Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W A abnormal_detect() (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) AbstractLocSeqTokenizer (class in trajdl.tokenizers.abstract) AbstractTokenizer (class in trajdl.tokenizers.abstract) AbstractTrajTokenizer (class in trajdl.tokenizers.abstract) AccMetrics (class in trajdl.metrics.acc) ArrowColName (class in trajdl.common.enum) B BaseArrowDataset (class in trajdl.datasets.arrow.abstract) BaseEnum (class in trajdl.common.enum) BaseGridSystem (class in trajdl.grid.base) BaseLightningModel (class in trajdl.algorithms.abstract) BaseLocSeqDataModule (class in trajdl.datasets.modules.abstract) BaseSeq (class in trajdl.datasets.base.abstract) BaseSeqDataModule (class in trajdl.datasets.modules.abstract) BaseTokenEmbeddingLayer (class in trajdl.algorithms.embeddings.base) BaseTrajectoryDataModule (class in trajdl.datasets.modules.abstract) batch_size (trajdl.common.samples.GMVSAESample property) (trajdl.common.samples.STLSTMSample property) (trajdl.common.samples.T2VECSample property) (trajdl.common.samples.TULERSample property) (trajdl.datasets.sampler.bucket.BucketSampler attribute) (trajdl.datasets.sampler.session.SessionSampler property) bos (trajdl.tokenizers.abstract.AbstractTokenizer property) BOS_TOKEN (trajdl.common.enum.TokenEnum attribute) boundary (trajdl.grid.base.BaseGridSystem property) bucket_size (trajdl.tokenizers.slot.Bucketizer attribute) Bucketizer (class in trajdl.tokenizers.slot) BucketSampler (class in trajdl.datasets.sampler.bucket) build() (trajdl.tokenizers.abstract.AbstractTokenizer class method) (trajdl.tokenizers.locseq.LocSeqTokenizer class method) (trajdl.tokenizers.simple.SimpleTokenizer class method) (trajdl.tokenizers.t2vec.T2VECTokenizer class method) build_rtree() (trajdl.grid.hierarchy.HierarchyGridSystem method) build_simple_tokenizer() (trajdl.grid.hierarchy.HierarchyGridSystem method) C cache() (trajdl.datasets.open_source.conf.GowallaDataset method) (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] (trajdl.datasets.open_source.conf.PortoDataset method) cache_path (trajdl.datasets.open_source.conf.OpenSourceDataset property) cell_step() (trajdl.algorithms.loc_pred.stlstm.STLSTM method) check() (trajdl.algorithms.hier.HIERSpatialEmbedding method) check_original_dataset() (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] check_seq() (trajdl.datasets.base.abstract.BaseSeq static method) (trajdl.datasets.base.locseq.LocSeq static method) (trajdl.datasets.base.traj.Trajectory static method) check_table() (trajdl.datasets.arrow.abstract.BaseArrowDataset method) (trajdl.datasets.arrow.locseq.LocSeqDataset method) (trajdl.datasets.arrow.traj.TrajectoryDataset method) check_vocab() (trajdl.tokenizers.abstract.AbstractTokenizer method) collate_fn_train() (trajdl.datasets.modules.t2vec.T2VECDataModule method) collate_function() (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.ctle.CTLEDataModule method) (trajdl.datasets.modules.gmvsae.GMVSAEDataModule method) (trajdl.datasets.modules.hier.HIERDataModule method) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule method) (trajdl.datasets.modules.stlstm.STLSTMDataModule method) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 method) (trajdl.datasets.modules.tuler.TULERDataModule method) compute_loss() (trajdl.algorithms.ctle.CTLETrainingFramework method) (trajdl.algorithms.framework.PretrainTrainFramework method) (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.T2VEC method) (trajdl.algorithms.t2vec.T2VEC method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) configure_optimizers() (trajdl.algorithms.abstract.BaseLightningModel method) construct_user_samples_dict() (trajdl.datasets.sampler.session.SessionSampler