Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __call__() (hopwise.data.transform.CropItemSequence method) (hopwise.data.transform.Equal method) (hopwise.data.transform.InverseItemSequence method) (hopwise.data.transform.MaskItemSequence method) (hopwise.data.transform.ReorderItemSequence method) (hopwise.data.transform.UserDefinedTransform method) (hopwise.model.knowledge_aware_recommender.cafe.KGMask method) (hopwise.model.knowledge_aware_recommender.pgpr.KGState method) (hopwise.model.knowledge_aware_recommender.tprec.KGState method) (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) (hopwise.model.logits_processor.LogitsProcessor method) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel method) (hopwise.model.logits_processor.PrefixConstrainedLogitsProcessorWordLevel method) __contains__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] __delitem__() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] __dropout() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) __dropout_x() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) __getattr__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) __getattribute__() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] __getitem__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) (hopwise.data.interaction.Interaction method) (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] __init_weight() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) __iter__() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) (hopwise.data.interaction.Interaction method) __len__() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.interaction.Interaction method) (hopwise.model.knowledge_aware_recommender.cafe.ReplayMemory method) __next__() (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) __repr__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.interaction.Interaction method) __setitem__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] __str__() (hopwise.config.Config method) (hopwise.config.configurator.Config method) (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgePathDataset method) (hopwise.data.interaction.Interaction method) (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.knowledge_aware_recommender.cafe.TreeNode method) (hopwise.utils.enum_type.KnowledgeEvaluationType method) __version__ (in module hopwise) _add_auxiliary_relation() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _add_head_to_metrics() (hopwise.utils.WandbLogger method) (hopwise.utils.wandblogger.WandbLogger method) _add_hparam_to_tensorboard() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _add_paths_relations() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _add_paths_relations_parallel() (in module hopwise.data.dataset.kg_path_dataset) _add_train_loss_to_tensorboard() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _append_mask_last() (hopwise.data.transform.MaskItemSequence method) _associated_attribute_prediction() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _aug_presets() (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) _average_rank() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) _batch_acts_to_masks() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _batch_curr_actions (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) _batch_curr_reward (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) _batch_curr_state (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) _batch_eval() (hopwise.trainer.KGTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.Trainer method) _batch_get_actions() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _batch_get_reward() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _batch_get_state() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _batch_path (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) _batch_size (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] _benchmark_presets() (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) _binary_clf_curve() (in module hopwise.evaluator) (in module hopwise.evaluator.utils) _buffers (hopwise.model.path_language_modeling_recommender.pearlmllama3.SharedBuffers attribute) _build_alias_table() (hopwise.sampler.sampler.AbstractSampler method) _build_feat_name_list() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _build_graph_separately() (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv method) _build_interacted_matrix() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _build_optimizer() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _build_positive_samples() (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) _build_register() (hopwise.evaluator.Register method), [1] (hopwise.evaluator.register.Register method) _build_ripple_set() (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) _build_space_from_dict() (hopwise.trainer.hyper_tuning.HyperTuning static method) (hopwise.trainer.HyperTuning static method) _build_space_from_file() (hopwise.trainer.hyper_tuning.HyperTuning static method) (hopwise.trainer.HyperTuning static method) _build_sparse_tensor() (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) _build_yaml_loader() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _calcu_split_ids() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _change_feat_format() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) _check_field() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _check_kg() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _check_kg_path() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset static method) (hopwise.data.dataset.KnowledgePathDataset static method) _check_link() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _check_nan() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _check_temporal_causality_feasibility() (in module hopwise.data.dataset.kg_path_dataset) _compute_top_items() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) _concat_remaped_tokens() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _convert_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _convert_to_tensor() (in module hopwise.data.interaction) _convert_token_to_hash() (hopwise.data.dataset.decisiontree_dataset.DecisionTreeDataset method) (hopwise.data.dataset.DecisionTreeDataset method) _create_ckg_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_ckg_igraph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_ckg_source_target() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_ckg_sparse_matrix() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_distance_correlation() (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) _create_eye_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _create_graph() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _create_hetero_ckg_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_modules() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) _create_norm_adjacency_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _create_norm_ckg_adjacency_matrix() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _create_sampler() (in module hopwise.data.utils) _create_sparse_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _data_dict (hopwise.evaluator.collector.DataStruct attribute) (hopwise.evaluator.DataStruct attribute), [1] _data_filtering() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _data_processing() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _dataframe_to_interaction() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _dataset (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute), [1] (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3], [4], [5], [6], [7] _del_col() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _discretization() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _done (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) _download() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _drop_unused_col() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _emb_float_ffm_input() (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) _emb_float_seq_ffm_input() (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) _emb_token_ffm_input() (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) _emb_token_seq_ffm_input() (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) _estimate_path_count() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) _extract_into_tensor() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) _fill_nan() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _filter_by_field_value() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _filter_by_inter_num() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _filter_inter_by_user_or_item() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _filter_kg_by_triple_num() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _filter_link() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _filter_nan_user_or_item() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _format_path() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _forward() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) _from_scratch() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.decisiontree_dataset.DecisionTreeDataset method) (hopwise.data.dataset.DecisionTreeDataset method) _full_sort_batch_eval() (hopwise.trainer.hf_path_trainer.HFPathTrainer method) (hopwise.trainer.KGTrainer method) (hopwise.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.TPRecTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.ExplainableTrainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.trainer.TPRecTrainer method) (hopwise.trainer.trainer.Trainer method) _generate_clus_dict() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _generate_paths_random_walks() (in module hopwise.data.dataset.customized_dataset) _generate_train_loss_output() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _generate_user_agent_num() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _generate_user_paths_all_simple() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _generate_user_paths_all_simple_per_user() (in module hopwise.data.dataset.kg_path_dataset) _generate_user_paths_all_simple_per_user_and_positive() (in module hopwise.data.dataset.kg_path_dataset) _generate_user_paths_all_simple_ui() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _generate_user_paths_constrained_random_walk() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _generate_user_paths_constrained_random_walk_per_user() (in module hopwise.data.dataset.kg_path_dataset) _generate_user_paths_from_metapaths() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _generate_user_paths_weighted_random_walk() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _generate_user_paths_weighted_random_walk_per_user() (in module hopwise.data.dataset.kg_path_dataset) _get_actions() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_all_cluster_feature() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _get_batch_by_user() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) _get_candidates_list() (hopwise.sampler.KGSampler method) (hopwise.sampler.RepeatableSampler method) (hopwise.sampler.Sampler method) (hopwise.sampler.sampler.AbstractSampler method) (hopwise.sampler.sampler.KGSampler method) (hopwise.sampler.sampler.RepeatableSampler method) (hopwise.sampler.sampler.Sampler method) _get_dataloader_name() (in module hopwise.data.utils) _get_download_url() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _get_ego_embeddings() (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) _get_entity_token() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _get_feature2field() (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) _get_field_from_config() (hopwise.data.dataset.customized_dataset.KGGLMDataset method) (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _get_final_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _get_illegal_ids_by_inter_num() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _get_input_x_emb() (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) _get_item_comb_embedding() (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) _get_kg_embedding() (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) _get_kg_embeddings() (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) _get_kg_loss() (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) _get_kg_vec_embedding() (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) _get_load_and_unload_col() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _get_model_and_dataset() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _get_module() (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor method) _get_modules() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) _get_next_node_type() (hopwise.model.knowledge_aware_recommender.cafe.KGMask method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_preferences() (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) _get_preset() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _get_pretrained_model_path() (hopwise.trainer.KGGLMTrainer method) (hopwise.trainer.trainer.KGGLMTrainer method) (hopwise.trainer.trainer.PretrainTrainer method) _get_pretrained_weights() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_rec_embedding() (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) _get_rec_embeddings() (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) _get_rec_item_token() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _get_rec_loss() (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) _get_rec_vec_embedding() (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) _get_regularization() (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) _get_remap_list() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _get_reward() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_score() (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) _get_season() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _get_slice() (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) _get_state() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_transe_kg_embedding() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_transe_rec_embedding() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _get_tuner_distributions() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) _get_user_dataloader() (in module hopwise.data.utils) _get_w_stat_cluster_feature() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _get_w_stru_cluster_feature() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _grouped_index() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _has_pattern() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _hierarchicalTime() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _history_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _infer_paths() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) _init_alias() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _init_batch_size_and_step() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.TrainDataLoader method) (hopwise.data.dataloader.KGDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathEvalDataLoader method) (hopwise.data.dataloader.KnowledgePathEvalDataLoader method) (hopwise.data.dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.TrainDataLoader method), [1] (hopwise.data.dataloader.user_dataloader.UserDataLoader method) (hopwise.data.dataloader.UserDataLoader method) _init_device() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _init_other_weights() (hopwise.model.context_aware_recommender.EulerNet method) (hopwise.model.context_aware_recommender.eulernet.EulerNet method) _init_parameters_category() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _init_tokenizer() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) _init_weight() (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) _init_weights() (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) (hopwise.model.context_aware_recommender.AutoInt method) (hopwise.model.context_aware_recommender.autoint.AutoInt method) (hopwise.model.context_aware_recommender.DCN method) (hopwise.model.context_aware_recommender.dcn.DCN method) (hopwise.model.context_aware_recommender.DeepFM method) (hopwise.model.context_aware_recommender.deepfm.DeepFM method) (hopwise.model.context_aware_recommender.DSSM method) (hopwise.model.context_aware_recommender.dssm.DSSM method) (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) (hopwise.model.context_aware_recommender.FiGNN method) (hopwise.model.context_aware_recommender.fignn.FiGNN method) (hopwise.model.context_aware_recommender.FM method) (hopwise.model.context_aware_recommender.fm.FM method) (hopwise.model.context_aware_recommender.FNN method) (hopwise.model.context_aware_recommender.fnn.FNN method) (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) (hopwise.model.context_aware_recommender.LR method) (hopwise.model.context_aware_recommender.lr.LR method) (hopwise.model.context_aware_recommender.NFM method) (hopwise.model.context_aware_recommender.nfm.NFM method) (hopwise.model.context_aware_recommender.PNN method) (hopwise.model.context_aware_recommender.pnn.PNN method) (hopwise.model.context_aware_recommender.WideDeep method) (hopwise.model.context_aware_recommender.widedeep.WideDeep method) (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.gcmc.BiDecoder method) (hopwise.model.general_recommender.gcmc.GcEncoder method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 method) (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) (hopwise.model.sequential_recommender.core.TransNet method) (hopwise.model.sequential_recommender.DIEN method) (hopwise.model.sequential_recommender.dien.DIEN method) (hopwise.model.sequential_recommender.DIN method) (hopwise.model.sequential_recommender.din.DIN method) (hopwise.model.sequential_recommender.FDSA method) (hopwise.model.sequential_recommender.fdsa.FDSA method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) (hopwise.model.sequential_recommender.FPMC method) (hopwise.model.sequential_recommender.fpmc.FPMC method) (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.GRU4Rec method) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec method) (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) (hopwise.model.sequential_recommender.NARM method) (hopwise.model.sequential_recommender.narm.NARM method) (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) (hopwise.model.sequential_recommender.NPE method) (hopwise.model.sequential_recommender.npe.NPE method) (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.model.sequential_recommender.SASRec method) (hopwise.model.sequential_recommender.sasrec.SASRec method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) (hopwise.model.sequential_recommender.SASRecF method) (hopwise.model.sequential_recommender.sasrecf.SASRecF method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) _interaction_to_lib_datatype() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.LightGBMTrainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.LightGBMTrainer method) (hopwise.trainer.trainer.XGBoostTrainer method) (hopwise.trainer.XGBoostTrainer method) _interaction_to_sparse() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) _is_done() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) _item (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) _judge_token_and_convert() (hopwise.data.dataset.decisiontree_dataset.DecisionTreeDataset method) (hopwise.data.dataset.DecisionTreeDataset method) _key_addressing() (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) _key_addressing_full() (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) _l2_distance() (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) _l2_loss() (hopwise.model.knowledge_aware_recommender.MKR method) (hopwise.model.knowledge_aware_recommender.mkr.MKR method) _load_additional_feat() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _load_cmd_line() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _load_config_files() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _load_data() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _load_feat() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _load_inter_feat() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _load_internal_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _load_kg() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _load_link() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _load_pretrain() (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) _load_user_or_item_feat() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _load_variable_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _map_reduce() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _masked_attribute_prediction() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _masked_item_prediction() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _masked_softmax() (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) _memory_update_cell() (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) _merge_external_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _merge_item_and_entity() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _neg_sample() (hopwise.data.transform.MaskItemSequence method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _neg_sample_batch_eval() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _neg_sample_by_pair_wise_sampling() (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader method) (hopwise.data.dataloader.NegSampleDataLoader method), [1] _neg_sample_by_point_wise_sampling() (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader method) (hopwise.data.dataloader.NegSampleDataLoader method), [1] _neg_sampling() (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader method) (hopwise.data.dataloader.NegSampleDataLoader method), [1] _normalize() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _not_sequential_collate_fn() (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) _padding_sequence() (hopwise.data.transform.MaskItemSequence method) _padding_zero_at_left() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _parameters() (in module hopwise.trainer.hyper_tuning) _parse_intervals_str() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _parse_single_sequence() (hopwise.model.ranker.BaseSequenceScoreRanker method) _path_dataset (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) _pop_sampling() (hopwise.sampler.sampler.AbstractSampler method) _predict_xstart_from_eps() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) _preload_weight_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _prepare_cat() (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer method) _print_result() (hopwise.trainer.hyper_tuning.HyperTuning static method) (hopwise.trainer.HyperTuning static method) _ranking_metric (hopwise.evaluator.base_metric.ConsumerTopKMetric attribute) (hopwise.evaluator.ConsumerTopKMetric attribute), [1] _recursiveFindNodes() (in module hopwise.trainer.hyper_tuning) _reindex() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) _remap() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _remap_ID_all() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _remove_duplication() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _reset_ent_remapID() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) _reset_index() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _reset_parameters() (hopwise.model.sequential_recommender.CORE method) (hopwise.model.sequential_recommender.core.CORE method) (hopwise.model.sequential_recommender.gcsan.GNN method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) _rev_rel() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) _sampler (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] _save_checkpoint() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.Trainer method) _segment_prediction() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) _set_alias() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _set_default_parameters() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _set_env_behavior() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _set_eval_neg_sample_args() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _set_label_by_threshold() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _set_neg_sample_args() (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader method) (hopwise.data.dataloader.NegSampleDataLoader method), [1] _set_source_property() (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) _set_steps() (hopwise.utils.WandbLogger method) (hopwise.utils.wandblogger.WandbLogger method) _set_torch_dtype() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _set_train_neg_sample_args() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _source_field (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) _spacesize() (in module hopwise.trainer.hyper_tuning) _split_index_by_leave_one_out() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _split_predict() (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.Trainer method) _split_predict_fn() (hopwise.trainer.KGTrainer method) (hopwise.trainer.trainer.KGTrainer method) _structuralWithGap() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _timeanalysis() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) _tokenized_dataset (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader attribute) (hopwise.data.dataloader.KnowledgePathDataLoader attribute) (hopwise.evaluator.KnowledgePathDataLoader attribute) _tokenizer (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) _train_at_once() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.LightGBMTrainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.LightGBMTrainer method) (hopwise.trainer.trainer.XGBoostTrainer method) (hopwise.trainer.XGBoostTrainer method) _train_epoch() (hopwise.trainer.KGATTrainer method) (hopwise.trainer.KGTrainer method) (hopwise.trainer.MKRTrainer method) (hopwise.trainer.NCLTrainer method) (hopwise.