├── .gitignore ├── LICENSE ├── assets ├── pipeline.webp └── tech-framework.png ├── config ├── baseline │ ├── CAE │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_search_prop.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto_pretrain.json │ │ └── small_test.json │ ├── CTLE │ │ ├── chengdu.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_l2.json │ │ ├── chengdu_l2_noft.json │ │ ├── chengdu_l4_noft.json │ │ ├── chengdu_large.json │ │ ├── chengdu_large_destination_long.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_search.json │ │ ├── porto.json │ │ ├── porto2224.json │ │ ├── porto2224_embed.json │ │ ├── porto_search.json │ │ ├── xian.json │ │ ├── xian_eff.json │ │ ├── xian_l2.json │ │ ├── xian_l2_noft.json │ │ ├── xian_l4_noft.json │ │ ├── xian_newdown.json │ │ └── xian_search.json │ ├── FVTI │ │ ├── chengdu.json │ │ ├── chengdu_e2e.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto_e2e.json │ │ ├── porto_embed.json │ │ └── porto_noft.json │ ├── GM-VSAE │ │ ├── chengdu.json │ │ ├── chengdu_noft.json │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto_pretrain.json │ │ ├── xian.json │ │ └── xian_noft.json │ ├── LightPath │ │ ├── chengdu.json │ │ ├── chengdu_destination.json │ │ ├── chengdu_destination_long.json │ │ ├── chengdu_large.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_newdown_noft.json │ │ ├── chengdu_large_newdown_test.json │ │ ├── chengdu_large_noft.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_large_with_xian_para.json │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto.json │ │ ├── porto_pretrain.json │ │ ├── small_test.json │ │ ├── xian.json │ │ ├── xian_destination.json │ │ ├── xian_eff.json │ │ ├── xian_newdown.json │ │ ├── xian_newdown_noft.json │ │ ├── xian_noft.json │ │ ├── xian_search.json │ │ └── xian_with_chengdu_large_para.json │ ├── MMTEC │ │ ├── chengdu.json │ │ ├── chengdu_e2e.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto_e2e.json │ │ ├── porto_embed.json │ │ └── porto_noft.json │ ├── PreCLN │ │ ├── chengdu_debug.json │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_down.json │ │ │ ├── chengdu_down_ft.json │ │ │ ├── chengdu_down_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto_debug.json │ │ ├── porto_pretrain.json │ │ └── small_test.json │ ├── START │ │ ├── chengdu_large.json │ │ ├── chengdu_large │ │ │ ├── chengdu_additional.json │ │ │ ├── chengdu_additional_search.json │ │ │ ├── chengdu_classify.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_long.json │ │ │ ├── chengdu_destination_noft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_destination_od.json │ │ │ ├── chengdu_newdown.json │ │ │ ├── chengdu_newdown_noft.json │ │ │ ├── chengdu_newdown_test.json │ │ │ ├── chengdu_odtte.json │ │ │ ├── chengdu_pretrain.json │ │ │ ├── chengdu_prop.json │ │ │ ├── chengdu_prop0.6.json │ │ │ ├── chengdu_prop0.8.json │ │ │ ├── chengdu_prop1.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_noft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── chengdu_with_xian_para.json │ │ │ ├── tte_prop0.2.json │ │ │ ├── tte_prop0.6.json │ │ │ └── tte_prop1.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_large_search_commonneg.json │ │ ├── chengdu_large_search_sameod.json │ │ ├── chengdu_large_test.json │ │ ├── chengdu_pretrain.json │ │ ├── chengdu_test.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto │ │ │ ├── class.json │ │ │ ├── class_prop0.1.json │ │ │ ├── class_prop0.2_fz.json │ │ │ ├── destination.json │ │ │ ├── search.json │ │ │ ├── segtte.json │ │ │ ├── tte.json │ │ │ └── tte_e2e.json │ │ ├── porto_pretrain.json │ │ ├── porto_test.json │ │ ├── xian.json │ │ ├── xian │ │ │ ├── xian_additional.json │ │ │ ├── xian_classify.json │ │ │ ├── xian_destination_ft.json │ │ │ ├── xian_destination_long.json │ │ │ ├── xian_destination_noft.json │ │ │ ├── xian_newdown.json │ │ │ ├── xian_newdown_noft.json │ │ │ ├── xian_odtte.json │ │ │ ├── xian_prop.json │ │ │ ├── xian_search.json │ │ │ ├── xian_tte_ft.json │ │ │ ├── xian_tte_noft.json │ │ │ └── xian_with_chengdu_para.json │ │ ├── xian_eff.json │ │ ├── xian_search.json │ │ ├── xian_search_commonneg.json │ │ └── xian_search_sameod.json │ ├── Toast │ │ ├── chengdu.json │ │ ├── chengdu_e2e.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_l2_fixembed.json │ │ ├── chengdu_l2_noft.json │ │ ├── chengdu_large.json │ │ ├── chengdu_large_destination_long.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_newdown_test.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto2224.json │ │ ├── porto2224_e2e.json │ │ ├── porto2224_embed.json │ │ ├── porto2224_noft.json │ │ ├── porto_search.json │ │ ├── xian.json │ │ ├── xian_eff.json │ │ ├── xian_l2_fixembed.json │ │ ├── xian_l2_noft.json │ │ ├── xian_newdown.json │ │ └── xian_search.json │ ├── TrajCL │ │ ├── chengdu.json │ │ ├── chengdu_e2e.