method) construct_vocab() (trajdl.tokenizers.abstract.AbstractTokenizer class method) (trajdl.tokenizers.locseq.LocSeqTokenizer class method) (trajdl.tokenizers.simple.SimpleTokenizer class method) (trajdl.tokenizers.t2vec.T2VECTokenizer class method) CTLEDataModule (class in trajdl.datasets.modules.ctle) CTLETokenEmbedding (class in trajdl.algorithms.embeddings.ctle) CTLETokenEmbeddingWithTransformer (class in trajdl.algorithms.embeddings.ctle) CTLETrainingFramework (class in trajdl.algorithms.ctle) D d (trajdl.datasets.base.locseq.LocSeq property) dataset_name (trajdl.datasets.open_source.conf.GowallaDataset attribute) (trajdl.datasets.open_source.conf.OpenSourceDataset attribute), [1] (trajdl.datasets.open_source.conf.PortoDataset attribute) decode() (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) Decoder (class in trajdl.algorithms.gmvsae) decoder_labels (trajdl.common.samples.GMVSAESample attribute) decoder_lengths (trajdl.common.samples.GMVSAESample attribute) decoder_seq (trajdl.common.samples.GMVSAESample attribute) DecoderWithAttention (class in trajdl.algorithms.t2vec) decompress_gz() (in module trajdl.datasets.open_source.utils) digest_arrow() (trajdl.datasets.open_source.hasher.Hasher method) digest_file() (trajdl.datasets.open_source.hasher.Hasher method) digest_parquet() (trajdl.datasets.open_source.hasher.Hasher method) DIS_DELTA (trajdl.common.enum.ArrowColName attribute) dis_delta (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) dist2weight() (in module trajdl.utils) download() (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] download_file() (in module trajdl.datasets.open_source.utils) downsampling_distort() (in module trajdl.datasets.modules.t2vec) ds (trajdl.datasets.sampler.bucket.BucketSampler attribute) E embedding_dim (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer property) (trajdl.algorithms.embeddings.base.SimpleEmbedding property) (trajdl.algorithms.embeddings.base.Word2VecEmbedding property) (trajdl.algorithms.hier.HIEREmbedding property) embedding_type (trajdl.algorithms.embeddings.ctle.CTLETokenEmbedding property) encode() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.T2VEC method) (trajdl.algorithms.t2vec.T2VEC method) Encoder (class in trajdl.algorithms.gmvsae) encoder_lengths (trajdl.common.samples.GMVSAESample attribute) encoder_seq (trajdl.common.samples.GMVSAESample attribute) ENTITY_ID (trajdl.common.enum.ArrowColName attribute) entity_id (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) (trajdl.datasets.base.locseq.LocSeq attribute) (trajdl.datasets.base.traj.Trajectory attribute) eos (trajdl.tokenizers.abstract.AbstractTokenizer property) EOS_TOKEN (trajdl.common.enum.TokenEnum attribute) EVAL (trajdl.common.enum.Mode attribute) F find_best_checkpoint() (in module trajdl.utils) forward() (trajdl.algorithms.ctle.CTLETrainingFramework method) (trajdl.algorithms.ctle.MaskedLM method) (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer method), [1] (trajdl.algorithms.embeddings.base.SimpleEmbedding method), [1] (trajdl.algorithms.embeddings.base.Word2VecEmbedding method), [1] (trajdl.algorithms.embeddings.ctle.CTLETokenEmbedding method) (trajdl.algorithms.embeddings.ctle.CTLETokenEmbeddingWithTransformer method) (trajdl.algorithms.embeddings.ctle.PositionalEncoding method) (trajdl.algorithms.embeddings.ctle.TemporalEncoding method) (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.Decoder method) (trajdl.algorithms.gmvsae.Encoder method) (trajdl.algorithms.gmvsae.GMVSAE method) (trajdl.algorithms.gmvsae.LatentSpace method) (trajdl.algorithms.HIER method) (trajdl.algorithms.hier.HIER method) (trajdl.algorithms.hier.HIEREmbedding