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.RecVAETrainer method) (hopwise.trainer.TPRecTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.KGATTrainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.MKRTrainer method) (hopwise.trainer.trainer.NCLTrainer method) (hopwise.trainer.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.trainer.RecVAETrainer method) (hopwise.trainer.trainer.TPRecTrainer method) (hopwise.trainer.trainer.Trainer method) _transH_projection() (hopwise.model.knowledge_aware_recommender.KTUP static method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP static method) _uni_sampling() (hopwise.sampler.KGSampler method) (hopwise.sampler.RepeatableSampler method) (hopwise.sampler.Sampler method) (hopwise.sampler.sampler.AbstractSampler method) (hopwise.sampler.sampler.KGSampler method) (hopwise.sampler.sampler.RepeatableSampler method) (hopwise.sampler.sampler.Sampler method) (hopwise.sampler.sampler.SeqSampler method) (hopwise.sampler.SeqSampler method) _update_internal_config_dict() (hopwise.config.Config method) (hopwise.config.configurator.Config method) _user (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) _user_item_feat_preparation() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) _user_parallel_sampling() (in module hopwise.data.dataset.kg_path_dataset) _valid_epoch() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.KGTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.Trainer method) _within_intervals() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) A a (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) a_1 (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) a_2 (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) A_hat (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) A_in (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) A_split (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) aap_norm (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) aap_weight (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) AbstractDataLoader (class in hopwise.data.dataloader), [1], [2], [3] (class in hopwise.data.dataloader.abstract_dataloader) AbstractMetric (class in hopwise.evaluator), [1] (class in hopwise.evaluator.base_metric) AbstractRecommender (class in hopwise.model.abstract_recommender) AbstractSampler (class in hopwise.sampler.sampler) AbstractTrainer (class in hopwise.trainer.trainer) ac_conv (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) ac_fc (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) accum (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) act_dim (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) act_func (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) action_dropout (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) activate (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) activation (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) (hopwise.model.layers.CNNLayers attribute) (hopwise.model.layers.MLPLayers attribute) (hopwise.model.layers.SequenceAttLayer attribute) activation_layer() (in module hopwise.model.layers) actor (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) add() (hopwise.model.knowledge_aware_recommender.cafe.ReplayMemory method) add_noise() (in module hopwise.model.general_recommender.admmslim) add_prefix() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) adj_matrix (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM attribute) ADMMSLIM (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.admmslim) ae_act_func (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) AFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.afm) afm_layer() (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) aggregate() (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) Aggregator (class in hopwise.model.knowledge_aware_recommender.kgat) (class in hopwise.model.knowledge_aware_recommender.kgin) (class in hopwise.model.knowledge_aware_recommender.mcclk) aggregator (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) aggregator_class (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) aggregator_layers (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) aggregator_type (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) AGRUCell (class in hopwise.model.sequential_recommender.dien) algorithm (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) align_weight (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) alignLoss() (in module hopwise.model.knowledge_aware_recommender.ktup) alignment() (hopwise.model.sequential_recommender.FEARec static method) (hopwise.model.sequential_recommender.fearec.FEARec static method) all_h_list (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) all_head_size (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) all_hs (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) all_rs (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) all_t_list (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) all_ts (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) alpha (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.layers.Dice attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.sampler.sampler.AbstractSampler attribute) Analogy (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.analogy) anneal_cap (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) anneal_steps (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) apply_norm (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) att_dim (hopwise.model.layers.AttLayer attribute) att_embedding (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) att_hidden_size (hopwise.model.layers.SequenceAttLayer attribute) att_list (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) att_mlp_layers (hopwise.model.layers.SequenceAttLayer attribute) atten_output_dim (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) attention (hopwise.model.knowledge_aware_recommender.mcclk.Aggregator attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) attention_head_size (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) attention_mlp() (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) attention_size (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) AttLayer (class in hopwise.model.layers) attlayer (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) attn_dropout (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) attn_dropout_prob (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) attn_fc (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) attn_scale_factor (hopwise.model.layers.LightMultiHeadAttention attribute) attpooling_key (hopwise.model.layers.LightMultiHeadAttention attribute) attpooling_value (hopwise.model.layers.LightMultiHeadAttention attribute) AUC (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) aug_nce_fct (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) augmentation (hopwise.data.dataset.customized_dataset.DIENDataset attribute) AUGRUCell (class in hopwise.model.sequential_recommender.dien) AutoEncoder (class in hopwise.model.general_recommender.ldiffrec) autoencoder (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) AutoEncoderMixin (class in hopwise.model.abstract_recommender) AutoInt (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.autoint) autoint_layer() (hopwise.model.context_aware_recommender.AutoInt method) (hopwise.model.context_aware_recommender.autoint.AutoInt method) AutoregressiveGroupQuerySelfAttention (class in hopwise.model.path_language_modeling_recommender.pearlmllama3) AutoregressiveSelfAttention (class in hopwise.model.path_language_modeling_recommender.pearlmgpt2) (class in hopwise.model.path_language_modeling_recommender.pearlmllama2) auxiliary_loss() (hopwise.model.sequential_recommender.dien.InterestExtractorNetwork method) auxiliary_net (hopwise.model.sequential_recommender.dien.InterestExtractorNetwork attribute) ave_net() (hopwise.model.sequential_recommender.CORE static method) (hopwise.model.sequential_recommender.core.CORE static method) AveragePopularity (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) avg_actions_of_items (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) avg_actions_of_users (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) avg_degree_kg (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) avg_degree_kg_item (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) B b (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) b_a (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) b_hh (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) b_iah (hopwise.model.sequential_recommender.srgnn.GNN attribute) b_ih (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) b_ioh (hopwise.model.sequential_recommender.srgnn.GNN attribute) backbone (hopwise.model.context_aware_recommender.kd_dagfm.CIN attribute) BaseFactorizationMachine (class in hopwise.model.layers) BaseSequenceScoreRanker (class in hopwise.model.ranker) batch_action_mask() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) batch_size (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) batch_step() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) bce_loss (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) bceloss (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) beam_search() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) beam_search_hop (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) BeamSearchSequenceScoreRanker (class in hopwise.model.ranker) benchmark() (in module hopwise.cli) BERT4Rec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.bert4rec) best_params (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) best_score (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) best_test_result (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) best_valid_result (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) best_valid_result_lp (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) best_valid_score (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) best_valid_score_lp (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) beta (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) beta_fixed (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) betas_for_alpha_bar() (in module hopwise.model.general_recommender.diffrec) betas_from_linear_variance() (in module hopwise.model.general_recommender.diffrec) bias (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.LayerNorm attribute) (hopwise.model.sequential_recommender.dien.AGRUCell attribute) (hopwise.model.sequential_recommender.dien.AUGRUCell attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) bias_lam (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) bias_p (hopwise.model.context_aware_recommender.fignn.GraphLayer attribute) bias_theta (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) BiDecoder (class in hopwise.model.general_recommender.gcmc) (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) BiGNNLayer (class in hopwise.model.layers) Block (class in hopwise.model.path_language_modeling_recommender.pearlmgpt2) (class in hopwise.model.path_language_modeling_recommender.pearlmllama2) (class in hopwise.model.path_language_modeling_recommender.pearlmllama3) block_num (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) blocks (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) bn (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) bn0 (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) bn1 (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) bn2 (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) boost_model (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) bos_token_id (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) BPR (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.bpr) bpr_loss (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) BPRLoss (class in hopwise.model.loss) build() (hopwise.data.dataset.customized_dataset.TPRecDataset method) (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) build_adj() (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv method) build_cross() (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) build_graph_separately (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) build_histroy_items() (hopwise.model.abstract_recommender.AutoEncoderMixin method) (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) build_matrix() (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) build_optuna_space() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) build_space_from_dict() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) build_space_from_file() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) C c (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) C (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) c_fc (hopwise.model.path_language_modeling_recommender.pearlmgpt2.FeedForward attribute) c_proj (hopwise.model.path_language_modeling_recommender.pearlmgpt2.FeedForward attribute) CAFE (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.cafe) CAFETrainer (class in hopwise.trainer.trainer) cal_item_embedding_from_kg() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) cal_item_embedding_gat() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) cal_item_embedding_rgat() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) calc_bpr_loss() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) calc_ssl_loss() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) calculate_ac_loss() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) calculate_actor_loss() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) calculate_cor_loss() (hopwise.model.knowledge_aware_recommender.kgin.GraphConv method) calculate_critic_loss() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) calculate_for_diffusion() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) calculate_kg_loss() (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) (hopwise.model.knowledge_aware_recommender.MKR method) (hopwise.model.knowledge_aware_recommender.mkr.MKR method) calculate_loss() (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) (hopwise.model.context_aware_recommender.AutoInt method) (hopwise.model.context_aware_recommender.autoint.AutoInt method) (hopwise.model.context_aware_recommender.DCN method) (hopwise.model.context_aware_recommender.dcn.DCN method) (hopwise.model.context_aware_recommender.DCNV2 method) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 method) (hopwise.model.context_aware_recommender.DeepFM method) (hopwise.model.context_aware_recommender.deepfm.DeepFM method) (hopwise.model.context_aware_recommender.DSSM method) (hopwise.model.context_aware_recommender.dssm.DSSM method) (hopwise.model.context_aware_recommender.EulerNet method) (hopwise.model.context_aware_recommender.eulernet.EulerNet method) (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) (hopwise.model.context_aware_recommender.FiGNN method) (hopwise.model.context_aware_recommender.fignn.FiGNN method) (hopwise.model.context_aware_recommender.FM method) (hopwise.model.context_aware_recommender.fm.FM method) (hopwise.model.context_aware_recommender.FNN method) (hopwise.model.context_aware_recommender.fnn.FNN method) (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) (hopwise.model.context_aware_recommender.KD_DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM method) (hopwise.model.context_aware_recommender.LR method) (hopwise.model.context_aware_recommender.lr.LR method) (hopwise.model.context_aware_recommender.NFM method) (hopwise.model.context_aware_recommender.nfm.NFM method) (hopwise.model.context_aware_recommender.PNN method) (hopwise.model.context_aware_recommender.pnn.PNN method) (hopwise.model.context_aware_recommender.WideDeep method) (hopwise.model.context_aware_recommender.widedeep.WideDeep method) (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.general_recommender.ADMMSLIM method) (hopwise.model.general_recommender.admmslim.ADMMSLIM method) (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.CDAE method) (hopwise.model.general_recommender.cdae.CDAE method) (hopwise.model.general_recommender.ConvNCF method) (hopwise.model.general_recommender.convncf.ConvNCF method) (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) (hopwise.model.general_recommender.EASE method) (hopwise.model.general_recommender.ease.EASE method) (hopwise.model.general_recommender.ENMF method) (hopwise.model.general_recommender.enmf.ENMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.GCMC method) (hopwise.model.general_recommender.gcmc.GCMC method) (hopwise.model.general_recommender.ItemKNN method) (hopwise.model.general_recommender.itemknn.ItemKNN method) (hopwise.model.general_recommender.LDiffRec method) (hopwise.model.general_recommender.ldiffrec.LDiffRec method) (hopwise.model.general_recommender.LightGCN method) (hopwise.model.general_recommender.lightgcn.LightGCN method) (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiDAE method) (hopwise.model.general_recommender.multidae.MultiDAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.general_recommender.NCEPLRec method) (hopwise.model.general_recommender.nceplrec.NCEPLRec method) (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) (hopwise.model.general_recommender.NGCF method) (hopwise.model.general_recommender.ngcf.NGCF method) (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) (hopwise.model.general_recommender.Pop method) (hopwise.model.general_recommender.pop.Pop method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) (hopwise.model.general_recommender.Random method) (hopwise.model.general_recommender.random.Random method) (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.RecVAE method) (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) (hopwise.model.general_recommender.SLIMElastic method) (hopwise.model.general_recommender.slimelastic.SLIMElastic method) (hopwise.model.general_recommender.SpectralCF method) (hopwise.model.general_recommender.spectralcf.SpectralCF method) (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGIN method) (hopwise.model.knowledge_aware_recommender.kgin.KGIN method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 method) (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) (hopwise.model.sequential_recommender.CORE method) (hopwise.model.sequential_recommender.core.CORE method) (hopwise.model.sequential_recommender.DIEN method) (hopwise.model.sequential_recommender.dien.DIEN method) (hopwise.model.sequential_recommender.DIN method) (hopwise.model.sequential_recommender.din.DIN method) (hopwise.model.sequential_recommender.FDSA method) (hopwise.model.sequential_recommender.fdsa.FDSA method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.FPMC method) (hopwise.model.sequential_recommender.fpmc.FPMC method) (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.GRU4Rec method) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec method) (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.GRU4RecF method) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF method) (hopwise.model.sequential_recommender.GRU4RecKG method) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) (hopwise.model.sequential_recommender.NARM method) (hopwise.model.sequential_recommender.narm.NARM method) (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) (hopwise.model.sequential_recommender.NPE method) (hopwise.model.sequential_recommender.npe.NPE method) (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.model.sequential_recommender.SASRec method) (hopwise.model.sequential_recommender.sasrec.SASRec method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) (hopwise.model.sequential_recommender.SASRecF method) (hopwise.model.sequential_recommender.sasrecf.SASRecF method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) calculate_loss_prob() (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) calculate_loss_transe() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) calculate_ls_loss() (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) calculate_metric() (hopwise.evaluator.AbstractMetric method), [1] (hopwise.evaluator.AUC method) (hopwise.evaluator.AveragePopularity method) (hopwise.evaluator.base_metric.AbstractMetric method) (hopwise.evaluator.base_metric.ConsumerTopKMetric method) (hopwise.evaluator.ConsumerTopKMetric method), [1] (hopwise.evaluator.Fidelity method) (hopwise.evaluator.GAUC method) (hopwise.evaluator.GiniIndex method) (hopwise.evaluator.Hit method) (hopwise.evaluator.ItemCoverage method) (hopwise.evaluator.LID method) (hopwise.evaluator.LIR method) (hopwise.evaluator.LITD method) (hopwise.evaluator.LogLoss method) (hopwise.evaluator.MAE method) (hopwise.evaluator.MAP method) (hopwise.evaluator.metrics.AUC method) (hopwise.evaluator.metrics.AveragePopularity method) (hopwise.evaluator.metrics.Fidelity method) (hopwise.evaluator.metrics.GAUC method) (hopwise.evaluator.metrics.GiniIndex method) (hopwise.evaluator.metrics.Hit method) (hopwise.evaluator.metrics.ItemCoverage method) (hopwise.evaluator.metrics.LID