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_large.json │ │ ├── chengdu_large_destination_long.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_newdown_test.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_large_search_commonneg.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto2224.json │ │ ├── porto2224_e2e.json │ │ ├── porto2224_noft.json │ │ ├── porto_class.json │ │ ├── porto_embed.json │ │ ├── porto_search.json │ │ ├── xian.json │ │ ├── xian_eff.json │ │ ├── xian_newdown.json │ │ ├── xian_search.json │ │ └── xian_search_commonneg.json │ ├── TrajODE │ │ ├── chengdu.json │ │ ├── chengdu_e2e.json │ │ ├── chengdu_embed.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto_e2e.json │ │ ├── porto_embed.json │ │ ├── porto_noft.json │ │ └── small_test.json │ ├── Trembr │ │ ├── chengdu.json │ │ ├── chengdu_classify.json │ │ ├── chengdu_large.json │ │ ├── chengdu_large_destination_long.json │ │ ├── chengdu_large_destloc.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_large_transfer.json │ │ ├── chengdu_large_with_xian_para.json │ │ ├── chengdu_noft.json │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ ├── porto_tte_nopretrain.json │ │ │ └── small_test.json │ │ ├── porto.json │ │ ├── porto_class.json │ │ ├── porto_pretrain.json │ │ ├── porto_search.json │ │ ├── small_test.json │ │ ├── xian.json │ │ ├── xian_eff.json │ │ ├── xian_newdown.json │ │ ├── xian_noft.json │ │ ├── xian_search.json │ │ └── xian_with_chengdu_large_para.json │ ├── autoreg │ │ ├── chengdu_large.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_pretrain.json │ │ ├── destination_location_test.json │ │ ├── downstreams │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_search_rnn.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ ├── porto.json │ │ ├── porto_pretrain.json │ │ ├── xian.json │ │ ├── xian_newdown.json │ │ └── xian_search.json │ ├── end2end │ │ ├── chengdu_rnn_destination.json │ │ ├── chengdu_transformer_destination.json │ │ ├── chengdu_transformer_tte.json │ │ ├── t2vec_chengdu.json │ │ ├── toast_chengdu.json │ │ ├── toast_xian.json │ │ └── xian_transformer_destination.json │ ├── geo_constrains │ │ ├── cd23_test.json │ │ ├── chengdu_pretrain.json │ │ ├── downstreams │ │ │ ├── chengdu_classification.json │ │ │ ├── chengdu_classification_ft.json │ │ │ ├── chengdu_classification_nopretrain.json │ │ │ ├── chengdu_destination.json │ │ │ ├── chengdu_destination_ft.json │ │ │ ├── chengdu_destination_nopretrain.json │ │ │ ├── chengdu_search.json │ │ │ ├── chengdu_tte.json │ │ │ ├── chengdu_tte_ft.json │ │ │ ├── chengdu_tte_nopretrain.json │ │ │ ├── porto_classification.json │ │ │ ├── porto_classification_ft.json │ │ │ ├── porto_classification_nopretrain.json │ │ │ ├── porto_destination.json │ │ │ ├── porto_destination_ft.json │ │ │ ├── porto_destination_nopretrain.json │ │ │ ├── porto_search.json │ │ │ ├── porto_tte.json │ │ │ ├── porto_tte_ft.json │ │ │ └── porto_tte_nopretrain.json │ │ └── porto_pretrain.json │ ├── t2vec │ │ ├── chengdu_large.json │ │ ├── chengdu_large_adjust.json │ │ ├── chengdu_large_destination_long.json │ │ ├── chengdu_large_eff.json │ │ ├── chengdu_large_newdown.json │ │ ├── chengdu_large_newdown_test.json │ │ ├── chengdu_large_search.json │ │ ├── chengdu_noft.json │ │ ├── porto.json │ │ ├── porto_search.json │ │ ├── xian.json │ │ ├── xian_adjust.json │ │ ├── xian_eff.json │ │ ├── xian_newdown.json │ │ ├── xian_noft.json │ │ └── xian_search.json │ └── traj2vec │ │ ├── chengdu.json │ │ ├── chengdu_noft.json │ │ ├── xian.json │ │ └── xian_noft.json └── example.yaml ├── data.py ├── downstream ├── predictor.py ├── task.py └── trainer.py ├── main.py ├── modules ├── __init__.py ├── model │ ├── __init__.py │ ├── base.py │ ├── cnf_layers.py │ ├── cnn.py │ ├── dual_view.py │ ├── gmvsae.py │ ├── induced_att.py │ ├── light_path.py │ ├── ode.py │ ├── rnn.py │ ├── robustDAA.py │ ├── start.py │ ├── t2vec.py │ ├── trajectory2vec.py │ ├── trajectorysim.py │ ├── transformer.py │ ├── trembr.py │ └── word2vec.py └── preprocessor.py ├── pretrain ├── contrastive_losses.py ├── func.py ├── generative_losses.py └── trainer.py ├── readme.md ├── requirements.txt ├── sample └── chengdu.h5 ├── unite.def └── utils.py /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Logan-Lin/UniTE/HEAD/LICENSE -------------------------------------------------------------------------------- /assets/pipeline.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Logan-Lin/UniTE/HEAD/assets/pipeline.webp -------------------------------------------------------------------------------- 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