method) (trajdl.algorithms.hier.HIERSpatialEmbedding method) (trajdl.algorithms.loc_pred.rnn.RNNNextLocPredictor method) (trajdl.algorithms.loc_pred.stlstm.HSTLSTM method) (trajdl.algorithms.loc_pred.stlstm.STLSTM method) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.T2VEC method) (trajdl.algorithms.t2vec.DecoderWithAttention method) (trajdl.algorithms.t2vec.GlobalAttention method) (trajdl.algorithms.t2vec.StackingGRU method) (trajdl.algorithms.t2vec.T2VEC method) (trajdl.algorithms.t2vec.T2VECEncoder method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) (trajdl.loss.sampled_softmax.SampledSoftmaxLoss method) forward_with_loss() (trajdl.algorithms.HIER method) (trajdl.algorithms.hier.HIER method) freeze_parameters() (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer method), [1] from_string() (trajdl.common.enum.BaseEnum class method) G generate_buckets() (in module trajdl.datasets.sampler.bucket) generate_buckets_by_stats() (in module trajdl.datasets.sampler.bucket) generate_samples() (in module trajdl.datasets.modules.t2vec) generate_sub_buckets() (in module trajdl.datasets.sampler.bucket) generate_z() (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) get_bucket_index() (trajdl.tokenizers.slot.Bucketizer method) get_bucket_indices() (trajdl.tokenizers.slot.Bucketizer method) get_centroid_of_grid() (trajdl.grid.base.SimpleGridSystem method) get_mean_c() (trajdl.algorithms.gmvsae.LatentSpace method) get_num_cpus() (in module trajdl.utils) GlobalAttention (class in trajdl.algorithms.t2vec) GMVSAE (class in trajdl.algorithms) (class in trajdl.algorithms.gmvsae) GMVSAEDataModule (class in trajdl.datasets.modules.gmvsae) GMVSAESample (class in trajdl.common.samples) GOWALLA_URL (trajdl.common.enum.OpenSourceDatasetEnum attribute) GowallaDataset (class in trajdl.datasets.open_source.conf) grid_id_cols (trajdl.grid.hierarchy.HierarchyGridSystem property) H Hasher (class in trajdl.datasets.open_source.hasher) hidden_size (trajdl.algorithms.loc_pred.stlstm.STLSTM property) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule property) HIER (class in trajdl.algorithms) (class in trajdl.algorithms.hier) hierarchical_avg() (trajdl.algorithms.hier.HIERSpatialEmbedding method) HierarchyGridSystem (class in trajdl.grid.hierarchy) HIERDataModule (class in trajdl.datasets.modules.hier) HIEREmbedding (class in trajdl.algorithms.hier) HIERSpatialEmbedding (class in trajdl.algorithms.hier) HSTLSTM (class in trajdl.algorithms.loc_pred.stlstm) HSTLSTMDataModule (class in trajdl.datasets.modules.stlstm) I in_boundary() (trajdl.grid.base.BaseGridSystem method) in_boundary_by_grid_coordinate() (trajdl.grid.base.SimpleGridSystem method) in_boundary_np() (trajdl.grid.base.BaseGridSystem method) init_decoder_state_for_inference() (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) init_from_arrow() (trajdl.datasets.arrow.abstract.BaseArrowDataset class method) init_from_loc_seqs() (trajdl.datasets.arrow.locseq.LocSeqDataset class method) init_from_parquet() (trajdl.datasets.arrow.abstract.BaseArrowDataset class method) (trajdl.datasets.modules.abstract.BaseLocSeqDataModule method) (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.abstract.BaseTrajectoryDataModule method) init_from_pretrained_ckpt() (trajdl.algorithms.ctle.CTLETrainingFramework method) (trajdl.algorithms.framework.PretrainTrainFramework method) (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) init_from_table() (trajdl.datasets.arrow.abstract.BaseArrowDataset class method) (trajdl.datasets.modules.abstract.BaseLocSeqDataModule method) (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.abstract.BaseTrajectoryDataModule method) init_from_trajectories() (trajdl.datasets.arrow.traj.TrajectoryDataset