method) (hopwise.evaluator.metrics.LIR method) (hopwise.evaluator.metrics.LITD method) (hopwise.evaluator.metrics.LogLoss method) (hopwise.evaluator.metrics.MAE method) (hopwise.evaluator.metrics.MAP method) (hopwise.evaluator.metrics.MRR method) (hopwise.evaluator.metrics.NDCG method) (hopwise.evaluator.metrics.Novelty method) (hopwise.evaluator.metrics.PPT method) (hopwise.evaluator.metrics.Precision method) (hopwise.evaluator.metrics.PTC method) (hopwise.evaluator.metrics.PTD method) (hopwise.evaluator.metrics.Recall method) (hopwise.evaluator.metrics.RMSE method) (hopwise.evaluator.metrics.SED method) (hopwise.evaluator.metrics.SEP method) (hopwise.evaluator.metrics.Serendipity method) (hopwise.evaluator.metrics.SETD method) (hopwise.evaluator.metrics.ShannonEntropy method) (hopwise.evaluator.metrics.TailPercentage method) (hopwise.evaluator.MRR method) (hopwise.evaluator.NDCG method) (hopwise.evaluator.Novelty method) (hopwise.evaluator.PPT method) (hopwise.evaluator.Precision method) (hopwise.evaluator.PTC method) (hopwise.evaluator.PTD method) (hopwise.evaluator.Recall method) (hopwise.evaluator.RMSE method) (hopwise.evaluator.SED method) (hopwise.evaluator.SEP method) (hopwise.evaluator.Serendipity method) (hopwise.evaluator.SETD method) (hopwise.evaluator.ShannonEntropy method) (hopwise.evaluator.TailPercentage method) calculate_ndcg() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) calculate_reg_loss() (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) calculate_rs_loss() (hopwise.model.knowledge_aware_recommender.MKR method) (hopwise.model.knowledge_aware_recommender.mkr.MKR method) calculate_sequence_scores() (hopwise.model.ranker.CumulativeSequenceScoreRanker method) calculate_sim_hrt() (hopwise.model.knowledge_aware_recommender.mcclk.Aggregator method) calculate_valid_score() (in module hopwise.utils) (in module hopwise.utils.utils) callback_fn (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) callbacks (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) candidates_from_previous_reranker (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) Caser (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.caser) cat_interactions() (in module hopwise.data.dataloader) (in module hopwise.data.interaction) causal_attn (hopwise.model.path_language_modeling_recommender.pearlmgpt2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.Block attribute) causal_mask (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) cc_unit (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) CDAE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.cdae) ce_loss (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) center_columns (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) CFKG (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.cfkg) channels (hopwise.model.layers.CNNLayers attribute) check() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) check_sequential() (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) checkpoint_dir (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) children (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) CIN (class in hopwise.model.context_aware_recommender.kd_dagfm) cin (hopwise.model.context_aware_recommender.kd_dagfm.CIN attribute) cin_linear (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) CINComp (class in hopwise.model.context_aware_recommender.kd_dagfm) cinlist (hopwise.model.context_aware_recommender.kd_dagfm.CIN attribute) CKE (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.cke) ckg (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) ckg_dict_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) ckg_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) ckg_hetero_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) cli() (in module hopwise.cli) clip_grad_norm (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) cluster_info() (in module hopwise.evaluator) (in module hopwise.evaluator.register) cmd_config_dict (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) cnn_channels (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) cnn_kernels (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) cnn_layers (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.layers.CNNLayers attribute) cnn_strides (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) CNNLayers (class in hopwise.model.layers) collaborative_path (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) collate_fn() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.TrainDataLoader method) (hopwise.data.dataloader.KGDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathEvalDataLoader method) (hopwise.data.dataloader.KnowledgePathEvalDataLoader method) (hopwise.data.dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.TrainDataLoader method), [1] (hopwise.data.dataloader.user_dataloader.UserDataLoader method) (hopwise.data.dataloader.UserDataLoader method) collect_results() (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor method) collect_scores() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) Collector (class in hopwise.evaluator) (class in hopwise.evaluator.collector) Collector_KG (class in hopwise.evaluator) (class in hopwise.evaluator.collector) columns (hopwise.data.dataloader.Interaction property), [1], [2], [3] (hopwise.data.interaction.Interaction property) compatibility_settings() (hopwise.config.Config method) (hopwise.config.configurator.Config method) ComplEx (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.complex) complex_dim (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) CompositePrior (class in hopwise.model.general_recommender.recvae) compressed_interaction_network() (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) compute_loss() (in module hopwise.model.general_recommender.ldiffrec) compute_rope() (in module hopwise.model.path_language_modeling_recommender.pearlmllama2) (in module hopwise.model.path_language_modeling_recommender.pearlmllama3) compute_similarity() (hopwise.model.general_recommender.itemknn.ComputeSimilarity method) computer() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) ComputeSimilarity (class in hopwise.model.general_recommender.itemknn) concat (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) concat_embed_input_fields() (hopwise.model.abstract_recommender.ContextRecommender method) concat_layer (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) Config (class in hopwise.config) (class in hopwise.config.configurator) config (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.data.transform.MaskItemSequence attribute) (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) (hopwise.evaluator.Evaluator attribute) (hopwise.evaluator.evaluator.Evaluator attribute) (hopwise.evaluator.MAP attribute) (hopwise.evaluator.metrics.MAP attribute) (hopwise.evaluator.Register attribute), [1] (hopwise.evaluator.register.Register attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.AbstractTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.utils.WandbLogger attribute) (hopwise.utils.wandblogger.WandbLogger attribute) connect_layer (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM attribute) console (in module hopwise.cli) ConstrainedLogitsProcessorWordLevel (class in hopwise.model.logits_processor) construct_adj() (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) construct_critic_input() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) construct_critic_layers() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) construct_transform() (in module hopwise.data.dataloader) (in module hopwise.data.transform) ConsumerTopKMetric (class in hopwise.evaluator), [1] (class in hopwise.evaluator.base_metric) CONTEXT (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) context_forward() (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) context_hops (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) context_norm (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) ContextRecommender (class in hopwise.model.abstract_recommender) ContextSeqEmbAbstractLayer (class in hopwise.model.layers) ContextSeqEmbLayer (class in hopwise.model.layers) conv (hopwise.model.context_aware_recommender.kd_dagfm.CINComp attribute) conv1 (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) conv1_bn (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) conv1d_list (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) conv2 (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) conv2_bn (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) conv3 (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) conv_h (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) conv_kernel_size (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) conv_layer (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) conv_pad() (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a method) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b method) conv_v (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) ConvE (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.conve) convert_path_relations() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) convert_to_one_hot() (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) convert_token_to_onehot (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) ConvKB (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.convkb) ConvNCF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.convncf) ConvNCFBPRLoss (class in hopwise.model.general_recommender.convncf) convs (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) copy() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) copy_field_property() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) cor_batch_size (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) cor_weight (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) CORE (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.core) corruption_ratio (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) cosine_sim (hopwise.model.loss.SSMLoss attribute) count_alpha() (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) count_paths_with_target() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) counter() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) cpu() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) create_adjust_matrix() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) create_consumer_metric_class() (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) create_cor_loss() (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) create_dataset() (in module hopwise.data) (in module hopwise.data.utils) create_heuristic_program() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) create_samplers() (in module hopwise.data.utils) critic (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) critic_forward() (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) critic_layer_dims (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) critic_layers (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) critic_net (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) crop_eta (hopwise.data.transform.CropItemSequence attribute) CROP_ITEM_SEQ (hopwise.data.transform.CropItemSequence attribute) CROP_ITEM_SEQ_LEN (hopwise.data.transform.CropItemSequence attribute) CropItemSequence (class in hopwise.data.transform) cross_layer_b (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) cross_layer_num (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) cross_layer_w (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) cross_network() (hopwise.model.context_aware_recommender.DCN method) (hopwise.model.context_aware_recommender.dcn.DCN method) (hopwise.model.context_aware_recommender.DCNV2 method) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 method) cross_network_mix() (hopwise.model.context_aware_recommender.DCNV2 method) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 method) CrossCompressUnit (class in hopwise.model.knowledge_aware_recommender.mkr) CrossNet (class in hopwise.model.context_aware_recommender.kd_dagfm) csr2tensor() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) ct_dropout (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) CumulativeSequenceScoreRanker (class in hopwise.model.ranker) cur_step (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) cur_step_lp (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) cutoff() (in module hopwise.evaluator.utils) D D (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) DAGFM (class in hopwise.model.context_aware_recommender.kd_dagfm) data (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) data_augmentation() (hopwise.data.dataset.customized_dataset.DIENDataset method) (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) data_preparation() (in module hopwise.data) (in module hopwise.data.utils) data_struct (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) dataMatrix (hopwise.model.general_recommender.itemknn.ComputeSimilarity attribute) Dataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.dataset) dataset (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.sampler.KGSampler attribute) (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.SeqSampler attribute) (hopwise.sampler.SeqSampler attribute) dataset_arguments (in module hopwise.utils) (in module hopwise.utils.argument_list) dataset_name (hopwise.data.dataset.Dataset attribute), [1] (hopwise.data.dataset.dataset.Dataset attribute), [1] dataset_path (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) datasets (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.Sampler attribute) DataStruct (class in hopwise.evaluator), [1] (class in hopwise.evaluator.collector) DCN (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.dcn) DCNV2 (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.dcnv2) decide_download() (in module hopwise.utils.url) decimal_place (hopwise.evaluator.AbstractMetric attribute), [1] (hopwise.evaluator.base_metric.AbstractMetric attribute) DECISIONTREE (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) DecisionTreeDataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.decisiontree_dataset) DecisionTreeTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) Decode() (hopwise.model.general_recommender.ldiffrec.AutoEncoder method) decode_layer_dims (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) decode_path() (hopwise.model.abstract_recommender.ExplainableRecommender method) (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.path_language_modeling_recommender.PEARLM method) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM method) (hopwise.model.path_language_modeling_recommender.PLM method) (hopwise.model.path_language_modeling_recommender.plm.PLM method) decoder (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) decompose() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) deep_dict_update() (in module hopwise.utils) (in module hopwise.utils.utils) deep_module (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) deep_predict_layer (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) DeepFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.deepfm) DeepRelationModule (class in hopwise.model.knowledge_aware_recommender.cafe) DeltaHit (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) DeltaMAP (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) DeltaMRR (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) DeltaNDCG (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) DeltaPrecision (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) DeltaRecall (in module hopwise.evaluator) (in module hopwise.evaluator.metrics) dense (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.layers.SequenceAttLayer attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) dense_1 (hopwise.model.layers.FeedForward attribute) (hopwise.model.sequential_recommender.fearec.FeedForward attribute) dense_2 (hopwise.model.layers.FeedForward attribute) (hopwise.model.sequential_recommender.fearec.FeedForward attribute) dense_activate (hopwise.model.general_recommender.gcmc.GcEncoder attribute) dense_layer (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) dense_layer_i (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) dense_layer_u (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) dense_output_dim (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) depth (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM attribute) deval (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) device (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor attribute) (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) DGCF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.dgcf) Dice (class in hopwise.model.layers) dict2str() (in module hopwise.utils) (in module hopwise.utils.utils) DIEN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.dien) DIENDataset (class in hopwise.data.dataset.customized_dataset) DiffRec (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.diffrec) dilation (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) dilations (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) dim (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit attribute) dims (hopwise.model.general_recommender.diffrec.DNN attribute) DIN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.din) direct (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) disen_weight_att (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) display_file (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) DistMult (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.distmult) distribution (hopwise.sampler.sampler.AbstractSampler attribute) DMF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.dmf) DNN (class in hopwise.model.general_recommender.diffrec) dnn_list (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) dnn_mlp_layers (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) dnn_mlp_list (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) dnn_predict_layer (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) dnn_predict_layers (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) dnn_type (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) double_tower (hopwise.model.abstract_recommender.ContextRecommender attribute) double_tower_embed_input_fields() (hopwise.model.abstract_recommender.ContextRecommender method) download_url() (in module hopwise.utils.url) drop (hopwise.model.general_recommender.diffrec.DNN attribute) drop() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) drop_ex (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) drop_im (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) drop_out (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) drop_prob (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) drop_ratio (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) dropout (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) (hopwise.model.knowledge_aware_recommender.kglrr.GAT attribute) (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.layers.FeedForward attribute) (hopwise.model.layers.MLPLayers attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FeedForward attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) dropout_layer (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) dropout_prob (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) dropout_probs (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) DSSM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.dssm) dual_domain (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) dummy_param (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.NCEPLRec attribute) (hopwise.model.general_recommender.nceplrec.NCEPLRec attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) dump_parameters() (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) DynamicRNN (class in hopwise.model.sequential_recommender.dien) E e_step() (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) early_stopping() (in module hopwise.utils) (in module hopwise.utils.utils) early_stopping_rounds (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) EASE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.ease) edge2head (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) edge2head_mat (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) edge_index (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) edge_sampling() (hopwise.model.knowledge_aware_recommender.kgin.GraphConv method) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv method) edge_type (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) eh_name (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) emb_dim (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) emb_dropout (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) emb_layer (hopwise.model.general_recommender.diffrec.DNN attribute) emb_loss (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) emb_size (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) embed_dim (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) embed_float_fields() (hopwise.model.abstract_recommender.ContextRecommender method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) (hopwise.model.layers.FMFirstOrderLinear method) embed_float_seq_fields() (hopwise.model.abstract_recommender.ContextRecommender method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) (hopwise.model.layers.FMFirstOrderLinear method) embed_input_fields() (hopwise.model.abstract_recommender.ContextRecommender method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) embed_output_dim (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) embed_token_fields() (hopwise.model.abstract_recommender.ContextRecommender method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) (hopwise.model.layers.FMFirstOrderLinear method) embed_token_seq_fields() (hopwise.model.abstract_recommender.ContextRecommender method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) (hopwise.model.layers.FMFirstOrderLinear method) embedding (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) (hopwise.model.layers.FLEmbedding attribute) (hopwise.model.layers.FMEmbedding attribute) embedding_dim1 (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) embedding_dim2 (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) embedding_layer (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) embedding_layer() (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) embedding_seq_item (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) embedding_size (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) (hopwise.model.general_recommender.BPR attribute) (hopwise.model.general_recommender.bpr.BPR attribute) (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.KGState attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.KGState attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) embeddings (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) EmbLoss (class in hopwise.model.loss) EmbMarginLoss (class in hopwise.model.loss) enable_amp (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) enable_scaler (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) Encode() (hopwise.model.general_recommender.ldiffrec.AutoEncoder method) encode_layer_dims (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) Encoder (class in hopwise.model.general_recommender.recvae) encoder (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) encoder_old (hopwise.model.general_recommender.recvae.CompositePrior attribute) ENMF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.enmf) ensure_dir() (in module hopwise.utils) (in module hopwise.utils.utils) entities (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) ENTITY (hopwise.data.dataloader.PathLanguageModelingTokenType attribute) entity (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) ENTITY (hopwise.utils.enum_type.PathLanguageModelingTokenType attribute) (hopwise.utils.PathLanguageModelingTokenType attribute) entity2item (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) entity_emb_dropout (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) entity_embedding (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) entity_embedding_im (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) entity_embedding_matrix (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) entity_embeddings_lookup (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) entity_field (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) entity_gru_layers (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) entity_head (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) ENTITY_ID (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) entity_im_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) entity_loss (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) entity_num (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) entity_re_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) entity_token_ids (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) entity_vec_embedding (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) entropy (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) epochs (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.TraditionalTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.TraditionalTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) eps (hopwise.model.loss.SSMLoss attribute) EPSILON (hopwise.model.general_recommender.diffrec.ModelMeanType attribute) Equal (class in hopwise.data.transform) et_name (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) Euler_interaction_layers (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) EulerInteractionLayer (class in hopwise.model.context_aware_recommender.eulernet) EulerNet (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.eulernet) eval_batch_collect() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) eval_collect() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) eval_collector (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) eval_data_collect() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) eval_device (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) eval_step (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) eval_type (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) evals (hopwise.