn_encoder.html │ ├── libcity.data.html │ ├── libcity.data.list_dataset.html │ ├── libcity.data.utils.html │ ├── libcity.evaluator.abstract_evaluator.html │ ├── libcity.evaluator.cara_loc_pred_evaluator.html │ ├── libcity.evaluator.eta_evaluator.html │ ├── libcity.evaluator.eval_funcs.html │ ├── libcity.evaluator.geosan_evaluator.html │ ├── libcity.evaluator.html │ ├── libcity.evaluator.map_matching_evaluator.html │ ├── libcity.evaluator.road_representation_evaluator.html │ ├── libcity.evaluator.traffic_accident_evaluator.html │ ├── libcity.evaluator.traffic_state_evaluator.html │ ├── libcity.evaluator.traj_loc_pred_evaluator.html │ ├── libcity.evaluator.utils.html │ ├── libcity.executor.abstract_executor.html │ ├── libcity.executor.abstract_tradition_executor.html │ ├── libcity.executor.chebconv_executor.html │ ├── libcity.executor.dcrnn_executor.html │ ├── libcity.executor.eta_executor.html │ ├── libcity.executor.geml_executor.html │ ├── libcity.executor.gensim_executor.html │ ├── libcity.executor.geosan_executor.html │ ├── libcity.executor.html │ ├── libcity.executor.hyper_tuning.html │ ├── libcity.executor.line_executor.html │ ├── libcity.executor.map_matching_executor.html │ ├── libcity.executor.mtgnn_executor.html │ ├── libcity.executor.traffic_state_executor.html │ ├── libcity.executor.traj_loc_pred_executor.html │ ├── libcity.model.abstract_model.html │ ├── libcity.model.abstract_traffic_state_model.html │ ├── libcity.model.abstract_traffic_tradition_model.html │ ├── libcity.model.eta.DeepTTE.html │ ├── libcity.model.eta.TTPNet.html │ ├── libcity.model.eta.html │ ├── libcity.model.html │ ├── libcity.model.loss.html │ ├── libcity.model.map_matching.HMMM.html │ ├── libcity.model.map_matching.IVMM.html │ ├── libcity.model.map_matching.STMatching.html │ ├── libcity.model.map_matching.html │ ├── libcity.model.road_representation.ChebConv.html │ ├── libcity.model.road_representation.DeepWalk.html │ ├── libcity.model.road_representation.GAT.html │ ├── libcity.model.road_representation.GeomGCN.html │ ├── libcity.model.road_representation.LINE.html │ ├── libcity.model.road_representation.Node2Vec.html │ ├── libcity.model.road_representation.html │ ├── libcity.model.traffic_accident_prediction.GSNet.html │ ├── libcity.model.traffic_accident_prediction.html │ ├── libcity.model.traffic_demand_prediction.CCRNN.html │ ├── libcity.model.traffic_demand_prediction.DMVSTNet.html │ ├── libcity.model.traffic_demand_prediction.STG2Seq.html │ ├── libcity.model.traffic_demand_prediction.html │ ├── libcity.model.traffic_flow_prediction.ACFM.html │ ├── libcity.model.traffic_flow_prediction.ACFMCommon.html │ ├── libcity.model.traffic_flow_prediction.AGCRN.html │ ├── libcity.model.traffic_flow_prediction.ASTGCN.html │ ├── libcity.model.traffic_flow_prediction.ASTGCNCommon.html │ ├── libcity.model.traffic_flow_prediction.CONVGCN.html │ ├── libcity.model.traffic_flow_prediction.CONVGCNCommon.html │ ├── libcity.model.traffic_flow_prediction.CRANN.html │ ├── libcity.model.traffic_flow_prediction.DGCN.html │ ├── libcity.model.traffic_flow_prediction.DSAN.html │ ├── libcity.model.traffic_flow_prediction.MSTGCN.html │ ├── libcity.model.traffic_flow_prediction.MSTGCNCommon.html │ ├── libcity.model.traffic_flow_prediction.MultiSTGCnet.html │ ├── libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.html │ ├── libcity.model.traffic_flow_prediction.ResLSTM.html │ ├── libcity.model.traffic_flow_prediction.STDN.html │ ├── libcity.model.traffic_flow_prediction.STNN.html │ ├── libcity.model.traffic_flow_prediction.STResNet.html │ ├── libcity.model.traffic_flow_prediction.STResNetCommon.html │ ├── libcity.model.traffic_flow_prediction.STSGCN.html │ ├── libcity.model.traffic_flow_prediction.ToGCN.html │ ├── libcity.model.traffic_flow_prediction.html │ ├── libcity.model.traffic_od_prediction.CSTN.html │ ├── libcity.model.traffic_od_prediction.GEML.html │ ├── libcity.model.traffic_od_prediction.html │ ├── libcity.model.traffic_speed_prediction.ATDM.html │ ├── libcity.model.traffic_speed_prediction.AutoEncoder.html │ ├── libcity.model.traffic_speed_prediction.DCRNN.html │ ├── libcity.model.traffic_speed_prediction.DKFN.html │ ├── libcity.model.traffic_speed_prediction.FNN.html │ ├── libcity.model.traffic_speed_prediction.GMAN.html │ ├── libcity.model.traffic_speed_prediction.GTS.html │ ├── libcity.model.traffic_speed_prediction.GWNET.html │ ├── libcity.model.traffic_speed_prediction.HGCN.html │ ├── libcity.model.traffic_speed_prediction.MTGNN.html │ ├── libcity.model.traffic_speed_prediction.RNN.html │ ├── libcity.model.traffic_speed_prediction.STAGGCN.html │ ├── libcity.model.traffic_speed_prediction.STGCN.html │ ├── libcity.model.traffic_speed_prediction.STMGAT.html │ ├── libcity.model.traffic_speed_prediction.STTN.html │ ├── libcity.model.traffic_speed_prediction.Seq2Seq.html │ ├── libcity.model.traffic_speed_prediction.TGCLSTM.html │ ├── libcity.model.traffic_speed_prediction.TGCN.html │ ├── libcity.model.traffic_speed_prediction.TemplateTSP.html │ ├── libcity.model.traffic_speed_prediction.html │ ├── libcity.model.trajectory_loc_prediction.ATSTLSTM.html │ ├── libcity.model.trajectory_loc_prediction.CARA.html │ ├── libcity.model.trajectory_loc_prediction.DeepMove.html │ ├── libcity.model.trajectory_loc_prediction.FPMC.html │ ├── libcity.model.trajectory_loc_prediction.GeoSAN.html │ ├── libcity.model.trajectory_loc_prediction.HSTLSTM.html │ ├── libcity.model.trajectory_loc_prediction.LSTPM.html │ ├── libcity.model.trajectory_loc_prediction.RNN.html │ ├── libcity.model.trajectory_loc_prediction.SERM.html │ ├── libcity.model.trajectory_loc_prediction.STAN.html │ ├── libcity.model.trajectory_loc_prediction.STRNN.html │ ├── libcity.model.trajectory_loc_prediction.TemplateTLP.html │ ├── libcity.model.trajectory_loc_prediction.html │ ├── libcity.model.utils.html │ ├── libcity.pipeline.html │ ├── libcity.pipeline.pipeline.html │ ├── libcity.utils.GPS_utils.html │ ├── libcity.utils.argument_list.html │ ├── libcity.utils.dataset.html │ ├── libcity.utils.html │ ├── libcity.utils.normalization.html │ ├── libcity.utils.utils.html │ └── libcity.utils.visualize.html ├── objects.inv ├── py-modindex.html ├── search.html ├── searchindex.js ├── tutorial │ ├── add_model.html │ ├── data_visualization.html │ ├── hyper_tune.html │ ├── install_quick_start.html │ └── run_model.html └── user_guide │ ├── config_settings.html │ ├── data.html │ ├── data │ ├── args_for_data.html │ ├── atomic_files.html │ ├── batch.html │ ├── data_flow.html │ ├── dataset_class.html │ ├── dataset_for_task.html │ └── raw_data.html │ ├── evaluator.html │ ├── evaluator │ ├── eta.html │ ├── map_matching.html │ ├── traffic_state_pred.html │ └── traj_loc_pred.html │ ├── executor.html │ ├── executor │ ├── eta.html │ ├── map_matching.html │ ├── traffic_state_pred.html │ └── traj_loc_pred.html │ ├── model.html │ ├── model │ ├── Traffic_Flow_Prediction │ │ ├── ACFM.html │ │ ├── AGCRN.html │ │ ├── ASTGCN.html │ │ ├── MSTGCN.html │ │ └── STResNet.html │ ├── Traffic_Speed_Prediction │ │ ├── GraphWaveNet.html │ │ ├── STGCN.html │ │ ├── TGCLSTM.html │ │ ├── TGCN.html │ │ └── dcrnn.html │ └── Trajectory_Location_Prediction │ │ ├── DeepMove.html │ │ ├── FPMC.html │ │ ├── LSTPM.html │ │ ├── RNN.html │ │ ├── SERM.html │ │ └── STRNN.html │ ├── model1.html │ ├── usage.html │ └── usage │ ├── logger.html │ ├── parameter_tuning.html │ ├── run_model.html │ └── standard_track.html ├── libcity ├── __init__.py ├── config │ ├── __init__.py │ ├── config_parser.py │ ├── data │ │ ├── ACFMDataset.json │ │ ├── ASTGCNDataset.json │ │ ├── CCRNNDataset.json │ │ ├── CONVGCNDataset.json │ │ ├── CRANNDataset.json │ │ ├── CSTNDataset.json │ │ ├── ChebConvDataset.json │ │ ├── DMVSTNetDataset.json │ │ ├── ETADataset.json │ │ ├── GMANDataset.json │ │ ├── GSNetDataset.json │ │ ├── GTSDataset.json │ │ ├── GeoSANDataset.json │ │ ├── HGCNDataset.json │ │ ├── LineDataset.json │ │ ├── MapMatchingDataset.json │ │ ├── MultiSTGCnetDataset.json │ │ ├── PBSTrajectoryDataset.json │ │ ├── RESLSTMDataset.json │ │ ├── RoadNetWorkDataset.json │ │ ├── STAGGCNDataset.json │ │ ├── STDNDataset.json │ │ ├── STG2SeqDataset.json │ │ ├── STResNetDataset.json │ │ ├── SermTrajectoryDataset.json │ │ ├── TGCLSTMDataset.json │ │ ├── TrafficStateCPTDataset.json │ │ ├── TrafficStateDataset.json │ │ ├── TrafficStateGridDataset.json │ │ ├── TrafficStateGridOdDataset.json │ │ ├── TrafficStateOdDataset.json │ │ ├── TrafficStatePointDataset.json │ │ └── TrajectoryDataset.json │ ├── evaluator │ │ ├── CARALocPredEvaluator.json │ │ ├── ETAEvaluator.json │ │ ├── GeoSANEvaluator.json │ │ ├── MapMatchingEvaluator.json │ │ ├── RoadRepresentationEvaluator.json │ │ ├── TrafficAccidentEvaluator.json │ │ ├── TrafficStateEvaluator.json │ │ └── TrajLocPredEvaluator.json │ ├── executor │ │ ├── AbstractTraditionExecutor.json │ │ ├── ChebConvExecutor.json │ │ ├── DCRNNExecutor.json │ │ ├── ETAExecutor.json │ │ ├── GEMLExecutor.json │ │ ├── GensimExecutor.json │ │ ├── GeoSANExecutor.json │ │ ├── LINEExecutor.json │ │ ├── MTGNNExecutor.json │ │ ├── MapMatchingExecutor.json │ │ ├── TrafficStateExecutor.json │ │ └── TrajLocPredExecutor.json │ ├── model │ │ ├── eta │ │ │ ├── DeepTTE.json │ │ │ └── TTPNet.json │ │ ├── map_matching │ │ │ ├── HMMM.json │ │ │ ├── IVMM.json │ │ │ └── STMatching.json │ │ ├── road_representation │ │ │ ├── ChebConv.json │ │ │ ├── DeepWalk.json │ │ │ ├── GAT.json │ │ │ ├── GeomGCN.json │ │ │ ├── LINE.json │ │ │ └── Node2Vec.json │ │ ├── traffic_state_pred │ │ │ ├── ACFM.json │ │ │ ├── ACFMCommon.json │ │ │ ├── AGCRN.json │ │ │ ├── ASTGCN.json │ │ │ ├── ASTGCNCommon.json │ │ │ ├── ATDM.json │ │ │ ├── AutoEncoder.json │ │ │ ├── CCRNN.json │ │ │ ├── CONVGCN.json │ │ │ ├── CONVGCNCommon.json │ │ │ ├── CRANN.json │ │ │ ├── CSTN.json │ │ │ ├── DCRNN.json │ │ │ ├── DGCN.json │ │ │ ├── DKFN.json │ │ │ ├── DMVSTNet.json │ │ │ ├── DSAN.json │ │ │ ├── FNN.json │ │ │ ├── GEML.json │ │ │ ├── GMAN.json │ │ │ ├── GSNet.json │ │ │ ├── GTS.json │ │ │ ├── GWNET.json │ │ │ ├── HGCN.json │ │ │ ├── MSTGCN.json │ │ │ ├── MSTGCNCommon.json │ │ │ ├── MTGNN.json │ │ │ ├── MultiSTGCnet.json │ │ │ ├── MultiSTGCnetCommon.json │ │ │ ├── RNN.json │ │ │ ├── ResLSTM.json │ │ │ ├── STAGGCN.json │ │ │ ├── STDN.json │ │ │ ├── STG2Seq.json │ │ │ ├── STGCN.json │ │ │ ├── STMGAT.json │ │ │ ├── STNN.json │ │ │ ├── STResNet.json │ │ │ ├── STResNetCommon.json │ │ │ ├── STSGCN.json │ │ │ ├── STTN.json │ │ │ ├── Seq2Seq.json │ │ │ ├── TGCLSTM.json │ │ │ ├── TGCN.json │ │ │ ├── TemplateTSP.json │ │ │ └── ToGCN.json │ │ └── traj_loc_pred │ │ │ ├── ATSTLSTM.json │ │ │ ├── CARA.json │ │ │ ├── DeepMove.json │ │ │ ├── FPMC.json │ │ │ ├── GeoSAN.json │ │ │ ├── HSTLSTM.json │ │ │ ├── LSTPM.json │ │ │ ├── RNN.json │ │ │ ├── SERM.json │ │ │ ├── STAN.json │ │ │ ├── STRNN.json │ │ │ └── TemplateTLP.json │ └── task_config.json ├── data │ ├── __init__.py │ ├── batch.py │ ├── dataset │ │ ├── __init__.py │ │ ├── abstract_dataset.py │ │ ├── dataset_subclass │ │ │ ├── __init__.py │ │ │ ├── acfm_dataset.py │ │ │ ├── astgcn_dataset.py │ │ │ ├── ccrnn_dataset.py │ │ │ ├── chebconv_dataset.py │ │ │ ├── convgcn_dataset.py │ │ │ ├── crann_dataset.py │ │ │ ├── cstn_dataset.py │ │ │ ├── dmvstnet_dataset.py │ │ │ ├── geosan_dataset.py │ │ │ ├── gman_dataset.py │ │ │ ├── gsnet_dataset.py │ │ │ ├── gts_dataset.py │ │ │ ├── hgcn_dataset.py │ │ │ ├── line_dataset.py │ │ │ ├── multi_stgcnet_dataset.py │ │ │ ├── pbs_trajectory_dataset.py │ │ │ ├── reslstm_dataset.py │ │ │ ├── staggcn_dataset.py │ │ │ ├── stdn_dataset.py │ │ │ ├── stg2seq_dataset.py │ │ │ ├── stresnet_dataset.py │ │ │ └── tgclstm_dataset.py │ │ ├── eta_dataset.py │ │ ├── eta_encoder │ │ │ ├── __init__.py │ │ │ ├── abstract_eta_encoder.py │ │ │ ├── deeptte_encoder.py │ │ │ └── ttpnet_encoder.py │ │ ├── map_matching_dataset.py │ │ ├── roadnetwork_dataset.py │ │ ├── traffic_state_cpt_dataset.py │ │ ├── traffic_state_datatset.py │ │ ├── traffic_state_grid_dataset.py │ │ ├── traffic_state_grid_od_dataset.py │ │ ├── traffic_state_od_dataset.py │ │ ├── traffic_state_point_dataset.py │ │ ├── trajectory_dataset.py │ │ └── trajectory_encoder │ │ │ ├── __init__.py │ │ │ ├── abstract_trajectory_encoder.py │ │ │ ├── atstlstm_encoder.py │ │ │ ├── cara_encoder.py │ │ │ ├── hstlstm_encoder.py │ │ │ ├── lstpm_encoder.py │ │ │ ├── serm_encoder.py │ │ │ ├── stan_encoder.py │ │ │ ├── standard_trajectory_encoder.py │ │ │ └── strnn_encoder.py │ ├── list_dataset.py │ └── utils.py ├── evaluator │ ├── __init__.py │ ├── abstract_evaluator.py │ ├── cara_loc_pred_evaluator.py │ ├── eta_evaluator.py │ ├── eval_funcs.py │ ├── geosan_evaluator.py │ ├── map_matching_evaluator.py │ ├── road_representation_evaluator.py │ ├── traffic_accident_evaluator.py │ ├── traffic_state_evaluator.py │ ├── traj_loc_pred_evaluator.py │ └── utils.py ├── executor │ ├── __init__.py │ ├── abstract_executor.py │ ├── abstract_tradition_executor.py │ ├── chebconv_executor.py │ ├── dcrnn_executor.py │ ├── eta_executor.py │ ├── geml_executor.py │ ├── gensim_executor.py │ ├── geosan_executor.py │ ├── hyper_tuning.py │ ├── line_executor.py │ ├── map_matching_executor.py │ ├── mtgnn_executor.py │ ├── traffic_state_executor.py │ └── traj_loc_pred_executor.py ├── model │ ├── __init__.py │ ├── abstract_model.py │ ├── abstract_traffic_state_model.py │ ├── abstract_traffic_tradition_model.py │ ├── eta │ │ ├── DeepTTE.py │ │ ├── TTPNet.py │ │ └── __init__.py │ ├── loss.py │ ├── map_matching │ │ ├── HMMM.py │ │ ├── IVMM.py │ │ ├── STMatching.py │ │ └── __init__.py │ ├── road_representation │ │ ├── ChebConv.py │ │ ├── DeepWalk.py │ │ ├── GAT.py │ │ ├── GeomGCN.py │ │ ├── LINE.py │ │ ├── Node2Vec.py │ │ └── __init__.py │ ├── traffic_accident_prediction │ │ ├── GSNet.py │ │ └── __init__.py │ ├── traffic_demand_prediction │ │ ├── CCRNN.py │ │ ├── DMVSTNet.py │ │ ├── STG2Seq.py │ │ └── __init__.py │ ├── traffic_flow_prediction │ │ ├── ACFM.py │ │ ├── ACFMCommon.py │ │ ├── AGCRN.py │ │ ├── ASTGCN.py │ │ ├── ASTGCNCommon.py │ │ ├── CONVGCN.py │ │ ├── CONVGCNCommon.py │ │ ├── CRANN.py │ │ ├── DGCN.py │ │ ├── DSAN.py │ │ ├── MSTGCN.py │ │ ├── MSTGCNCommon.py │ │ ├── MultiSTGCnet.py │ │ ├── MultiSTGCnetCommon.py │ │ ├── ResLSTM.py │ │ ├── STDN.py │ │ ├── STNN.py │ │ ├── STResNet.py │ │ ├── STResNetCommon.py │ │ ├── STSGCN.py │ │ ├── ToGCN.py │ │ └── __init__.py │ ├── traffic_od_prediction │ │ ├── CSTN.py │ │ ├── GEML.py │ │ └── __init__.py │ ├── traffic_speed_prediction │ │ ├── ATDM.py │ │ ├── AutoEncoder.py │ │ ├── DCRNN.py │ │ ├── DKFN.py │ │ ├── FNN.py │ │ ├── GMAN.py │ │ ├── GTS.py │ │ ├── GWNET.py │ │ ├── HGCN.py │ │ ├── MTGNN.py │ │ ├── RNN.py │ │ ├── STAGGCN.py │ │ ├── STGCN.py │ │ ├── STMGAT.py │ │ ├── STTN.py │ │ ├── Seq2Seq.py │ │ ├── TGCLSTM.py │ │ ├── TGCN.py │ │ ├── TemplateTSP.py │ │ └── __init__.py │ ├── trajectory_loc_prediction │ │ ├── ATSTLSTM.py │ │ ├── CARA.py │ │ ├── DeepMove.py │ │ ├── FPMC.py │ │ ├── GeoSAN.py │ │ ├── HSTLSTM.py │ │ ├── LSTPM.py │ │ ├── RNN.py │ │ ├── SERM.py │ │ ├── STAN.py │ │ ├── STRNN.py │ │ ├── TemplateTLP.py │ │ └── __init__.py │ └── utils.py ├── pipeline │ ├── __init__.py │ └── pipeline.py └── utils │ ├── GPS_utils.py │ ├── __init__.py │ ├── argument_list.py │ ├── dataset.py │ ├── normalization.py │ ├── utils.py │ └── visualize.py ├── make.bat └── source ├── _static ├── data_visualization1.png ├── data_visualization2.png ├── data_visualization3.png ├── framework.png ├── hyper_tune1.png ├── hyper_tune2.png ├── logo.png ├── run_model1.png ├── run_model2.png ├── run_model3.png ├── run_model4.png └── tensorboard.png ├── clear.py ├── conf.py ├── developer_guide ├── code_style.md ├── implemented_datasets.md ├── implemented_executors.md └── implemented_models.md ├── get_started ├── directory_structure.md ├── install.md ├── introduction.md └── quick_start.md ├── index.rst ├── libcity ├── libcity.config.config_parser.rst ├── libcity.config.rst ├── libcity.data.batch.rst ├── libcity.data.dataset.abstract_dataset.rst ├── libcity.data.dataset.dataset_subclass.acfm_dataset.rst ├── libcity.data.dataset.dataset_subclass.astgcn_dataset.rst ├── libcity.data.dataset.dataset_subclass.ccrnn_dataset.rst ├── libcity.data.dataset.dataset_subclass.chebconv_dataset.rst ├── libcity.data.dataset.dataset_subclass.convgcn_dataset.rst ├── libcity.data.dataset.dataset_subclass.crann_dataset.rst ├── libcity.data.dataset.dataset_subclass.cstn_dataset.rst ├── libcity.data.dataset.dataset_subclass.dmvstnet_dataset.rst ├── libcity.data.dataset.dataset_subclass.geosan_dataset.rst ├── libcity.data.dataset.dataset_subclass.gman_dataset.rst ├── libcity.data.dataset.dataset_subclass.gsnet_dataset.rst ├── libcity.data.dataset.dataset_subclass.gts_dataset.rst ├── libcity.data.dataset.dataset_subclass.hgcn_dataset.rst ├── libcity.data.dataset.dataset_subclass.line_dataset.rst ├── libcity.data.dataset.dataset_subclass.multi_stgcnet_dataset.rst ├── libcity.data.dataset.dataset_subclass.pbs_trajectory_dataset.rst ├── libcity.data.dataset.dataset_subclass.reslstm_dataset.rst ├── libcity.data.dataset.dataset_subclass.rst ├── libcity.data.dataset.dataset_subclass.staggcn_dataset.rst ├── libcity.data.dataset.dataset_subclass.stdn_dataset.rst ├── libcity.data.dataset.dataset_subclass.stg2seq_dataset.rst ├── libcity.data.dataset.dataset_subclass.stresnet_dataset.rst ├── libcity.data.dataset.dataset_subclass.tgclstm_dataset.rst ├── libcity.data.dataset.eta_dataset.rst ├── libcity.data.dataset.eta_encoder.abstract_eta_encoder.rst ├── libcity.data.dataset.eta_encoder.deeptte_encoder.rst ├── libcity.data.dataset.eta_encoder.rst ├── libcity.data.dataset.eta_encoder.ttpnet_encoder.rst ├── libcity.data.dataset.map_matching_dataset.rst ├── libcity.data.dataset.roadnetwork_dataset.rst ├── libcity.data.dataset.rst ├── libcity.data.dataset.traffic_state_cpt_dataset.rst ├── libcity.data.dataset.traffic_state_datatset.rst ├── libcity.data.dataset.traffic_state_grid_dataset.rst ├── libcity.data.dataset.traffic_state_grid_od_dataset.rst ├── libcity.data.dataset.traffic_state_od_dataset.rst ├── libcity.data.dataset.traffic_state_point_dataset.rst ├── libcity.data.dataset.trajectory_dataset.rst ├── libcity.data.dataset.trajectory_encoder.abstract_trajectory_encoder.rst ├── libcity.data.dataset.trajectory_encoder.atstlstm_encoder.rst ├── libcity.data.dataset.trajectory_encoder.cara_encoder.rst ├── libcity.data.dataset.trajectory_encoder.hstlstm_encoder.rst ├── libcity.data.dataset.trajectory_encoder.lstpm_encoder.rst ├── libcity.data.dataset.trajectory_encoder.rst ├── libcity.data.dataset.trajectory_encoder.serm_encoder.rst ├── libcity.data.dataset.trajectory_encoder.stan_encoder.rst ├── libcity.data.dataset.trajectory_encoder.standard_trajectory_encoder.rst ├── libcity.data.dataset.trajectory_encoder.strnn_encoder.rst ├── libcity.data.list_dataset.rst ├── libcity.data.rst ├── libcity.data.utils.rst ├── libcity.evaluator.abstract_evaluator.rst ├── libcity.evaluator.cara_loc_pred_evaluator.rst ├── libcity.evaluator.eta_evaluator.rst ├── libcity.evaluator.eval_funcs.rst ├── libcity.evaluator.geosan_evaluator.rst ├── libcity.evaluator.map_matching_evaluator.rst ├── libcity.evaluator.road_representation_evaluator.rst ├── libcity.evaluator.rst ├── libcity.evaluator.traffic_accident_evaluator.rst ├── libcity.evaluator.traffic_state_evaluator.rst ├── libcity.evaluator.traj_loc_pred_evaluator.rst ├── libcity.evaluator.utils.rst ├── libcity.executor.abstract_executor.rst ├── libcity.executor.abstract_tradition_executor.rst ├── libcity.executor.chebconv_executor.rst ├── libcity.executor.dcrnn_executor.rst ├── libcity.executor.eta_executor.rst ├── libcity.executor.geml_executor.rst ├── libcity.executor.gensim_executor.rst ├── libcity.executor.geosan_executor.rst ├── libcity.executor.hyper_tuning.rst ├── libcity.executor.line_executor.rst ├── libcity.executor.map_matching_executor.rst ├── libcity.executor.mtgnn_executor.rst ├── libcity.executor.rst ├── libcity.executor.traffic_state_executor.rst ├── libcity.executor.traj_loc_pred_executor.rst ├── libcity.model.abstract_model.rst ├── libcity.model.abstract_traffic_state_model.rst ├── libcity.model.abstract_traffic_tradition_model.rst ├── libcity.model.eta.DeepTTE.rst ├── libcity.model.eta.TTPNet.rst ├── libcity.model.eta.rst ├── libcity.model.loss.rst ├── libcity.model.map_matching.HMMM.rst ├── libcity.model.map_matching.IVMM.rst ├── libcity.model.map_matching.STMatching.rst ├── libcity.model.map_matching.rst ├── libcity.model.road_representation.ChebConv.rst ├── libcity.model.road_representation.DeepWalk.rst ├── libcity.model.road_representation.GAT.rst ├── libcity.model.road_representation.GeomGCN.rst ├── libcity.model.road_representation.LINE.rst ├── libcity.model.road_representation.Node2Vec.rst ├── libcity.model.road_representation.rst ├── libcity.model.rst ├── libcity.model.traffic_accident_prediction.GSNet.rst ├── libcity.model.traffic_accident_prediction.rst ├── libcity.model.traffic_demand_prediction.CCRNN.rst ├── libcity.model.traffic_demand_prediction.DMVSTNet.rst ├── libcity.model.traffic_demand_prediction.STG2Seq.rst ├── libcity.model.traffic_demand_prediction.rst ├── libcity.model.traffic_flow_prediction.ACFM.rst ├── libcity.model.traffic_flow_prediction.ACFMCommon.rst ├── libcity.model.traffic_flow_prediction.AGCRN.rst ├── libcity.model.traffic_flow_prediction.ASTGCN.rst ├── libcity.model.traffic_flow_prediction.ASTGCNCommon.rst ├── libcity.model.traffic_flow_prediction.CONVGCN.rst ├── libcity.model.traffic_flow_prediction.CONVGCNCommon.rst ├── libcity.model.traffic_flow_prediction.CRANN.rst ├── libcity.model.traffic_flow_prediction.DGCN.rst ├── libcity.model.traffic_flow_prediction.DSAN.rst ├── libcity.model.traffic_flow_prediction.MSTGCN.rst ├── libcity.model.traffic_flow_prediction.MSTGCNCommon.rst ├── libcity.model.traffic_flow_prediction.MultiSTGCnet.rst ├── libcity.model.traffic_flow_prediction.MultiSTGCnetCommon.rst ├── libcity.model.traffic_flow_prediction.ResLSTM.rst ├── libcity.model.traffic_flow_prediction.STDN.rst ├── libcity.model.traffic_flow_prediction.STNN.rst ├── libcity.model.traffic_flow_prediction.STResNet.rst ├── libcity.model.traffic_flow_prediction.STResNetCommon.rst ├── libcity.model.traffic_flow_prediction.STSGCN.rst ├── libcity.model.traffic_flow_prediction.ToGCN.rst ├── libcity.model.traffic_flow_prediction.rst ├── libcity.model.traffic_od_prediction.CSTN.rst ├── libcity.model.traffic_od_prediction.GEML.rst ├── libcity.model.traffic_od_prediction.rst ├── libcity.model.traffic_speed_prediction.ATDM.rst ├── libcity.model.traffic_speed_prediction.AutoEncoder.rst ├── libcity.model.traffic_speed_prediction.DCRNN.rst ├── libcity.model.traffic_speed_prediction.DKFN.rst ├── libcity.model.traffic_speed_prediction.FNN.rst ├── libcity.model.traffic_speed_prediction.GMAN.rst ├── libcity.model.traffic_speed_prediction.GTS.rst ├── libcity.model.traffic_speed_prediction.GWNET.rst ├── libcity.model.traffic_speed_prediction.HGCN.rst ├── libcity.model.traffic_speed_prediction.MTGNN.rst ├── libcity.model.traffic_speed_prediction.RNN.rst ├── libcity.model.traffic_speed_prediction.STAGGCN.rst ├── libcity.model.traffic_speed_prediction.STGCN.rst ├── libcity.model.traffic_speed_prediction.STMGAT.rst ├── libcity.model.traffic_speed_prediction.STTN.rst ├── libcity.model.traffic_speed_prediction.Seq2Seq.rst ├── libcity.model.traffic_speed_prediction.TGCLSTM.rst ├── libcity.model.traffic_speed_prediction.TGCN.rst ├── libcity.model.traffic_speed_prediction.TemplateTSP.rst ├── libcity.model.traffic_speed_prediction.rst ├── libcity.model.trajectory_loc_prediction.ATSTLSTM.rst ├── libcity.model.trajectory_loc_prediction.CARA.rst ├── libcity.model.trajectory_loc_prediction.DeepMove.rst ├── libcity.model.trajectory_loc_prediction.FPMC.rst ├── libcity.model.trajectory_loc_prediction.GeoSAN.rst ├── libcity.model.trajectory_loc_prediction.HSTLSTM.rst ├── libcity.model.trajectory_loc_prediction.LSTPM.rst ├── libcity.model.trajectory_loc_prediction.RNN.rst ├── libcity.model.trajectory_loc_prediction.SERM.rst ├── libcity.model.trajectory_loc_prediction.STAN.rst ├── libcity.model.trajectory_loc_prediction.STRNN.rst ├── libcity.model.trajectory_loc_prediction.TemplateTLP.rst ├── libcity.model.trajectory_loc_prediction.rst ├── libcity.model.utils.rst ├── libcity.pipeline.pipeline.rst ├── libcity.pipeline.rst ├── libcity.utils.GPS_utils.rst ├── libcity.utils.argument_list.rst ├── libcity.utils.dataset.rst ├── libcity.utils.normalization.rst ├── libcity.utils.rst ├── libcity.utils.utils.rst └── libcity.utils.visualize.rst ├── requirements.txt ├── tutorial ├── add_model.md ├── data_visualization.md ├── hyper_tune.md ├── install_quick_start.md └── run_model.md └── user_guide ├── config_settings.md ├── data.rst ├── data ├── args_for_data.md ├── atomic_files.md ├── batch.md ├── data_flow.md ├── dataset_class.md ├── dataset_for_task.md └── raw_data.md ├── evaluator.rst ├── evaluator ├── eta.rst ├── map_matching.rst ├── traffic_state_pred.rst └── traj_loc_pred.rst ├── executor.rst ├── executor ├── eta.md ├── map_matching.md ├── traffic_state_pred.md └── traj_loc_pred.md ├── model.md ├── model ├── Traffic_Flow_Prediction │ ├── ACFM.md │ ├── AGCRN.md │ ├── ASTGCN.md │ ├── MSTGCN.md │ └── STResNet.md ├── Traffic_Speed_Prediction │ ├── GraphWaveNet.md │ ├── STGCN.md │ ├── TGCLSTM.md │ ├── TGCN.md │ └── dcrnn.md └── Trajectory_Location_Prediction │ ├── DeepMove.md │ ├── FPMC.md │ ├── LSTPM.md │ ├── RNN.md │ ├── SERM.md │ └── STRNN.md ├── model1.rst ├── usage.rst └── usage ├── logger.md ├── parameter_tuning.md ├── run_model.md └── standard_track.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LibCity/Bigscity-LibCity-Docs/HEAD/.gitignore -------------------------------------------------------------------------------- /.readthedocs.yml: 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