class method) init_hasher() (trajdl.datasets.open_source.hasher.Hasher method) init_hidden() (trajdl.algorithms.loc_pred.stlstm.STLSTM method) init_state() (trajdl.metrics.tul.TULMetrics method) initialize_num_words() (trajdl.loss.sampled_softmax.SampledSoftmaxLoss method) is_frozen (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer property) is_frozen() (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer method) iter_as_seqs() (trajdl.datasets.arrow.abstract.BaseArrowDataset method) K k (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 attribute) (trajdl.metrics.tul.TULMetrics property) k_nearest_hot_loc() (trajdl.tokenizers.t2vec.T2VECTokenizer method) L labels (trajdl.common.samples.STLSTMSample attribute) (trajdl.common.samples.TULERSample attribute) LatentSpace (class in trajdl.algorithms.gmvsae) lengths (trajdl.common.samples.T2VECSample attribute) load() (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] (trajdl.grid.base.BaseGridSystem static method) (trajdl.tokenizers.slot.Bucketizer static method) load_bucketizer() (in module trajdl.utils) load_cache() (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] load_pretrained() (trajdl.tokenizers.abstract.AbstractTokenizer static method) load_pretrained_word2vec_embeddings() (trajdl.algorithms.embeddings.base.Word2VecEmbedding method) load_tokenizer() (in module trajdl.utils) loc2idx() (trajdl.tokenizers.abstract.AbstractTokenizer method) (trajdl.tokenizers.locseq.LocSeqTokenizer method) (trajdl.tokenizers.simple.SimpleTokenizer method) (trajdl.tokenizers.t2vec.T2VECTokenizer method) loc_bucketizer (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) loc_seq (trajdl.common.samples.STLSTMSample attribute) (trajdl.datasets.base.locseq.LocSeq attribute) locate() (trajdl.grid.base.BaseGridSystem method) locate_by_grid_coordinate() (trajdl.grid.base.SimpleGridSystem method) locate_unsafe() (trajdl.grid.base.BaseGridSystem method) (trajdl.grid.base.SimpleGridSystem method) (trajdl.grid.hierarchy.HierarchyGridSystem method) locate_unsafe_np() (trajdl.grid.base.SimpleGridSystem method) LocSeq (class in trajdl.datasets.base.locseq) LOCSEQ (trajdl.common.enum.ReturnASEnum attribute) LocSeqDataset (class in trajdl.datasets.arrow.locseq) LocSeqTokenizer (class in trajdl.tokenizers.locseq) log_uniform_candidate_sampler() (trajdl.loss.sampled_softmax.SampledSoftmaxLoss method) loss_reduction (trajdl.algorithms.HIER property) (trajdl.algorithms.hier.HIER property) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule property) LossEnum (class in trajdl.common.enum) lower_bound (trajdl.tokenizers.slot.Bucketizer property) M mask (trajdl.common.samples.GMVSAESample attribute) (trajdl.common.samples.STLSTMSample attribute) (trajdl.tokenizers.abstract.AbstractTokenizer property) mask_prob (trajdl.datasets.modules.ctle.CTLEDataModule attribute) MASK_TOKEN (trajdl.common.enum.TokenEnum attribute) MaskedLM (class in trajdl.algorithms.ctle) MEAN (trajdl.common.enum.LossEnum attribute) mean_size() (in module trajdl.datasets.sampler.bucket) mem_num (trajdl.algorithms.GMVSAE property) (trajdl.algorithms.gmvsae.GMVSAE property) mmh3_cache (trajdl.datasets.open_source.conf.GowallaDataset attribute) (trajdl.datasets.open_source.conf.OpenSourceDataset attribute), [1] (trajdl.datasets.open_source.conf.PortoDataset attribute) Mode (class in trajdl.common.enum) mode (trajdl.algorithms.framework.PretrainTrainFramework property) module trajdl trajdl.algorithms trajdl.algorithms.abstract trajdl.algorithms.ctle trajdl.algorithms.embeddings trajdl.algorithms.embeddings.base trajdl.algorithms.embeddings.ctle trajdl.algorithms.framework trajdl.algorithms.gmvsae trajdl.algorithms.hier trajdl.algorithms.loc_pred