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) evals_result (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) evaluate() (hopwise.evaluator.Evaluator method) (hopwise.evaluator.evaluator.Evaluator method) (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.hf_path_trainer.HFPathTrainer method) (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.KGGLMTrainer method) (hopwise.trainer.KGTrainer method) (hopwise.trainer.LightGBMTrainer method) (hopwise.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.TPRecTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.AbstractTrainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.KGGLMTrainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.LightGBMTrainer method) (hopwise.trainer.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.trainer.TPRecTrainer method) (hopwise.trainer.trainer.Trainer method) (hopwise.trainer.trainer.XGBoostTrainer method) (hopwise.trainer.XGBoostTrainer method) (in module hopwise.cli) evaluate_data_loop() (hopwise.trainer.KGTrainer method) (hopwise.trainer.trainer.KGTrainer method) evaluation_arguments (in module hopwise.utils) (in module hopwise.utils.argument_list) Evaluator (class in hopwise.evaluator) (class in hopwise.evaluator.evaluator) evaluator (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) Evaluator_KG (class in hopwise.evaluator) (class in hopwise.evaluator.evaluator) EvaluatorType (class in hopwise.evaluator), [1] (class in hopwise.utils) (class in hopwise.utils.enum_type) execute() (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor method) exhaustive_search() (in module hopwise.trainer.hyper_tuning) ExhaustiveSearchError expand_paths() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) explain() (hopwise.model.abstract_recommender.ExplainableRecommender method) (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.path_language_modeling_recommender.PEARLM method) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM method) (hopwise.model.path_language_modeling_recommender.PLM method) (hopwise.model.path_language_modeling_recommender.plm.PLM method) ExplainableRecommender (class in hopwise.model.abstract_recommender) ExplainableTrainer (class in hopwise.trainer.trainer) Explore_Recommendation_Decoder (class in hopwise.model.sequential_recommender.repeatnet) explore_recommendation_decoder (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) export_result() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) extract_zip() (in module hopwise.utils.url) eye_matrix (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) eye_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) F factor (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) fake_loss (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) (hopwise.model.general_recommender.Random attribute) (hopwise.model.general_recommender.random.Random attribute) fast_sample_path_with_target() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) fc (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) fc1 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.FeedForward attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) fc1_dim_h (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) fc1_dim_v (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) fc2 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.FeedForward attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) fc3 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.FeedForward attribute) fc4 (hopwise.model.general_recommender.recvae.Encoder attribute) fc5 (hopwise.model.general_recommender.recvae.Encoder attribute) fc_ee (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit attribute) fc_ev (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit attribute) fc_layer (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) fc_logvar (hopwise.model.general_recommender.recvae.Encoder attribute) fc_mu (hopwise.model.general_recommender.recvae.Encoder attribute) fc_ve (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit attribute) fc_vv (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit attribute) FDSA (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.fdsa) FEABlock (class in hopwise.model.sequential_recommender.fearec) FEAEncoder (class in hopwise.model.sequential_recommender.fearec) FEARec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.fearec) feat_name_list (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) feature2field (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) feature2id (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) feature_att_layer (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) feature_dim (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) feature_dims (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) feature_dropout (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) feature_embed_layer (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) feature_embedding (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) FEATURE_FIELD (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) feature_gating() (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) feature_gru_layers (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) FEATURE_LIST (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) feature_map_drop (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) feature_names (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) feature_num (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) feature_trm_encoder (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) FeatureInteraction() (hopwise.model.context_aware_recommender.KD_DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.CIN method) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet method) (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM method) FeatureSeqEmbLayer (class in hopwise.model.layers) FeatureSource (class in hopwise.data.dataloader) (class in hopwise.utils) (class in hopwise.utils.enum_type) FeatureType (class in hopwise.data.dataloader) (class in hopwise.utils) (class in hopwise.utils.enum_type) feed_forward (hopwise.model.layers.LightTransformerLayer attribute) (hopwise.model.layers.TransformerLayer attribute) (hopwise.model.sequential_recommender.fearec.FEABlock attribute) FeedForward (class in hopwise.model.layers) (class in hopwise.model.path_language_modeling_recommender.pearlmgpt2) (class in hopwise.model.path_language_modeling_recommender.pearlmllama2) (class in hopwise.model.path_language_modeling_recommender.pearlmllama3) (class in hopwise.model.sequential_recommender.fearec) feedforward (hopwise.model.path_language_modeling_recommender.pearlmgpt2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.Block attribute) FFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.ffm) ffm (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) Fidelity (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) field2feats() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) field2id_token (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) field2seqlen (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) field2source (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) field2token_id (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) field2type (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) field_names (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) field_nums (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) FieldAwareFactorizationMachine (class in hopwise.model.context_aware_recommender.ffm) fields (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) fields() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) FiGNN (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.fignn) fignn_layer() (hopwise.model.context_aware_recommender.FiGNN method) (hopwise.model.context_aware_recommender.fignn.FiGNN method) file_config_dict (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) filter() (hopwise.utils.logger.RemoveColorFilter method) filter_mixer (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) filter_size (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) filters (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) final_config_dict (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) final_layer (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) final_output() (hopwise.model.sequential_recommender.dien.InterestEvolvingLayer method) first_order_linear (hopwise.model.abstract_recommender.ContextRecommender attribute) FISM (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.fism) fit() (hopwise.trainer.DecisionTreeTrainer method) (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.KGGLMTrainer method) (hopwise.trainer.KGTrainer method) (hopwise.trainer.NCLTrainer method) (hopwise.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.RaCTTrainer method) (hopwise.trainer.S3RecTrainer method) (hopwise.trainer.TPRecTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.AbstractTrainer method) (hopwise.trainer.trainer.DecisionTreeTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.KGGLMTrainer method) (hopwise.trainer.trainer.KGTrainer method) (hopwise.trainer.trainer.NCLTrainer method) (hopwise.trainer.trainer.PEARLMfromscratchTrainer method) (hopwise.trainer.trainer.RaCTTrainer method) (hopwise.trainer.trainer.S3RecTrainer method) (hopwise.trainer.trainer.TPRecTrainer method) (hopwise.trainer.trainer.Trainer method) fix_scores_sorting_bug (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) fixed_config_file_list (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) FLEmbedding (class in hopwise.model.layers) FLOAT (hopwise.data.dataloader.FeatureType attribute) (hopwise.utils.enum_type.FeatureType attribute) (hopwise.utils.FeatureType attribute) float_embedding_table (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) float_feature_dims (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) float_feature_names (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) float_field_dims (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) float_field_names (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) float_field_offsets (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) float_like_fields (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) FLOAT_SEQ (hopwise.data.dataloader.FeatureType attribute) (hopwise.utils.enum_type.FeatureType attribute) (hopwise.utils.FeatureType attribute) float_seq_embedding_table (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) float_seq_feature_dims (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) float_seq_feature_names (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) float_seq_field_dims (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) float_seq_field_names (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) FM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.fm) fm (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.FM attribute) (hopwise.model.context_aware_recommender.fm.FM attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) FMEmbedding (class in hopwise.model.layers) FMFirstOrderLinear (class in hopwise.model.layers) fn (hopwise.model.sequential_recommender.core.TransNet attribute) FNN (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.fnn) format_metrics() (in module hopwise.quick_start.quick_start) forward() (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) (hopwise.model.context_aware_recommender.AutoInt method) (hopwise.model.context_aware_recommender.autoint.AutoInt method) (hopwise.model.context_aware_recommender.DCN method) (hopwise.model.context_aware_recommender.dcn.DCN method) (hopwise.model.context_aware_recommender.DCNV2 method) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 method) (hopwise.model.context_aware_recommender.DeepFM method) (hopwise.model.context_aware_recommender.deepfm.DeepFM method) (hopwise.model.context_aware_recommender.DSSM method) (hopwise.model.context_aware_recommender.dssm.DSSM method) (hopwise.model.context_aware_recommender.EulerNet method) (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer method) (hopwise.model.context_aware_recommender.eulernet.EulerNet method) (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine method) (hopwise.model.context_aware_recommender.FiGNN method) (hopwise.model.context_aware_recommender.fignn.FiGNN method) (hopwise.model.context_aware_recommender.fignn.GraphLayer method) (hopwise.model.context_aware_recommender.FM method) (hopwise.model.context_aware_recommender.fm.FM method) (hopwise.model.context_aware_recommender.FNN method) (hopwise.model.context_aware_recommender.fnn.FNN method) (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) (hopwise.model.context_aware_recommender.KD_DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.CIN method) (hopwise.model.context_aware_recommender.kd_dagfm.CINComp method) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet method) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM method) (hopwise.model.context_aware_recommender.LR method) (hopwise.model.context_aware_recommender.lr.LR method) (hopwise.model.context_aware_recommender.NFM method) (hopwise.model.context_aware_recommender.nfm.NFM method) (hopwise.model.context_aware_recommender.PNN method) (hopwise.model.context_aware_recommender.pnn.InnerProductLayer method) (hopwise.model.context_aware_recommender.pnn.OuterProductLayer method) (hopwise.model.context_aware_recommender.pnn.PNN method) (hopwise.model.context_aware_recommender.WideDeep method) (hopwise.model.context_aware_recommender.widedeep.WideDeep method) (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.general_recommender.ADMMSLIM method) (hopwise.model.general_recommender.admmslim.ADMMSLIM method) (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.CDAE method) (hopwise.model.general_recommender.cdae.CDAE method) (hopwise.model.general_recommender.ConvNCF method) (hopwise.model.general_recommender.convncf.ConvNCF method) (hopwise.model.general_recommender.convncf.ConvNCFBPRLoss method) (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) (hopwise.model.general_recommender.diffrec.DNN method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) (hopwise.model.general_recommender.EASE method) (hopwise.model.general_recommender.ease.EASE method) (hopwise.model.general_recommender.ENMF method) (hopwise.model.general_recommender.enmf.ENMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.GCMC method) (hopwise.model.general_recommender.gcmc.BiDecoder method) (hopwise.model.general_recommender.gcmc.GcEncoder method) (hopwise.model.general_recommender.gcmc.GCMC method) (hopwise.model.general_recommender.ItemKNN method) (hopwise.model.general_recommender.itemknn.ItemKNN method) (hopwise.model.general_recommender.LightGCN method) (hopwise.model.general_recommender.lightgcn.LightGCN method) (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) (hopwise.model.general_recommender.line.NegSamplingLoss method) (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiDAE method) (hopwise.model.general_recommender.multidae.MultiDAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.general_recommender.NCEPLRec method) (hopwise.model.general_recommender.nceplrec.NCEPLRec method) (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) (hopwise.model.general_recommender.NGCF method) (hopwise.model.general_recommender.ngcf.NGCF method) (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) (hopwise.model.general_recommender.Pop method) (hopwise.model.general_recommender.pop.Pop method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) (hopwise.model.general_recommender.Random method) (hopwise.model.general_recommender.random.Random method) (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.CompositePrior method) (hopwise.model.general_recommender.recvae.Encoder method) (hopwise.model.general_recommender.recvae.RecVAE method) (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) (hopwise.model.general_recommender.SLIMElastic method) (hopwise.model.general_recommender.slimelastic.SLIMElastic method) (hopwise.model.general_recommender.SpectralCF method) (hopwise.model.general_recommender.spectralcf.SpectralCF method) (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule method) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule method) (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGIN method) (hopwise.model.knowledge_aware_recommender.kgin.Aggregator method) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv method) (hopwise.model.knowledge_aware_recommender.kgin.KGIN method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.GAT method) (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.Aggregator method) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) (hopwise.model.knowledge_aware_recommender.MKR method) (hopwise.model.knowledge_aware_recommender.mkr.CrossCompressUnit method) (hopwise.model.knowledge_aware_recommender.mkr.MKR method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) (hopwise.model.layers.AttLayer method) (hopwise.model.layers.BaseFactorizationMachine method) (hopwise.model.layers.BiGNNLayer method) (hopwise.model.layers.CNNLayers method) (hopwise.model.layers.ContextSeqEmbAbstractLayer method) (hopwise.model.layers.Dice method) (hopwise.model.layers.FeedForward method) (hopwise.model.layers.FLEmbedding method) (hopwise.model.layers.FMEmbedding method) (hopwise.model.layers.FMFirstOrderLinear method) (hopwise.model.layers.ItemToInterestAggregation method) (hopwise.model.layers.LightMultiHeadAttention method) (hopwise.model.layers.LightTransformerEncoder method) (hopwise.model.layers.LightTransformerLayer method) (hopwise.model.layers.MLPLayers method) (hopwise.model.layers.MultiHeadAttention method) (hopwise.model.layers.SequenceAttLayer method) (hopwise.model.layers.SparseDropout method) (hopwise.model.layers.TransformerEncoder method) (hopwise.model.layers.TransformerLayer method) (hopwise.model.layers.VanillaAttention method) (hopwise.model.loss.BPRLoss method) (hopwise.model.loss.EmbLoss method) (hopwise.model.loss.EmbMarginLoss method) (hopwise.model.loss.InnerProductLoss method) (hopwise.model.loss.LogisticLoss method) (hopwise.model.loss.RegLoss method) (hopwise.model.loss.SimCELoss method) (hopwise.model.loss.SSMLoss method) (hopwise.model.path_language_modeling_recommender.PEARLM method) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM method) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.Block method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.FeedForward method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.LayerNorm method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.Block method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.FeedForward method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.Block method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.FeedForward method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.PLM method) (hopwise.model.path_language_modeling_recommender.plm.PLM method) (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) (hopwise.model.sequential_recommender.CORE method) (hopwise.model.sequential_recommender.core.CORE method) (hopwise.model.sequential_recommender.core.TransNet method) (hopwise.model.sequential_recommender.DIEN method) (hopwise.model.sequential_recommender.dien.AGRUCell method) (hopwise.model.sequential_recommender.dien.AUGRUCell method) (hopwise.model.sequential_recommender.dien.DIEN method) (hopwise.model.sequential_recommender.dien.DynamicRNN method) (hopwise.model.sequential_recommender.dien.InterestEvolvingLayer method) (hopwise.model.sequential_recommender.dien.InterestExtractorNetwork method) (hopwise.model.sequential_recommender.DIN method) (hopwise.model.sequential_recommender.din.DIN method) (hopwise.model.sequential_recommender.FDSA method) (hopwise.model.sequential_recommender.fdsa.FDSA method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEABlock method) (hopwise.model.sequential_recommender.fearec.FEAEncoder method) (hopwise.model.sequential_recommender.fearec.FEARec method) (hopwise.model.sequential_recommender.fearec.FeedForward method) (hopwise.model.sequential_recommender.fearec.HybridAttention method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.FPMC method) (hopwise.model.sequential_recommender.fpmc.FPMC method) (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GNN method) (hopwise.model.sequential_recommender.GRU4Rec method) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec method) (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.GRU4RecF method) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF method) (hopwise.model.sequential_recommender.GRU4RecKG method) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) (hopwise.model.sequential_recommender.NARM method) (hopwise.model.sequential_recommender.narm.NARM method) (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a method) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b method) (hopwise.model.sequential_recommender.NPE method) (hopwise.model.sequential_recommender.npe.NPE method) (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder method) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism method) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.model.sequential_recommender.SASRec method) (hopwise.model.sequential_recommender.sasrec.SASRec method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) (hopwise.model.sequential_recommender.SASRecF method) (hopwise.model.sequential_recommender.sasrecf.SASRecF method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.GNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) forward_relation() (hopwise.model.knowledge_aware_recommender.kglrr.GAT method) (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer method) forward_simple() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) forward_transe() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) FOSSIL (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.fossil) FPMC (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.fpmc) fredom (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) fredom_type (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) freeze_kg (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) ft_ratio (hopwise.data.transform.MaskItemSequence attribute) full (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) full_sort_explanations() (in module hopwise.utils.case_study) full_sort_predict() (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.general_recommender.ADMMSLIM method) (hopwise.model.general_recommender.admmslim.ADMMSLIM method) (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.CDAE method) (hopwise.model.general_recommender.cdae.CDAE method) (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) (hopwise.model.general_recommender.EASE method) (hopwise.model.general_recommender.ease.EASE method) (hopwise.model.general_recommender.ENMF method) (hopwise.model.general_recommender.enmf.ENMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.GCMC method) (hopwise.model.general_recommender.gcmc.GCMC method) (hopwise.model.general_recommender.ItemKNN method) (hopwise.model.general_recommender.itemknn.ItemKNN method) (hopwise.model.general_recommender.LDiffRec method) (hopwise.model.general_recommender.ldiffrec.LDiffRec method) (hopwise.model.general_recommender.LightGCN method) (hopwise.model.general_recommender.lightgcn.LightGCN method) (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiDAE method) (hopwise.model.general_recommender.multidae.MultiDAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.general_recommender.NCEPLRec method) (hopwise.model.general_recommender.nceplrec.NCEPLRec method) (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) (hopwise.model.general_recommender.NGCF method) (hopwise.model.general_recommender.ngcf.NGCF method) (hopwise.model.general_recommender.Pop method) (hopwise.model.general_recommender.pop.Pop method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) (hopwise.model.general_recommender.Random method) (hopwise.model.general_recommender.random.Random method) (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.RecVAE method) (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) (hopwise.model.general_recommender.SLIMElastic method) (hopwise.model.general_recommender.slimelastic.SLIMElastic method) (hopwise.model.general_recommender.SpectralCF method) (hopwise.model.general_recommender.spectralcf.SpectralCF method) (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGIN method) (hopwise.model.knowledge_aware_recommender.kgin.KGIN method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) (hopwise.model.sequential_recommender.CORE method) (hopwise.model.sequential_recommender.core.CORE method) (hopwise.model.sequential_recommender.FDSA method) (hopwise.model.sequential_recommender.fdsa.FDSA method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.FPMC method) (hopwise.model.sequential_recommender.fpmc.FPMC method) (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.GRU4Rec method) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec method) (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.GRU4RecF method) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF method) (hopwise.model.sequential_recommender.GRU4RecKG method) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) (hopwise.model.sequential_recommender.NARM method) (hopwise.model.sequential_recommender.narm.NARM method) (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) (hopwise.model.sequential_recommender.NPE method) (hopwise.model.sequential_recommender.npe.NPE method) (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.model.sequential_recommender.SASRec method) (hopwise.model.sequential_recommender.sasrec.SASRec method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) (hopwise.model.sequential_recommender.SASRecF method) (hopwise.model.sequential_recommender.sasrecf.SASRecF method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) full_sort_predict_kg() (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) full_sort_predict_transe() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) full_sort_scores() (in module hopwise.utils.case_study) full_sort_topk() (in module hopwise.utils.case_study) FullSortEvalDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.general_dataloader) FullSortLPEvalDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.general_dataloader) FullSortRecEvalDataLoader (class in hopwise.data.dataloader), [1] (class in hopwise.data.dataloader.general_dataloader) FwFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.fwfm) fwfm_layer() (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) G gamma (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.loss.BPRLoss attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) GAT (class in hopwise.model.knowledge_aware_recommender.kglrr) gat (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) gate_size (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) gather_indexes() (hopwise.model.abstract_recommender.SequentialRecommender method) gather_last_items() (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) GAUC (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) GBFACTOR (in module hopwise.utils.url) GcEncoder (class in hopwise.model.general_recommender.gcmc) (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) GCMC (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.gcmc) gcn (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) gcn_output_dim (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) GCSAN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.gcsan) gelu() (hopwise.model.layers.FeedForward method) (hopwise.model.sequential_recommender.fearec.FeedForward method) (in module hopwise.model.sequential_recommender.gru4reccpr) (in module hopwise.model.sequential_recommender.sasreccpr) GENERAL (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) general_arguments (in module hopwise.utils) (in module hopwise.utils.argument_list) general_dataloader (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.KnowledgeBasedDataLoader attribute) GeneralRecommender (class in hopwise.model.abstract_recommender) generate() (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 method) generate_pretrain_dataset() (hopwise.data.dataset.customized_dataset.KGGLMDataset method) generate_transE_score() (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) generate_user_path_dataset() (hopwise.data.dataset.customized_dataset.KGGLMDataset method) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) generate_user_paths() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) GenerationOutputs (class in hopwise.utils) (class in hopwise.utils.utils) generator (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] get() (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] get_attention_mask() (hopwise.model.abstract_recommender.SequentialRecommender method) (hopwise.model.sequential_recommender.core.TransNet method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) get_banned_mask() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) get_betas() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) get_bi_attention_mask() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) get_buffers() (hopwise.model.path_language_modeling_recommender.pearlmllama3.SharedBuffers static method) get_candidates_lp() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) get_candidates_rec() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) get_children() (hopwise.model.knowledge_aware_recommender.cafe.TreeNode method) get_community_member() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) get_cos() (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) get_coverage() (hopwise.evaluator.ItemCoverage method) (hopwise.evaluator.metrics.ItemCoverage method) get_current_key() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) get_data_struct() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) get_dataloader() (in module hopwise.data.utils) get_dp() (hopwise.evaluator.base_metric.ConsumerTopKMetric method) (hopwise.evaluator.ConsumerTopKMetric method), [1] get_edges() (hopwise.model.knowledge_aware_recommender.KGIN method) (hopwise.model.knowledge_aware_recommender.kgin.KGIN method) (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) get_ego_embeddings() (hopwise.model.general_recommender.LightGCN method) (hopwise.model.general_recommender.lightgcn.LightGCN method) (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) (hopwise.model.general_recommender.NGCF method) (hopwise.model.general_recommender.ngcf.NGCF method) (hopwise.model.general_recommender.SpectralCF method) (hopwise.model.general_recommender.spectralcf.SpectralCF method) get_embedding() (hopwise.model.layers.ContextSeqEmbAbstractLayer method) get_entropy() (hopwise.evaluator.metrics.ShannonEntropy method) (hopwise.evaluator.ShannonEntropy method) get_environment() (in module hopwise.utils) (in module hopwise.utils.utils) get_facet_emb() (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) get_ffm_input() (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) get_fields_name_dim() (hopwise.model.layers.ContextSeqEmbAbstractLayer method) get_flops() (in module hopwise.utils) (in module hopwise.utils.utils) get_gini() (hopwise.evaluator.GiniIndex method) (hopwise.evaluator.metrics.GiniIndex method) get_gpu_usage() (in module hopwise.utils) (in module hopwise.utils.utils) get_group_mask() (hopwise.evaluator.base_metric.ConsumerTopKMetric method) (hopwise.evaluator.ConsumerTopKMetric method), [1] get_hidden_act() (hopwise.model.layers.FeedForward method) (hopwise.model.sequential_recommender.fearec.FeedForward method) get_high_order_Markov() (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) get_history_info() (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) get_ids() (hopwise.model.knowledge_aware_recommender.cafe.KGMask method) get_interaction_table() (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) get_item_embedding() (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) get_item_feature() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) get_kg_dict() (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder method) get_local_time() (in module hopwise.utils) (in module hopwise.utils.utils) get_logger() (in module hopwise.quick_start.quick_start) get_logits_processor() (in module hopwise.utils) (in module hopwise.utils.utils) get_mask() (hopwise.model.knowledge_aware_recommender.cafe.KGMask method) get_model() (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.NegSampleDataLoader method), [1] (in module hopwise.utils) (in module hopwise.utils.utils) get_neigh_info() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) get_neigh_knn() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) get_neigh_louvain() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) get_neigh_random() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) get_neighbors() (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) get_pop() (hopwise.evaluator.AveragePopularity method) (hopwise.evaluator.metrics.AveragePopularity method) (hopwise.evaluator.metrics.Novelty method) (hopwise.evaluator.Novelty method) get_preload_weight() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) get_ranker() (in module hopwise.utils) (in module hopwise.utils.utils) get_rating_matrix() (hopwise.model.abstract_recommender.AutoEncoderMixin method) get_rolling_matrix() (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) get_same_item_index() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) get_scores() (hopwise.model.ranker.SampleSearchSequenceScoreRanker method) get_sequences() (hopwise.model.ranker.BaseSequenceScoreRanker method) (hopwise.model.ranker.BeamSearchSequenceScoreRanker method) (hopwise.model.ranker.CumulativeSequenceScoreRanker method) (hopwise.model.ranker.SampleSearchSequenceScoreRanker method) get_similarity() (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) get_tail() (hopwise.evaluator.metrics.TailPercentage method) (hopwise.evaluator.TailPercentage method) get_tail_feature() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) get_teacher_config() (hopwise.model.context_aware_recommender.KD_DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM method) get_tensorboard() (in module hopwise.utils) (in module hopwise.utils.utils) get_tokenized_ckg() (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset method) (hopwise.data.dataset.KnowledgePathDataset method) get_tokenized_used_ids() (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader method) (hopwise.data.dataloader.KnowledgePathDataLoader method) (hopwise.evaluator.KnowledgePathDataLoader method) get_trainer() (in module hopwise.utils) (in module hopwise.utils.utils) get_UI_aggregation() (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) get_used_ids() (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) (hopwise.sampler.KGSampler method) (hopwise.sampler.RepeatableSampler method) (hopwise.sampler.Sampler method) (hopwise.sampler.sampler.AbstractSampler method) (hopwise.sampler.sampler.KGSampler method) (hopwise.sampler.sampler.RepeatableSampler method) (hopwise.sampler.sampler.Sampler method) (hopwise.sampler.sampler.SeqSampler method) (hopwise.sampler.SeqSampler method) get_user_embedding() (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) get_user_feature() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) get_user_id_list() (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) GiniIndex (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) global_level_loss_1() (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) global_level_loss_2() (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) global_ratio (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) GNN (class in hopwise.model.sequential_recommender.gcsan) (class in hopwise.model.sequential_recommender.srgnn) gnn (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) GNNCell() (hopwise.model.sequential_recommender.gcsan.GNN method) (hopwise.model.sequential_recommender.srgnn.GNN method) GNNlayers (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) gpu_available (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) grad_scaler (in module hopwise.trainer.trainer) Graph (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) graph_construction() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) graph_dict (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) GraphAttentionLayer (class in hopwise.model.knowledge_aware_recommender.kglrr) GraphConv (class in hopwise.model.knowledge_aware_recommender.kgin) (class in hopwise.model.knowledge_aware_recommender.mcclk) GraphLayer (class in hopwise.model.context_aware_recommender.fignn) group_size (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) gru (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.dien.InterestEvolvingLayer attribute) (hopwise.model.sequential_recommender.dien.InterestExtractorNetwork attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) GRU4Rec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.gru4rec) GRU4RecCPR (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.gru4reccpr) GRU4RecF (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.gru4recf) GRU4RecKG (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.gru4reckg) GRU4RecKGDataset (class in hopwise.data.dataset.customized_dataset) gru_cell (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) gru_layers (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) H H (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) h (hopwise.model.layers.AttLayer attribute) H_i (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) h_item (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) h_user (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) has_children() (hopwise.model.knowledge_aware_recommender.cafe.TreeNode method) has_metric() (hopwise.evaluator.Register method), [1] (hopwise.evaluator.register.Register method) has_parent() (hopwise.model.knowledge_aware_recommender.cafe.TreeNode method) has_residual (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) head2edge (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) head2edge_mat (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) head2history_tail (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) head2positive_tail (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) head2tails_num (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) head_dim (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) head_entities (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) head_entity_field (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) HEAD_ENTITY_ID (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) head_list (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) HFPathLanguageModelingTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) HFPathTrainer (class in hopwise.trainer.hf_path_trainer) HGN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.hgn) hid_activation (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) hid_field (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) hid_list (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) hidden_act (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) hidden_dim (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) hidden_drop (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) hidden_dropout (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) hidden_dropout1 (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) hidden_dropout2 (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) hidden_dropout_prob (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) hidden_size (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.dien.AGRUCell attribute) (hopwise.model.sequential_recommender.dien.AUGRUCell attribute) (hopwise.model.sequential_recommender.dien.DynamicRNN attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) hidden_size_list (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) hidden_sizes (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) hide_item (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) high_order (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) history_item_id (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) history_item_len (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) history_item_matrix (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) history_item_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) history_item_value (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) history_len (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.knowledge_aware_recommender.pgpr.KGState attribute) (hopwise.model.knowledge_aware_recommender.tprec.KGState attribute) history_num_per_term (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) history_user_id (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) history_user_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) history_user_value (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) Hit (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) HolE (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.hole) hopwise module hopwise.