trajdl.algorithms.loc_pred.rnn trajdl.algorithms.loc_pred.stlstm trajdl.algorithms.t2vec trajdl.algorithms.tuler trajdl.common trajdl.common.enum trajdl.common.samples trajdl.config trajdl.datasets trajdl.datasets.arrow trajdl.datasets.arrow.abstract trajdl.datasets.arrow.ext trajdl.datasets.arrow.ext.t2vec trajdl.datasets.arrow.locseq trajdl.datasets.arrow.schema trajdl.datasets.arrow.traj trajdl.datasets.base trajdl.datasets.base.abstract trajdl.datasets.base.locseq trajdl.datasets.base.traj trajdl.datasets.modules trajdl.datasets.modules.abstract trajdl.datasets.modules.ctle trajdl.datasets.modules.gmvsae trajdl.datasets.modules.hier trajdl.datasets.modules.stlstm trajdl.datasets.modules.t2vec trajdl.datasets.modules.tuler trajdl.datasets.open_source trajdl.datasets.open_source.conf trajdl.datasets.open_source.hasher trajdl.datasets.open_source.utils trajdl.datasets.sampler trajdl.datasets.sampler.bucket trajdl.datasets.sampler.session trajdl.datasets.sampler.t2vec trajdl.grid trajdl.grid.base trajdl.grid.hierarchy trajdl.loss trajdl.loss.sampled_softmax trajdl.metrics trajdl.metrics.acc trajdl.metrics.tul trajdl.tokenizers trajdl.tokenizers.abstract trajdl.tokenizers.locseq trajdl.tokenizers.simple trajdl.tokenizers.slot trajdl.tokenizers.t2vec trajdl.utils trajdl.utils.traj N NONE (trajdl.common.enum.LossEnum attribute) NP (trajdl.common.enum.ReturnASEnum attribute) num_batches (trajdl.datasets.sampler.bucket.BucketSampler attribute) num_buckets (trajdl.datasets.sampler.bucket.BucketSampler attribute) (trajdl.datasets.sampler.session.SessionSampler property) (trajdl.tokenizers.slot.Bucketizer property) num_cpus (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) num_locs (trajdl.algorithms.loc_pred.stlstm.STLSTMModule property) num_train_batches (trajdl.datasets.modules.gmvsae.GMVSAEDataModule attribute) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule attribute) (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 attribute) num_train_buckets (trajdl.datasets.modules.gmvsae.GMVSAEDataModule attribute) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule attribute) (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 attribute) num_val_batches (trajdl.datasets.modules.gmvsae.GMVSAEDataModule attribute) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule attribute) (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 attribute) num_val_buckets (trajdl.datasets.modules.gmvsae.GMVSAEDataModule attribute) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule attribute) (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 attribute) num_x_grids (trajdl.grid.base.SimpleGridSystem property) num_y_grids (trajdl.grid.base.SimpleGridSystem property) O o (trajdl.datasets.base.locseq.LocSeq property) on_test_epoch_end() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) on_test_epoch_start() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) on_validation_epoch_end() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) on_validation_epoch_start() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) OpenSourceDataset (class in trajdl.datasets.open_source.conf) OpenSourceDatasetEnum (class in trajdl.common.enum) P pad (trajdl.tokenizers.abstract.AbstractTokenizer property) PAD_TOKEN (trajdl.common.enum.TokenEnum attribute) parse() (trajdl.common.enum.BaseEnum class method) path (trajdl.datasets.open_source.conf.OpenSourceDataset property) PORTO_URL (trajdl.common.enum.OpenSourceDatasetEnum attribute) PortoDataset (class in trajdl.datasets.open_source.conf) PositionalEncoding (class in trajdl.algorithms.embeddings.ctle) PRETRAIN (trajdl.common.enum.Mode attribute) PretrainTrainFramework (class in trajdl.algorithms.framework) PT (trajdl.common.enum.ReturnASEnum attribute) PY (trajdl.common.enum.ReturnASEnum attribute) R recursive_split_regions() (trajdl.grid.hierarchy.HierarchyGridSystem method) remove_path() (in module trajdl.datasets.open_source.utils) reset() (trajdl.metrics.acc.AccMetrics method) (trajdl.metrics.tul.TULMetrics method) ReturnASEnum (class in trajdl.common.enum) RNNNextLocPredictor (class in trajdl.algorithms.loc_pred.rnn) S sample_idx (trajdl.datasets.sampler.bucket.SeqInfo attribute) SampledSoftmaxLoss (class in trajdl.loss.sampled_softmax) save() (trajdl.datasets.arrow.abstract.BaseArrowDataset method) (trajdl.grid.base.BaseGridSystem method) (trajdl.tokenizers.slot.Bucketizer method) save_pretrained() (trajdl.tokenizers.abstract.AbstractTokenizer method) schema() (trajdl.datasets.arrow.abstract.BaseArrowDataset class method) (trajdl.datasets.arrow.locseq.LocSeqDataset class method) (trajdl.datasets.arrow.traj.TrajectoryDataset class method) sd_lower (trajdl.algorithms.loc_pred.stlstm.STLSTM property) sd_lower_seq (trajdl.common.samples.STLSTMSample attribute) sd_upper (trajdl.algorithms.loc_pred.stlstm.STLSTM property) sd_upper_seq (trajdl.common.samples.STLSTMSample attribute) select_last_k_elements() (in module trajdl.algorithms.loc_pred.rnn) SEQ (trajdl.common.enum.ArrowColName attribute) seq (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) (trajdl.datasets.base.traj.Trajectory attribute) seq_len (trajdl.common.samples.TULERSample attribute) SeqInfo (class in trajdl.datasets.sampler.bucket) SessionSampler (class in trajdl.datasets.sampler.session) set_entity_id() (trajdl.datasets.base.abstract.BaseSeq method) set_mode() (trajdl.algorithms.framework.PretrainTrainFramework method) set_path() (trajdl.datasets.open_source.conf.OpenSourceDataset method), [1] set_url() (trajdl.datasets.open_source.conf.OpenSourceDataset method) setup() (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.gmvsae.GMVSAEDataModule method) (trajdl.datasets.modules.stlstm.HSTLSTMDataModule method) (trajdl.datasets.modules.stlstm.STLSTMDataModule method) (trajdl.datasets.modules.t2vec.T2VECDataModule method) (trajdl.datasets.modules.t2vec.T2VECDataModuleV2 method) (trajdl.datasets.modules.tuler.TULERDataModule method) sha256_original (trajdl.datasets.open_source.conf.GowallaDataset attribute) (trajdl.datasets.open_source.conf.OpenSourceDataset attribute), [1] (trajdl.datasets.open_source.conf.PortoDataset attribute) SimpleEmbedding (class in trajdl.algorithms.embeddings.base) SimpleGridSystem (class in trajdl.grid.base) SimpleTokenizer (class in trajdl.tokenizers.simple) size (trajdl.datasets.open_source.conf.GowallaDataset attribute) (trajdl.datasets.open_source.conf.OpenSourceDataset attribute), [1] (trajdl.datasets.open_source.conf.PortoDataset attribute) (trajdl.datasets.sampler.bucket.SeqInfo attribute) src (trajdl.common.samples.T2VECSample attribute) (trajdl.common.samples.TULERSample attribute) StackingGRU (class in trajdl.algorithms.t2vec) START_TS (trajdl.common.enum.ArrowColName attribute) start_ts (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) step_x (trajdl.grid.base.SimpleGridSystem property) step_y (trajdl.grid.base.SimpleGridSystem property) STLSTM (class in trajdl.algorithms.loc_pred.stlstm) STLSTMDataModule (class in trajdl.datasets.modules.stlstm) STLSTMModule (class in trajdl.algorithms.loc_pred.stlstm) STLSTMSample (class in trajdl.common.samples) sub_classes_construction() (trajdl.datasets.arrow.abstract.BaseArrowDataset method) (trajdl.datasets.arrow.locseq.LocSeqDataset method) (trajdl.datasets.arrow.traj.TrajectoryDataset method) SUM (trajdl.common.enum.LossEnum attribute) T T2VEC (class in trajdl.algorithms) (class in trajdl.algorithms.t2vec) T2VECDataModule (class in trajdl.datasets.modules.t2vec) T2VECDataModuleV2 (class in trajdl.datasets.modules.t2vec) T2VECDataset (class in trajdl.datasets.arrow.ext.t2vec) T2VECEncoder (class in trajdl.algorithms.t2vec) T2VECSample (class in trajdl.common.samples) T2VECSampler (class in trajdl.datasets.sampler.t2vec) T2VECTokenizer (class in trajdl.tokenizers.t2vec) target (trajdl.common.samples.T2VECSample attribute) td_lower (trajdl.algorithms.loc_pred.stlstm.STLSTM property) td_lower_seq (trajdl.common.samples.STLSTMSample attribute) td_upper (trajdl.algorithms.loc_pred.stlstm.STLSTM property) td_upper_seq (trajdl.common.samples.STLSTMSample attribute) TemporalEncoding (class in trajdl.algorithms.embeddings.ctle) test_dataloader() (trajdl.datasets.modules.abstract.BaseSeqDataModule method) test_parquet_path (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) test_step() (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) test_table (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) tiny_value_of_dtype() (in module trajdl.utils) to_grid_coordinate() (trajdl.grid.base.SimpleGridSystem method) to_grid_coordinate_unsafe() (trajdl.grid.base.SimpleGridSystem method) to_polars() (trajdl.datasets.arrow.abstract.BaseArrowDataset method) TokenEnum (class in trajdl.common.enum) tokenize_loc_seq() (trajdl.tokenizers.abstract.AbstractTokenizer method) tokenize_traj() (trajdl.tokenizers.abstract.AbstractTrajTokenizer method) (trajdl.tokenizers.t2vec.T2VECTokenizer method) tokenizer (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) TRAIN (trajdl.common.enum.Mode attribute) train_batch_size (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) train_dataloader() (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.t2vec.T2VECDataModule method) train_parquet_path (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) train_sampler (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) train_table (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) training_step() (trajdl.algorithms.ctle.CTLETrainingFramework method) (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) (trajdl.algorithms.HIER method) (trajdl.algorithms.hier.HIER method) (trajdl.algorithms.loc_pred.stlstm.HSTLSTM method) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.T2VEC method) (trajdl.algorithms.t2vec.T2VEC method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) TRAJ (trajdl.common.enum.ReturnASEnum attribute) traj_to_loc_seq() (trajdl.tokenizers.t2vec.T2VECTokenizer method) trajdl module trajdl.algorithms module trajdl.algorithms.abstract module trajdl.algorithms.ctle module trajdl.algorithms.embeddings module trajdl.algorithms.embeddings.base module trajdl.algorithms.embeddings.ctle module trajdl.algorithms.framework module trajdl.algorithms.gmvsae module trajdl.algorithms.hier module trajdl.algorithms.loc_pred module trajdl.algorithms.loc_pred.rnn module trajdl.algorithms.loc_pred.stlstm module trajdl.algorithms.t2vec module trajdl.algorithms.tuler module trajdl.common module trajdl.common.enum module trajdl.common.samples module trajdl.config module trajdl.datasets module trajdl.datasets.arrow module trajdl.datasets.arrow.abstract module trajdl.datasets.arrow.ext module trajdl.datasets.arrow.ext.t2vec module trajdl.datasets.arrow.locseq module trajdl.datasets.arrow.schema module trajdl.datasets.arrow.traj module trajdl.datasets.base module trajdl.datasets.base.abstract module trajdl.datasets.base.locseq module trajdl.datasets.base.traj module trajdl.datasets.modules module trajdl.datasets.modules.abstract module trajdl.datasets.modules.ctle module trajdl.datasets.modules.gmvsae module trajdl.datasets.modules.hier module trajdl.datasets.modules.stlstm module