__main__ module hopwise.cli module hopwise.config module hopwise.config.configurator module hopwise.data module hopwise.data.dataloader module hopwise.data.dataloader.abstract_dataloader module hopwise.data.dataloader.general_dataloader module hopwise.data.dataloader.knowledge_dataloader module hopwise.data.dataloader.user_dataloader module hopwise.data.dataset module hopwise.data.dataset.customized_dataset module hopwise.data.dataset.dataset module hopwise.data.dataset.decisiontree_dataset module hopwise.data.dataset.kg_dataset module hopwise.data.dataset.kg_path_dataset module hopwise.data.dataset.kg_seq_dataset module hopwise.data.dataset.sequential_dataset module hopwise.data.interaction module hopwise.data.transform module hopwise.data.utils module hopwise.evaluator module hopwise.evaluator.base_metric module hopwise.evaluator.collector module hopwise.evaluator.evaluator module hopwise.evaluator.metrics module hopwise.evaluator.register module hopwise.evaluator.utils module hopwise.model module hopwise.model.abstract_recommender module hopwise.model.context_aware_recommender module hopwise.model.context_aware_recommender.afm module hopwise.model.context_aware_recommender.autoint module hopwise.model.context_aware_recommender.dcn module hopwise.model.context_aware_recommender.dcnv2 module hopwise.model.context_aware_recommender.deepfm module hopwise.model.context_aware_recommender.dssm module hopwise.model.context_aware_recommender.eulernet module hopwise.model.context_aware_recommender.ffm module hopwise.model.context_aware_recommender.fignn module hopwise.model.context_aware_recommender.fm module hopwise.model.context_aware_recommender.fnn module hopwise.model.context_aware_recommender.fwfm module hopwise.model.context_aware_recommender.kd_dagfm module hopwise.model.context_aware_recommender.lr module hopwise.model.context_aware_recommender.nfm module hopwise.model.context_aware_recommender.pnn module hopwise.model.context_aware_recommender.widedeep module hopwise.model.context_aware_recommender.xdeepfm module hopwise.model.exlib_recommender module hopwise.model.exlib_recommender.lightgbm module hopwise.model.exlib_recommender.xgboost module hopwise.model.general_recommender module hopwise.model.general_recommender.admmslim module hopwise.model.general_recommender.bpr module hopwise.model.general_recommender.cdae module hopwise.model.general_recommender.convncf module hopwise.model.general_recommender.dgcf module hopwise.model.general_recommender.diffrec module hopwise.model.general_recommender.dmf module hopwise.model.general_recommender.ease module hopwise.model.general_recommender.enmf module hopwise.model.general_recommender.fism module hopwise.model.general_recommender.gcmc module hopwise.model.general_recommender.itemknn module hopwise.model.general_recommender.ldiffrec module hopwise.model.general_recommender.lightgcn module hopwise.model.general_recommender.line module hopwise.model.general_recommender.macridvae module hopwise.model.general_recommender.multidae module hopwise.model.general_recommender.multivae module hopwise.model.general_recommender.nais module hopwise.model.general_recommender.nceplrec module hopwise.model.general_recommender.ncl module hopwise.model.general_recommender.neumf module hopwise.model.general_recommender.ngcf module hopwise.model.general_recommender.nncf module hopwise.model.general_recommender.pop module hopwise.model.general_recommender.ract module hopwise.model.general_recommender.random module hopwise.model.general_recommender.recvae module hopwise.model.general_recommender.sgl module hopwise.model.general_recommender.simplex module hopwise.model.general_recommender.slimelastic module hopwise.model.general_recommender.spectralcf module hopwise.model.init module hopwise.model.knowledge_aware_recommender module hopwise.model.knowledge_aware_recommender.cafe module hopwise.model.knowledge_aware_recommender.cfkg module hopwise.model.knowledge_aware_recommender.cke module hopwise.model.knowledge_aware_recommender.kgat module hopwise.model.knowledge_aware_recommender.kgcn module hopwise.model.knowledge_aware_recommender.kgin module hopwise.model.knowledge_aware_recommender.kglrr module hopwise.model.knowledge_aware_recommender.kgnnls module hopwise.model.knowledge_aware_recommender.ktup module hopwise.model.knowledge_aware_recommender.mcclk module hopwise.model.knowledge_aware_recommender.mkr module hopwise.model.knowledge_aware_recommender.pgpr module hopwise.model.knowledge_aware_recommender.ripplenet module hopwise.model.knowledge_aware_recommender.tprec module hopwise.model.knowledge_graph_embedding_recommender module hopwise.model.knowledge_graph_embedding_recommender.analogy module hopwise.model.knowledge_graph_embedding_recommender.complex module hopwise.model.knowledge_graph_embedding_recommender.conve module hopwise.model.knowledge_graph_embedding_recommender.convkb module hopwise.model.knowledge_graph_embedding_recommender.distmult module hopwise.model.knowledge_graph_embedding_recommender.hole module hopwise.model.knowledge_graph_embedding_recommender.rescal module hopwise.model.knowledge_graph_embedding_recommender.rotate module hopwise.model.knowledge_graph_embedding_recommender.toruse module hopwise.model.knowledge_graph_embedding_recommender.transd module hopwise.model.knowledge_graph_embedding_recommender.transe module hopwise.model.knowledge_graph_embedding_recommender.transh module hopwise.model.knowledge_graph_embedding_recommender.transr module hopwise.model.knowledge_graph_embedding_recommender.tucker module hopwise.model.layers module hopwise.model.logits_processor module hopwise.model.loss module hopwise.model.path_language_modeling_recommender module hopwise.model.path_language_modeling_recommender.kgglm module hopwise.model.path_language_modeling_recommender.pearlm module hopwise.model.path_language_modeling_recommender.pearlmgpt2 module hopwise.model.path_language_modeling_recommender.pearlmllama2 module hopwise.model.path_language_modeling_recommender.pearlmllama3 module hopwise.model.path_language_modeling_recommender.plm module hopwise.model.ranker module hopwise.model.sequential_recommender module hopwise.model.sequential_recommender.bert4rec module hopwise.model.sequential_recommender.caser module hopwise.model.sequential_recommender.core module hopwise.model.sequential_recommender.dien module hopwise.model.sequential_recommender.din module hopwise.model.sequential_recommender.fdsa module hopwise.model.sequential_recommender.fearec module hopwise.model.sequential_recommender.fossil module hopwise.model.sequential_recommender.fpmc module hopwise.model.sequential_recommender.gcsan module hopwise.model.sequential_recommender.gru4rec module hopwise.model.sequential_recommender.gru4reccpr module hopwise.model.sequential_recommender.gru4recf module hopwise.model.sequential_recommender.gru4reckg module hopwise.model.sequential_recommender.hgn module hopwise.model.sequential_recommender.hrm module hopwise.model.sequential_recommender.ksr module hopwise.model.sequential_recommender.lightsans module hopwise.model.sequential_recommender.narm module hopwise.model.sequential_recommender.nextitnet module hopwise.model.sequential_recommender.npe module hopwise.model.sequential_recommender.repeatnet module hopwise.model.sequential_recommender.s3rec module hopwise.model.sequential_recommender.sasrec module hopwise.model.sequential_recommender.sasreccpr module hopwise.model.sequential_recommender.sasrecf module hopwise.model.sequential_recommender.shan module hopwise.model.sequential_recommender.sine module hopwise.model.sequential_recommender.srgnn module hopwise.model.sequential_recommender.stamp module hopwise.model.sequential_recommender.transrec module hopwise.quick_start module hopwise.quick_start.quick_start module hopwise.sampler module hopwise.sampler.sampler module hopwise.trainer module hopwise.trainer.hf_path_trainer module hopwise.trainer.hyper_tuning module hopwise.trainer.trainer module hopwise.utils module hopwise.utils.argument_list module hopwise.utils.case_study module hopwise.utils.enum_type module hopwise.utils.logger module hopwise.utils.url module hopwise.utils.utils module hopwise.utils.wandblogger module HOPWISE_SAVE_PATH_SUFFIX (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) hopwise_trainer (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) HopwiseCallback (class in hopwise.trainer.hf_path_trainer) HopwiseClickCommand (class in hopwise.cli) HRM (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.hrm) HUGGINGFACE_SAVE_PATH_SUFFIX (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) hybrid_attention (hopwise.model.sequential_recommender.fearec.FEABlock attribute) HybridAttention (class in hopwise.model.sequential_recommender.fearec) hyper_layers (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) HyperTuning (class in hopwise.trainer) (class in hopwise.trainer.hyper_tuning) I i_embedding (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) id2token() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) iid_field (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.Sampler attribute) (hopwise.sampler.sampler.SeqSampler attribute) (hopwise.sampler.SeqSampler attribute) IL_emb (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) im (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) in_dim (hopwise.model.layers.AttLayer attribute) (hopwise.model.layers.BiGNNLayer attribute) in_dims (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) in_feature_num (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) in_features (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) ind (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) infer_direct() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) infer_with_path() (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork method) inference_path_dataset (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathEvalDataLoader attribute) (hopwise.data.dataloader.KnowledgePathEvalDataLoader attribute) info_nce() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) init_graph() (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) init_hf_trainer() (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.PEARLMTrainer method) (hopwise.trainer.trainer.PLMTrainer method) init_logger() (in module hopwise.utils) (in module hopwise.utils.logger) init_method (hopwise.model.layers.CNNLayers attribute) (hopwise.model.layers.MLPLayers attribute) init_seed() (in module hopwise.utils) (in module hopwise.utils.utils) init_weights() (hopwise.model.layers.CNNLayers method) (hopwise.model.layers.MLPLayers method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) initializer_range (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) inner_size (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) InnerProductLayer (class in hopwise.model.context_aware_recommender.pnn) InnerProductLoss (class in hopwise.model.loss) inp_drop (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) input_dim (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) input_dropout (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) input_dropout1 (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) input_dropout2 (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) input_matrix (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) input_size (hopwise.model.sequential_recommender.dien.AGRUCell attribute) (hopwise.model.sequential_recommender.dien.AUGRUCell attribute) (hopwise.model.sequential_recommender.dien.DynamicRNN attribute) (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) input_type (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.abstract_recommender.PathLanguageModelingRecommender attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.exlib_recommender.LightGBM attribute) (hopwise.model.exlib_recommender.lightgbm.LightGBM attribute) (hopwise.model.exlib_recommender.XGBoost attribute) (hopwise.model.exlib_recommender.xgboost.XGBoost attribute) (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) (hopwise.model.general_recommender.BPR attribute) (hopwise.model.general_recommender.bpr.BPR attribute) (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.general_recommender.NCEPLRec attribute) (hopwise.model.general_recommender.nceplrec.NCEPLRec attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.general_recommender.Random attribute) (hopwise.model.general_recommender.random.Random attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) InputType (class in hopwise.data.dataloader), [1] (class in hopwise.utils) (class in hopwise.utils.enum_type) instance_gating() (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) inter_feat (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) inter_forward() (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) inter_graph (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) inter_matrix (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) inter_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.sequential_dataset.SequentialDataset method) (hopwise.data.dataset.SequentialDataset method) inter_matrix_type (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) inter_num (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) inter_orders (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) interact_mat (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) Interaction (class in hopwise.data.dataloader), [1], [2], [3] (class in hopwise.data.interaction) INTERACTION (hopwise.data.dataloader.FeatureSource attribute) interaction (hopwise.data.dataloader.Interaction attribute), [1], [2], [3], [4], [5], [6], [7] (hopwise.data.interaction.Interaction attribute), [1] INTERACTION (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.FeatureSource attribute) interaction_feat (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) interaction_matrix (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) interaction_table (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) interActTransform (hopwise.model.layers.BiGNNLayer attribute) interest_evolution (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) interest_mlp_list (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) InterestEvolvingLayer (class in hopwise.model.sequential_recommender.dien) InterestExtractorNetwork (class in hopwise.model.sequential_recommender.dien) intermediate_act_fn (hopwise.model.layers.FeedForward attribute) (hopwise.model.sequential_recommender.fearec.FeedForward attribute) interset_extractor (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) INVERSE_ITEM_SEQ (hopwise.data.transform.InverseItemSequence attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) inverse_seq_item() (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) inverse_seq_item_embedding() (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) InverseItemSequence (class in hopwise.data.transform) is_bos_token_in_input() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel method) is_explain (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) is_next_token_entity() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel method) is_sequential (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] ITEM (hopwise.data.dataloader.FeatureSource attribute) (hopwise.data.dataloader.PathLanguageModelingTokenType attribute) (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.enum_type.PathLanguageModelingTokenType attribute) (hopwise.utils.FeatureSource attribute) (hopwise.utils.PathLanguageModelingTokenType attribute) item2entity (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) item_2cluster (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) item_agg_layer (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) item_bias (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) item_centroids (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) item_cnt (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) item_conv (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) item_counter (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) item_dropout (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) item_dst_embedding (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) item_emb (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) item_emb_dropout (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) item_embedding (hopwise.model.general_recommender.BPR attribute) (hopwise.model.general_recommender.bpr.BPR attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) item_embedding_for_prediction (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) item_embedding_size (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) item_embeddings (hopwise.model.general_recommender.NCEPLRec attribute) (hopwise.model.general_recommender.nceplrec.NCEPLRec attribute) item_embeddings_lookup (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) item_encoder (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) item_fc_layers (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) item_feat (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) item_feature_num (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) item_gru_layers (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) item_hidden_size_list (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) ITEM_ID (hopwise.data.dataloader.FeatureSource attribute) (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.FeatureSource attribute) item_linear (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) item_list_length_field (hopwise.data.dataset.sequential_dataset.SequentialDataset attribute), [1] (hopwise.data.dataset.SequentialDataset attribute), [1] item_matrix (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) item_means (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) item_mf_embedding (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) item_mlp_embedding (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) item_mlp_layers (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) item_neigh_embedding (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) item_num (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) (hopwise.model.ranker.BaseSequenceScoreRanker attribute) (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.Sampler attribute) (hopwise.sampler.sampler.SeqSampler attribute) (hopwise.sampler.SeqSampler attribute) item_only (hopwise.model.knowledge_aware_recommender.mcclk.Aggregator attribute) ITEM_SEQ (hopwise.data.transform.CropItemSequence attribute) (hopwise.data.transform.InverseItemSequence attribute) (hopwise.data.transform.MaskItemSequence attribute) (hopwise.data.transform.ReorderItemSequence attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) ITEM_SEQ_LEN (hopwise.data.transform.CropItemSequence attribute) (hopwise.data.transform.InverseItemSequence attribute) (hopwise.data.transform.MaskItemSequence attribute) (hopwise.data.transform.ReorderItemSequence attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) item_similarity (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) item_src_embedding (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) item_trm_encoder (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) ItemCoverage (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) ItemKNN (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.itemknn) ItemToInterestAggregation (class in hopwise.model.layers) IU_emb (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) J join() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) joint_train (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) K k (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) K (hopwise.model.ranker.RankerLP attribute) k (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) k_embedding (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) k_index (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) k_interests (hopwise.model.layers.ItemToInterestAggregation attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) KD_DAGFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.kd_dagfm) keep_prob (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) kernel (hopwise.model.context_aware_recommender.pnn.OuterProductLayer attribute) kernel_size (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) kernels (hopwise.model.layers.CNNLayers attribute) key (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) key_layer (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) kfac (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) KG (hopwise.data.dataloader.FeatureSource attribute) (hopwise.data.dataloader.KGDataLoaderState attribute) kg (hopwise.model.knowledge_aware_recommender.cafe.KGMask attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) KG (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.enum_type.KGDataLoaderState attribute) (hopwise.utils.FeatureSource attribute) (hopwise.utils.KGDataLoaderState attribute) kg_dataloader (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.KnowledgeBasedDataLoader attribute) kg_dataset (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) kg_df (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) kg_embedding_size (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) kg_feat (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) kg_graph (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) kg_graph() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) kg_loss (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) kg_mask (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor attribute) kg_num (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) kg_positives (hopwise.model.ranker.RankerLP attribute) kg_weight (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) KGAT (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.kgat) KGATTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) KGCN (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.kgcn) kgcn (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) KGDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.knowledge_dataloader) KGDataLoaderState (class in hopwise.data.dataloader) (class in hopwise.utils) (class in hopwise.utils.enum_type) kge_interval (hopwise.trainer.MKRTrainer attribute) (hopwise.trainer.trainer.MKRTrainer attribute) kge_mlp (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) kge_pred_mlp (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) KGEncoder (class in hopwise.model.knowledge_aware_recommender.kglrr) KGGLM (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.kgglm) KGGLMDataset (class in hopwise.data.dataset.customized_dataset) KGGLMTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) KGIN (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.kgin) KGLRR (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.kglrr) KGMask (class in hopwise.model.knowledge_aware_recommender.cafe) KGNNLS (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.kgnnls) KGSampler (class in hopwise.sampler) (class in hopwise.sampler.sampler) KGSeqDataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.kg_seq_dataset) KGState (class in hopwise.model.knowledge_aware_recommender.pgpr) (class in hopwise.model.knowledge_aware_recommender.tprec) KGTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) KNOWLEDGE (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) knowledge_shuffle() (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) KnowledgeBasedDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.knowledge_dataloader) KnowledgeBasedDataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.kg_dataset) KnowledgeEvaluationType (class in hopwise.utils.enum_type) KnowledgePathDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.knowledge_dataloader) (class in hopwise.evaluator) KnowledgePathDataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.kg_path_dataset) KnowledgePathEvalDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.knowledge_dataloader) KnowledgeRecommender (class in hopwise.model.abstract_recommender) kprob (hopwise.model.layers.SparseDropout attribute) KSR (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.ksr) KSRDataset (class in hopwise.data.dataset.customized_dataset) KTUP (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.ktup) L L (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) l1 (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) L1_flag (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) l1_ratio (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) l2 (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) l2_loss (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) l2_loss() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) l2s_weight (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) LABEL (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) label_field (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) LABEL_FIELD (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) label_field (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) label_smoothing (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) label_smoothness_predict() (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) lambda_ (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) lambda_coeff (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) lamda (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) lat_dim (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) latent_dim (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) latent_embedding (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) latent_size (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) layer (hopwise.model.knowledge_aware_recommender.kglrr.GAT attribute) (hopwise.model.layers.LightTransformerEncoder attribute) (hopwise.model.layers.TransformerEncoder attribute) (hopwise.model.sequential_recommender.fearec.FEAEncoder attribute) layer_norm_eps (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) LayerNorm (class in hopwise.model.path_language_modeling_recommender.pearlmgpt2) (hopwise.model.layers.FeedForward attribute) (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) layernorm (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) LayerNorm (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FeedForward attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) layernorm_1 (hopwise.model.path_language_modeling_recommender.pearlmgpt2.Block attribute) layernorm_2 (hopwise.model.path_language_modeling_recommender.pearlmgpt2.Block attribute) layers (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiDAE attribute) (hopwise.model.general_recommender.multidae.MultiDAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) (hopwise.model.layers.MLPLayers attribute) LDiffRec (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.ldiffrec) leaky_relu (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) leakyrelu (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) learner (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) learning_rate (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) leave_one_out() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) left (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) length (hopwise.data.dataloader.Interaction attribute), [1], [2], [3] (hopwise.data.interaction.Interaction attribute) level (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) lgb (hopwise.