trajdl.datasets.modules.t2vec module trajdl.datasets.modules.tuler module trajdl.datasets.open_source module trajdl.datasets.open_source.conf module trajdl.datasets.open_source.hasher module trajdl.datasets.open_source.utils module trajdl.datasets.sampler module trajdl.datasets.sampler.bucket module trajdl.datasets.sampler.session module trajdl.datasets.sampler.t2vec module trajdl.grid module trajdl.grid.base module trajdl.grid.hierarchy module trajdl.loss module trajdl.loss.sampled_softmax module trajdl.metrics module trajdl.metrics.acc module trajdl.metrics.tul module trajdl.tokenizers module trajdl.tokenizers.abstract module trajdl.tokenizers.locseq module trajdl.tokenizers.simple module trajdl.tokenizers.slot module trajdl.tokenizers.t2vec module trajdl.utils module trajdl.utils.traj module Trajectory (class in trajdl.datasets.base.traj) trajectory_distortion() (in module trajdl.utils.traj) trajectory_downsampling() (in module trajdl.utils.traj) TrajectoryDataset (class in trajdl.datasets.arrow.traj) try_gpu() (in module trajdl.utils) ts_bucketizer (trajdl.datasets.modules.stlstm.STLSTMDataModule attribute) TS_DELTA (trajdl.common.enum.ArrowColName attribute) ts_delta (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) TS_SEQ (trajdl.common.enum.ArrowColName attribute) ts_seq (trajdl.datasets.arrow.abstract.BaseArrowDataset property) (trajdl.datasets.base.abstract.BaseSeq attribute) (trajdl.datasets.base.abstract.BaseSeq property) (trajdl.datasets.base.locseq.LocSeq attribute) (trajdl.datasets.base.traj.Trajectory attribute) TULER (class in trajdl.algorithms) (class in trajdl.algorithms.tuler) TULERDataModule (class in trajdl.datasets.modules.tuler) TULERSample (class in trajdl.common.samples) TULMetrics (class in trajdl.metrics.tul) U unfreeze_parameters() (trajdl.algorithms.embeddings.base.BaseTokenEmbeddingLayer method), [1] unk (trajdl.tokenizers.abstract.AbstractTokenizer property) UNK_TOKEN (trajdl.common.enum.TokenEnum attribute) unzip_file() (in module trajdl.datasets.open_source.utils) update() (trajdl.metrics.acc.AccMetrics method) (trajdl.metrics.tul.TULMetrics method) upper_bound (trajdl.tokenizers.slot.Bucketizer property) url (trajdl.datasets.open_source.conf.GowallaDataset attribute) (trajdl.datasets.open_source.conf.OpenSourceDataset attribute), [1] (trajdl.datasets.open_source.conf.PortoDataset attribute) use_sampled_softmax (trajdl.algorithms.loc_pred.stlstm.STLSTMModule property) user_map (trajdl.datasets.modules.tuler.TULERDataModule attribute) V val_batch_size (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) val_dataloader() (trajdl.datasets.modules.abstract.BaseSeqDataModule method) (trajdl.datasets.modules.t2vec.T2VECDataModule method) val_parquet_path (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) val_sampler (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) val_table (trajdl.datasets.modules.abstract.BaseSeqDataModule attribute) valid_lengths (trajdl.common.samples.STLSTMSample attribute) valid_lengths_to_mask() (in module trajdl.utils) validation_step() (trajdl.algorithms.ctle.CTLETrainingFramework method) (trajdl.algorithms.GMVSAE method) (trajdl.algorithms.gmvsae.GMVSAE method) (trajdl.algorithms.HIER method) (trajdl.algorithms.hier.HIER method) (trajdl.algorithms.loc_pred.stlstm.STLSTMModule method) (trajdl.algorithms.T2VEC method) (trajdl.algorithms.t2vec.T2VEC method) (trajdl.algorithms.TULER method) (trajdl.algorithms.tuler.TULER method) value() (trajdl.metrics.acc.AccMetrics method) (trajdl.metrics.tul.TULMetrics method) values() (trajdl.common.enum.BaseEnum class method) W weight (trajdl.algorithms.hier.HIERSpatialEmbedding property) Word2VecEmbedding (class in trajdl.algorithms.embeddings.base)