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.LightGBMTrainer attribute) LI_emb (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) LID (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) light_gcn() (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) LightGBM (class in hopwise.model.exlib_recommender) (class in hopwise.model.exlib_recommender.lightgbm) LightGBMTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) LightGCN (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.lightgcn) lightgcn_layer (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) LightMultiHeadAttention (class in hopwise.model.layers) LightSANs (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.lightsans) LightTransformerEncoder (class in hopwise.model.layers) LightTransformerLayer (class in hopwise.model.layers) LINE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.line) linear (hopwise.model.context_aware_recommender.kd_dagfm.CIN attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CrossNet attribute) (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM attribute) (hopwise.model.layers.BiGNNLayer attribute) linear_edge_in (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) linear_edge_out (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) linear_layers (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) linear_one (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) linear_three (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) linear_transform (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) linear_two (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) LIR (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) lir_matrix() (hopwise.evaluator.LIR method) (hopwise.evaluator.metrics.LIR method) list_to_latex() (in module hopwise.utils) (in module hopwise.utils.utils) LISTWISE (hopwise.data.dataloader.InputType attribute), [1] (hopwise.utils.enum_type.InputType attribute) (hopwise.utils.InputType attribute) LITD (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) lm_head (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) lmbda (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) lmd (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) lmd_sem (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) ln1 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) ln2 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_b attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) ln3 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.sequential_recommender.nextitnet.ResidualBlock_a attribute) ln4 (hopwise.model.general_recommender.recvae.Encoder attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) ln5 (hopwise.model.general_recommender.recvae.Encoder attribute) load_data_and_model() (in module hopwise.quick_start) (in module hopwise.quick_start.quick_start) load_embeddings (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) load_other_parameter() (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.exlib_recommender.LightGBM method) (hopwise.model.exlib_recommender.lightgbm.LightGBM method) (hopwise.model.exlib_recommender.XGBoost method) (hopwise.model.exlib_recommender.xgboost.XGBoost method) load_pretrain() (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) load_split_dataloaders() (in module hopwise.data) (in module hopwise.data.utils) load_state_dict() (hopwise.model.exlib_recommender.LightGBM method) (hopwise.model.exlib_recommender.lightgbm.LightGBM method) (hopwise.model.exlib_recommender.XGBoost method) (hopwise.model.exlib_recommender.xgboost.XGBoost method) local_level_loss() (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) local_ratio (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) log_colors_config (in module hopwise.utils.logger) log_eval_metrics() (hopwise.utils.WandbLogger method) (hopwise.utils.wandblogger.WandbLogger method) log_metrics() (hopwise.utils.WandbLogger method) (hopwise.utils.wandblogger.WandbLogger method) log_norm_pdf() (in module hopwise.model.general_recommender.recvae) log_prob (hopwise.model.knowledge_aware_recommender.pgpr.PGPR.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.PGPR.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.TPRec.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec.SavedAction attribute) log_wandb (hopwise.utils.WandbLogger attribute) (hopwise.utils.wandblogger.WandbLogger attribute) logger (hopwise.data.dataloader.abstract_dataloader.NegSampleDataLoader attribute) (hopwise.data.dataloader.FullSortEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.NegSampleEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.TrainDataLoader attribute) (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.NegSampleDataLoader attribute), [1] (hopwise.data.dataloader.NegSampleEvalDataLoader attribute) (hopwise.data.dataloader.TrainDataLoader attribute), [1] (hopwise.data.dataloader.user_dataloader.UserDataLoader attribute) (hopwise.data.dataloader.UserDataLoader attribute) (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.model.abstract_recommender.AbstractRecommender attribute) (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) logic_and() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) logic_or() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) logic_regularizer() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) LogisticLoss (class in hopwise.model.loss) logit_processor (hopwise.trainer.PEARLMfromscratchTrainer attribute) (hopwise.trainer.trainer.PEARLMfromscratchTrainer attribute) logits_processor_rec (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) LogitsProcessor (class in hopwise.model.logits_processor) LogLoss (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) logvar_prior (hopwise.model.general_recommender.recvae.CompositePrior attribute) logvar_uniform_prior (hopwise.model.general_recommender.recvae.CompositePrior attribute) long_and_short_term_attention_based_pooling_layer() (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) long_b (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) long_short_b (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) long_short_w (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) long_term_attention_based_pooling_layer() (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) long_w (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) loss (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.context_aware_recommender.FM attribute) (hopwise.model.context_aware_recommender.fm.FM attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.context_aware_recommender.LR attribute) (hopwise.model.context_aware_recommender.lr.LR attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.BPR attribute) (hopwise.model.general_recommender.bpr.BPR attribute) (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) loss_fct (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) loss_fn (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.CIN attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) loss_function (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) loss_sum (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) loss_type (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) LossMetric (class in hopwise.evaluator), [1] (class in hopwise.evaluator.base_metric) LP (hopwise.utils.enum_type.KnowledgeEvaluationType attribute) LR (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.lr) ls_weight (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) Lt_count (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) Lt_history (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) M MacridVAE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.macridvae) MAE (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) makedirs() (in module hopwise.utils.url) MAP (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) map_norm (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) map_weight (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) margin (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.loss.SimCELoss attribute) mask_cache (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PrefixConstrainedLogitsProcessorWordLevel attribute) mask_correlated_samples() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) mask_default (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) mask_flag (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) MASK_INDEX (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) mask_item_length (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) MASK_ITEM_SEQ (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) mask_mat (hopwise.model.layers.SequenceAttLayer attribute) (hopwise.model.sequential_recommender.dien.InterestEvolvingLayer attribute) mask_ratio (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) mask_softmax() (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) mask_token (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) MaskItemSequence (class in hopwise.data.transform) matrix_for_explore (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) matrix_size (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) max_acts (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) max_cnt (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) max_consecutive_invalid (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) max_entities_per_user (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) max_evals (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) max_item_list_len (hopwise.data.dataset.sequential_dataset.SequentialDataset attribute), [1] (hopwise.data.dataset.SequentialDataset attribute), [1] max_item_list_length (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) Max_ner() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) max_new_tokens (hopwise.model.ranker.RankerLP attribute) max_num_nodes (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) max_paths_per_user (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) max_rating (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) max_seq_length (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) max_sequence_length (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) maxhis (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) MCCLK (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.mcclk) mean_flat() (in module hopwise.model.general_recommender.diffrec) memory (hopwise.model.knowledge_aware_recommender.cafe.ReplayMemory attribute) memory_read() (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) memory_size (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.ReplayMemory attribute) memory_update() (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) mess_dropout (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) mess_dropout_rate (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) message_dropout (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) metapaths (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) MetaProgramExecutor (class in hopwise.model.knowledge_aware_recommender.cafe) metric_class (hopwise.evaluator.Evaluator attribute) (hopwise.evaluator.evaluator.Evaluator attribute) (hopwise.evaluator.evaluator.Evaluator_KG attribute) (hopwise.evaluator.Evaluator_KG attribute) metric_info() (hopwise.evaluator.AUC method) (hopwise.evaluator.AveragePopularity method) (hopwise.evaluator.base_metric.LossMetric method) (hopwise.evaluator.base_metric.TopkMetric method) (hopwise.evaluator.Fidelity method) (hopwise.evaluator.GAUC method) (hopwise.evaluator.Hit method) (hopwise.evaluator.LID method) (hopwise.evaluator.LIR method) (hopwise.evaluator.LITD method) (hopwise.evaluator.LogLoss method) (hopwise.evaluator.LossMetric method), [1] (hopwise.evaluator.MAE method) (hopwise.evaluator.MAP method) (hopwise.evaluator.metrics.AUC method) (hopwise.evaluator.metrics.AveragePopularity method) (hopwise.evaluator.metrics.Fidelity method) (hopwise.evaluator.metrics.GAUC method) (hopwise.evaluator.metrics.Hit method) (hopwise.evaluator.metrics.LID method) (hopwise.evaluator.metrics.LIR method) (hopwise.evaluator.metrics.LITD method) (hopwise.evaluator.metrics.LogLoss method) (hopwise.evaluator.metrics.MAE method) (hopwise.evaluator.metrics.MAP method) (hopwise.evaluator.metrics.MRR method) (hopwise.evaluator.metrics.NDCG method) (hopwise.evaluator.metrics.PPT method) (hopwise.evaluator.metrics.Precision method) (hopwise.evaluator.metrics.PTC method) (hopwise.evaluator.metrics.PTD method) (hopwise.evaluator.metrics.Recall method) (hopwise.evaluator.metrics.RMSE method) (hopwise.evaluator.metrics.SED method) (hopwise.evaluator.metrics.SEP method) (hopwise.evaluator.metrics.Serendipity method) (hopwise.evaluator.metrics.SETD method) (hopwise.evaluator.metrics.TailPercentage method) (hopwise.evaluator.MRR method) (hopwise.evaluator.NDCG method) (hopwise.evaluator.PPT method) (hopwise.evaluator.Precision method) (hopwise.evaluator.PTC method) (hopwise.evaluator.PTD method) (hopwise.evaluator.Recall method) (hopwise.evaluator.RMSE method) (hopwise.evaluator.SED method) (hopwise.evaluator.SEP method) (hopwise.evaluator.Serendipity method) (hopwise.evaluator.SETD method) (hopwise.evaluator.TailPercentage method) (hopwise.evaluator.TopkMetric method), [1] metric_module_name (in module hopwise.evaluator) (in module hopwise.evaluator.register) metric_need (hopwise.evaluator.AveragePopularity attribute) (hopwise.evaluator.base_metric.ConsumerTopKMetric attribute) (hopwise.evaluator.base_metric.LossMetric attribute) (hopwise.evaluator.base_metric.PathQualityMetric attribute) (hopwise.evaluator.base_metric.TopkMetric attribute) (hopwise.evaluator.ConsumerTopKMetric attribute), [1] (hopwise.evaluator.GAUC attribute) (hopwise.evaluator.GiniIndex attribute) (hopwise.evaluator.ItemCoverage attribute) (hopwise.evaluator.LossMetric attribute), [1] (hopwise.evaluator.metrics.AveragePopularity attribute) (hopwise.evaluator.metrics.GAUC attribute) (hopwise.evaluator.metrics.GiniIndex attribute) (hopwise.evaluator.metrics.ItemCoverage attribute) (hopwise.evaluator.metrics.Novelty attribute) (hopwise.evaluator.metrics.Serendipity attribute) (hopwise.evaluator.metrics.ShannonEntropy attribute) (hopwise.evaluator.metrics.TailPercentage attribute) (hopwise.evaluator.Novelty attribute) (hopwise.evaluator.PathQualityMetric attribute), [1] (hopwise.evaluator.Serendipity attribute) (hopwise.evaluator.ShannonEntropy attribute) (hopwise.evaluator.TailPercentage attribute) (hopwise.evaluator.TopkMetric attribute), [1] metric_type (hopwise.evaluator.AveragePopularity attribute) (hopwise.evaluator.base_metric.ConsumerTopKMetric attribute) (hopwise.evaluator.base_metric.LossMetric attribute) (hopwise.evaluator.base_metric.PathQualityMetric attribute) (hopwise.evaluator.base_metric.TopkMetric attribute) (hopwise.evaluator.ConsumerTopKMetric attribute), [1] (hopwise.evaluator.GAUC attribute) (hopwise.evaluator.GiniIndex attribute) (hopwise.evaluator.ItemCoverage attribute) (hopwise.evaluator.LossMetric attribute), [1] (hopwise.evaluator.metrics.AveragePopularity attribute) (hopwise.evaluator.metrics.GAUC attribute) (hopwise.evaluator.metrics.GiniIndex attribute) (hopwise.evaluator.metrics.ItemCoverage attribute) (hopwise.evaluator.metrics.Novelty attribute) (hopwise.evaluator.metrics.Serendipity attribute) (hopwise.evaluator.metrics.ShannonEntropy attribute) (hopwise.evaluator.metrics.TailPercentage attribute) (hopwise.evaluator.Novelty attribute) (hopwise.evaluator.PathQualityMetric attribute), [1] (hopwise.evaluator.Serendipity attribute) (hopwise.evaluator.ShannonEntropy attribute) (hopwise.evaluator.TailPercentage attribute) (hopwise.evaluator.TopkMetric attribute), [1] metrics (hopwise.evaluator.Evaluator attribute) (hopwise.evaluator.evaluator.Evaluator attribute) (hopwise.evaluator.evaluator.Evaluator_KG attribute) (hopwise.evaluator.Evaluator_KG attribute) (hopwise.evaluator.Register attribute), [1] (hopwise.evaluator.register.Register attribute) (hopwise.evaluator.register.Register_KG attribute) (hopwise.evaluator.Register_KG attribute), [1] metrics_k (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) mf_embedding_size (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) mf_loss (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) mf_pretrain_path (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) mf_train (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) mip_norm (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) mip_weight (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) mix_neighbor_vectors() (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) mixed (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) mixture_weights (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.CompositePrior attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) MKR (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.mkr) MKRTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) mlp (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) mlp1 (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) mlp2 (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) mlp_a (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) mlp_act_func (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) mlp_b (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) mlp_embedding_size (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) mlp_hidden_size (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) mlp_layers (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.diffrec.DNN attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.layers.MLPLayers attribute) mlp_layers() (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiDAE method) (hopwise.model.general_recommender.multidae.MultiDAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) MLP_linear (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) mlp_pretrain_path (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) mlp_train (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) MLPLayers (class in hopwise.model.layers) model (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) (hopwise.trainer.trainer.AbstractTrainer attribute) model_collect() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) model_config (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) model_name (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) ModelMeanType (class in hopwise.model.general_recommender.diffrec) models() (in module hopwise.cli) ModelType (class in hopwise.data.dataloader), [1] (class in hopwise.utils) (class in hopwise.utils.enum_type) module hopwise hopwise.__main__ hopwise.cli hopwise.config hopwise.config.configurator hopwise.data hopwise.data.dataloader hopwise.data.dataloader.abstract_dataloader hopwise.data.dataloader.general_dataloader hopwise.data.dataloader.knowledge_dataloader hopwise.data.dataloader.user_dataloader hopwise.data.dataset hopwise.data.dataset.customized_dataset hopwise.data.dataset.dataset hopwise.data.dataset.decisiontree_dataset hopwise.data.dataset.kg_dataset hopwise.data.dataset.kg_path_dataset hopwise.data.dataset.kg_seq_dataset hopwise.data.dataset.sequential_dataset hopwise.data.interaction hopwise.data.transform hopwise.data.utils hopwise.evaluator hopwise.evaluator.base_metric hopwise.evaluator.collector hopwise.evaluator.evaluator hopwise.evaluator.metrics hopwise.evaluator.register hopwise.evaluator.utils hopwise.model hopwise.model.abstract_recommender hopwise.model.context_aware_recommender hopwise.model.context_aware_recommender.afm hopwise.model.context_aware_recommender.autoint hopwise.model.context_aware_recommender.dcn hopwise.model.context_aware_recommender.dcnv2 hopwise.model.context_aware_recommender.deepfm hopwise.model.context_aware_recommender.dssm hopwise.model.context_aware_recommender.eulernet hopwise.model.context_aware_recommender.ffm hopwise.model.context_aware_recommender.fignn hopwise.model.context_aware_recommender.fm hopwise.model.context_aware_recommender.fnn hopwise.model.context_aware_recommender.fwfm hopwise.model.context_aware_recommender.kd_dagfm hopwise.model.context_aware_recommender.lr hopwise.model.context_aware_recommender.nfm hopwise.model.context_aware_recommender.pnn hopwise.model.context_aware_recommender.widedeep hopwise.model.context_aware_recommender.xdeepfm hopwise.model.exlib_recommender hopwise.model.exlib_recommender.lightgbm hopwise.model.exlib_recommender.xgboost hopwise.model.general_recommender hopwise.model.general_recommender.admmslim hopwise.model.general_recommender.bpr hopwise.model.general_recommender.cdae hopwise.model.general_recommender.convncf hopwise.model.general_recommender.dgcf hopwise.model.general_recommender.diffrec hopwise.model.general_recommender.dmf hopwise.model.general_recommender.ease hopwise.model.general_recommender.enmf hopwise.model.general_recommender.fism hopwise.model.general_recommender.gcmc hopwise.model.general_recommender.itemknn hopwise.model.general_recommender.ldiffrec hopwise.model.general_recommender.lightgcn hopwise.model.general_recommender.line hopwise.model.general_recommender.macridvae hopwise.model.general_recommender.multidae hopwise.model.general_recommender.multivae hopwise.model.general_recommender.nais hopwise.model.general_recommender.nceplrec hopwise.model.general_recommender.ncl hopwise.model.general_recommender.neumf hopwise.model.general_recommender.ngcf hopwise.model.general_recommender.nncf hopwise.model.general_recommender.pop hopwise.model.general_recommender.ract hopwise.model.general_recommender.random hopwise.model.general_recommender.recvae hopwise.model.general_recommender.sgl hopwise.model.general_recommender.simplex hopwise.model.general_recommender.slimelastic hopwise.model.general_recommender.spectralcf hopwise.model.init hopwise.model.knowledge_aware_recommender hopwise.model.knowledge_aware_recommender.cafe hopwise.model.knowledge_aware_recommender.cfkg hopwise.model.knowledge_aware_recommender.cke hopwise.model.knowledge_aware_recommender.kgat hopwise.model.knowledge_aware_recommender.kgcn hopwise.model.knowledge_aware_recommender.kgin hopwise.model.knowledge_aware_recommender.kglrr hopwise.model.knowledge_aware_recommender.kgnnls hopwise.model.knowledge_aware_recommender.ktup hopwise.model.knowledge_aware_recommender.mcclk hopwise.model.knowledge_aware_recommender.mkr hopwise.model.knowledge_aware_recommender.pgpr hopwise.model.knowledge_aware_recommender.ripplenet hopwise.model.knowledge_aware_recommender.tprec hopwise.model.knowledge_graph_embedding_recommender hopwise.model.knowledge_graph_embedding_recommender.analogy hopwise.model.knowledge_graph_embedding_recommender.complex hopwise.model.knowledge_graph_embedding_recommender.conve hopwise.model.knowledge_graph_embedding_recommender.convkb hopwise.model.knowledge_graph_embedding_recommender.distmult hopwise.model.knowledge_graph_embedding_recommender.hole hopwise.model.knowledge_graph_embedding_recommender.rescal hopwise.model.knowledge_graph_embedding_recommender.rotate hopwise.model.knowledge_graph_embedding_recommender.toruse hopwise.model.knowledge_graph_embedding_recommender.transd hopwise.model.knowledge_graph_embedding_recommender.transe hopwise.model.knowledge_graph_embedding_recommender.transh hopwise.model.knowledge_graph_embedding_recommender.transr hopwise.model.knowledge_graph_embedding_recommender.tucker hopwise.model.layers hopwise.model.logits_processor hopwise.model.loss hopwise.model.path_language_modeling_recommender hopwise.model.path_language_modeling_recommender.kgglm hopwise.model.path_language_modeling_recommender.pearlm hopwise.model.path_language_modeling_recommender.pearlmgpt2 hopwise.model.path_language_modeling_recommender.pearlmllama2 hopwise.model.path_language_modeling_recommender.pearlmllama3 hopwise.model.path_language_modeling_recommender.plm hopwise.model.ranker hopwise.model.sequential_recommender hopwise.model.sequential_recommender.bert4rec hopwise.model.sequential_recommender.caser hopwise.model.sequential_recommender.core hopwise.model.sequential_recommender.dien hopwise.model.sequential_recommender.din hopwise.model.sequential_recommender.fdsa hopwise.model.sequential_recommender.fearec hopwise.model.sequential_recommender.fossil hopwise.model.sequential_recommender.fpmc hopwise.model.sequential_recommender.gcsan hopwise.model.sequential_recommender.gru4rec hopwise.model.sequential_recommender.gru4reccpr hopwise.model.sequential_recommender.gru4recf hopwise.model.sequential_recommender.gru4reckg hopwise.model.sequential_recommender.hgn hopwise.model.sequential_recommender.hrm hopwise.model.sequential_recommender.ksr hopwise.model.sequential_recommender.lightsans hopwise.model.sequential_recommender.narm hopwise.model.sequential_recommender.nextitnet hopwise.model.sequential_recommender.npe hopwise.model.sequential_recommender.repeatnet hopwise.model.sequential_recommender.s3rec hopwise.model.sequential_recommender.sasrec hopwise.model.sequential_recommender.sasreccpr hopwise.model.sequential_recommender.sasrecf hopwise.model.sequential_recommender.shan hopwise.model.sequential_recommender.sine hopwise.model.sequential_recommender.srgnn hopwise.model.sequential_recommender.stamp hopwise.model.sequential_recommender.transrec hopwise.quick_start hopwise.quick_start.quick_start hopwise.sampler hopwise.sampler.sampler hopwise.trainer hopwise.trainer.hf_path_trainer hopwise.trainer.hyper_tuning hopwise.trainer.trainer hopwise.utils hopwise.utils.argument_list hopwise.utils.case_study hopwise.utils.enum_type hopwise.utils.logger hopwise.utils.url hopwise.utils.utils hopwise.utils.wandblogger mp2id (hopwise.model.knowledge_aware_recommender.cafe.NeuralProgramLayout attribute) mpath_ids (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) MRR (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) mu (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) mu_prior (hopwise.model.general_recommender.recvae.CompositePrior attribute) multi_head_attention (hopwise.model.layers.LightTransformerLayer attribute) (hopwise.model.layers.TransformerLayer attribute) multi_hot_embed() (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) MultiDAE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.multidae) MultiHeadAttention (class in hopwise.model.layers) MultiVAE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.multivae) N n_cate (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) n_class (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) n_clusters (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) n_dec_epochs (hopwise.trainer.RecVAETrainer attribute) (hopwise.trainer.trainer.RecVAETrainer attribute) n_embd (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) n_enc_epochs (hopwise.trainer.RecVAETrainer attribute) (hopwise.trainer.trainer.RecVAETrainer attribute) n_entities (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) n_facet (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_all (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_context (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_emb (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_hidden (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_MLP (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_reranker (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_facet_window (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) n_factors (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) n_features (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) n_h (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) n_heads (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) n_hop (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) n_hops (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) n_item (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) n_items (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) n_iter (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) n_iterations (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) n_layers (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEAEncoder attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) n_memory (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) n_nodes (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) n_relations (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) n_user (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) n_users (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) n_v (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) NAIS (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.nais) name (hopwise.model.knowledge_aware_recommender.cafe.DeepRelationModule attribute) (hopwise.model.knowledge_aware_recommender.cafe.RelationModule attribute) NARM (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.narm) NCEPLRec (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.nceplrec) NCL (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.ncl) NCLTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) NDCG (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) need() (hopwise.evaluator.Register method), [1] (hopwise.evaluator.register.Register method) NEG_ITEM_ID (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) neg_item_list (hopwise.data.dataset.customized_dataset.DIENDataset attribute), [1] neg_item_list_field (hopwise.data.dataset.customized_dataset.DIENDataset attribute), [1] NEG_ITEM_SEQ (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) NEG_ITEMS (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) neg_prefix (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) neg_sample_num (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) neg_seq_len (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) NEG_TAIL_ENTITY_ID (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) neg_tid_field (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) negative_weight (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) NegSampleDataLoader (class in hopwise.data.dataloader), [1] (class in hopwise.data.dataloader.abstract_dataloader) NegSampleEvalDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.general_dataloader) NegSamplingLoss (class in hopwise.model.general_recommender.line) neigh_embedding_size (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) neigh_info_method (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) neigh_num (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) neighbor_sample_size (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) NESTED_KEY_SEPARATOR (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) NET (hopwise.data.dataloader.FeatureSource attribute) (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.FeatureSource attribute) NeuMF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.neumf) NeuralProgramLayout (class in hopwise.model.knowledge_aware_recommender.cafe) NextItNet (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.nextitnet) NFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.nfm) NGCF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.ngcf) NNCF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.nncf) node_degree_dict() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) node_dropout (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) node_dropout_rate (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) node_type2emb (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) nogb (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) noise_max (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) noise_min (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) noise_scale (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) noise_schedule (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) non_linearity (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) non_seq_fields (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) norm (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DNN attribute) (hopwise.model.loss.EmbLoss attribute) norm_adj_matrix (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) norm_adjacency_matrix() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) norm_ckg_adjacency_matrix() (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) norm_p (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) norm_r (hopwise.model.context_aware_recommender.eulernet.EulerInteractionLayer attribute) norm_vec (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) normal_kl() (in module hopwise.model.general_recommender.diffrec) normalize (hopwise.model.general_recommender.itemknn.ComputeSimilarity attribute) normalize_popularity() (hopwise.evaluator.metrics.Novelty method) (hopwise.evaluator.Novelty method) normalize_tuple() (hopwise.model.ranker.CumulativeSequenceScoreRanker method) normalized_ema() (hopwise.evaluator.base_metric.PathQualityMetric method) (hopwise.evaluator.PathQualityMetric method), [1] Novelty (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) NPE (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.npe) nthread (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) num() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) num_all (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) num_attention_heads (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) num_basis_functions (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) num_boost_round (hopwise.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) num_conv_kernel (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) num_edge (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) num_feature_field (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.context_aware_recommender.pnn.InnerProductLayer attribute) (hopwise.model.context_aware_recommender.pnn.OuterProductLayer attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) num_features (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) num_fields (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) num_heads (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) num_item (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) num_items (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) num_layers (hopwise.model.sequential_recommender.GRU4Rec attribute) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec attribute) (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.GRU4RecKG attribute) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) num_m_step (hopwise.trainer.NCLTrainer attribute) (hopwise.trainer.trainer.NCLTrainer attribute) num_node (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) num_of_nets (hopwise.model.layers.CNNLayers attribute) num_pair (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) num_products (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) num_support (hopwise.model.general_recommender.gcmc.GcEncoder attribute) num_users (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) num_weights (hopwise.model.general_recommender.gcmc.BiDecoder attribute) number_of_seen_items (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) number_of_unseen_items (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) numerical_features (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) numpy() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) O objective_function (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) objective_function() (in module hopwise.quick_start) (in module hopwise.quick_start.quick_start) offsets (hopwise.model.layers.FLEmbedding attribute) (hopwise.model.layers.FMEmbedding attribute) on_epoch_begin() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) on_epoch_end() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) on_evaluate() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) on_step_end() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) on_train_begin() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) on_train_end() (hopwise.trainer.hf_path_trainer.HopwiseCallback method) only_compute_loss (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) optimizer (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) optimizer_decoder (hopwise.trainer.RecVAETrainer attribute) (hopwise.trainer.trainer.RecVAETrainer attribute) optimizer_encoder (hopwise.trainer.RecVAETrainer attribute) (hopwise.trainer.trainer.RecVAETrainer attribute) order (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) order_len (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) orthogonal() (in module hopwise.model.general_recommender.gcmc) orthogonalLoss() (in module hopwise.model.knowledge_aware_recommender.ktup) other_parameter() (hopwise.model.abstract_recommender.AbstractRecommender method) other_parameter_name (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) out_activation (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) out_channels (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) out_dim (hopwise.model.layers.BiGNNLayer attribute) out_dims (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) out_dropout (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) out_features (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) out_layer (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) out_proj (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) OuterProductLayer (class in hopwise.model.context_aware_recommender.pnn) output_attention (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) output_bias (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) output_dim (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.knowledge_aware_recommender.kgat.Aggregator attribute) output_ffn (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) output_gelu (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) output_ln (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) output_metric() (hopwise.evaluator.base_metric.LossMetric method) (hopwise.evaluator.LossMetric method), [1] output_path (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) output_probs (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) P p (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) p_mean_variance() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) p_sample() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) pad_sequence() (in module hopwise.evaluator.utils) PAIRWISE (hopwise.data.dataloader.InputType attribute), [1] (hopwise.utils.enum_type.InputType attribute) (hopwise.utils.InputType attribute) params (hopwise.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.LightGBMTrainer attribute) (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) params2result (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) params2str() (hopwise.trainer.hyper_tuning.HyperTuning static method) (hopwise.trainer.HyperTuning static method) params_list (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) PARAMS_PER_ROW (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) parent (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) parse_args() (hopwise.cli.HopwiseClickCommand method) parse_sequences() (hopwise.model.ranker.BaseSequenceScoreRanker method) partition_merging_mode (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) path_dataset (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset property) (hopwise.data.dataset.KnowledgePathDataset property) path_gen_args (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.PEARLMfromscratchTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.PEARLMfromscratchTrainer attribute) path_generation_args (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) path_hop_length (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) PATH_LANGUAGE_MODELING (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) path_max_user_trials (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) PATH_PADDING (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) path_pattern (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) path_token_separator (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) PathLanguageModelingRecommender (class in hopwise.model.abstract_recommender) PathLanguageModelingTokenType (class in hopwise.data.dataloader) (class in hopwise.utils) (class in hopwise.utils.enum_type) PathQualityMetric (class in hopwise.evaluator), [1] (class in hopwise.evaluator.base_metric) paths_per_user (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) PATHWISE (hopwise.data.dataloader.InputType attribute), [1] (hopwise.utils.enum_type.InputType attribute) (hopwise.utils.InputType attribute) patterns (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) PEARLM (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.pearlm) PEARLMfromscratchTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) PEARLMGPT2 (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.pearlmgpt2) PEARLMLlama2 (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.pearlmllama2) PEARLMLlama3 (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.pearlmllama3) PEARLMTrainer (class in hopwise.trainer.trainer) PGPR (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.pgpr) PGPR.SavedAction (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.pgpr) PGPRTrainer (class in hopwise.trainer.trainer) phase (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.Sampler attribute) phases (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.Sampler attribute) PLM (class in hopwise.model.path_language_modeling_recommender) (class in hopwise.model.path_language_modeling_recommender.plm) PLMLogitsProcessorWordLevel (class in hopwise.model.logits_processor) PLMTrainer (class in hopwise.trainer.trainer) plot_hyper() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) plot_tsne_embeddings() (in module hopwise.evaluator.utils) PNN (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.pnn) POINTWISE (hopwise.data.dataloader.InputType attribute), [1] (hopwise.utils.enum_type.InputType attribute) (hopwise.utils.InputType attribute) pool_kernel_size (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) pool_type (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) pooling_mode (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) pooling_type_layer_1 (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) pooling_type_layer_2 (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) Pop (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.pop) pos_candidates_cache (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) POS_ITEM_ID (hopwise.model.abstract_recommender.SequentialRecommender attribute) POS_ITEMS (hopwise.data.transform.MaskItemSequence attribute) (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) pos_k_linear (hopwise.model.layers.LightMultiHeadAttention attribute) pos_ln (hopwise.model.layers.LightMultiHeadAttention attribute) pos_q_linear (hopwise.model.layers.LightMultiHeadAttention attribute) pos_scaling (hopwise.model.layers.LightMultiHeadAttention attribute) position_embedding (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) positive_only (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) positives (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) post_remove_context (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) power (hopwise.model.loss.EmbMarginLoss attribute) PPT (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) pr (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] pre_model_path (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.path_language_modeling_recommender.KGGLM attribute) (hopwise.model.path_language_modeling_recommender.kgglm.KGGLM attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) Precision (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) precompute_rope_params() (in module hopwise.model.path_language_modeling_recommender.pearlmllama2) (in module hopwise.model.path_language_modeling_recommender.pearlmllama3) pred_mat (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) predict() (hopwise.model.abstract_recommender.AbstractRecommender method) (hopwise.model.context_aware_recommender.AFM method) (hopwise.model.context_aware_recommender.afm.AFM method) (hopwise.model.context_aware_recommender.AutoInt method) (hopwise.model.context_aware_recommender.autoint.AutoInt method) (hopwise.model.context_aware_recommender.DCN method) (hopwise.model.context_aware_recommender.dcn.DCN method) (hopwise.model.context_aware_recommender.DCNV2 method) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 method) (hopwise.model.context_aware_recommender.DeepFM method) (hopwise.model.context_aware_recommender.deepfm.DeepFM method) (hopwise.model.context_aware_recommender.DSSM method) (hopwise.model.context_aware_recommender.dssm.DSSM method) (hopwise.model.context_aware_recommender.EulerNet method) (hopwise.model.context_aware_recommender.eulernet.EulerNet method) (hopwise.model.context_aware_recommender.FFM method) (hopwise.model.context_aware_recommender.ffm.FFM method) (hopwise.model.context_aware_recommender.FiGNN method) (hopwise.model.context_aware_recommender.fignn.FiGNN method) (hopwise.model.context_aware_recommender.FM method) (hopwise.model.context_aware_recommender.fm.FM method) (hopwise.model.context_aware_recommender.FNN method) (hopwise.model.context_aware_recommender.fnn.FNN method) (hopwise.model.context_aware_recommender.FwFM method) (hopwise.model.context_aware_recommender.fwfm.FwFM method) (hopwise.model.context_aware_recommender.KD_DAGFM method) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM method) (hopwise.model.context_aware_recommender.LR method) (hopwise.model.context_aware_recommender.lr.LR method) (hopwise.model.context_aware_recommender.NFM method) (hopwise.model.context_aware_recommender.nfm.NFM method) (hopwise.model.context_aware_recommender.PNN method) (hopwise.model.context_aware_recommender.pnn.PNN method) (hopwise.model.context_aware_recommender.WideDeep method) (hopwise.model.context_aware_recommender.widedeep.WideDeep method) (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.general_recommender.ADMMSLIM method) (hopwise.model.general_recommender.admmslim.ADMMSLIM method) (hopwise.model.general_recommender.BPR method) (hopwise.model.general_recommender.bpr.BPR method) (hopwise.model.general_recommender.CDAE method) (hopwise.model.general_recommender.cdae.CDAE method) (hopwise.model.general_recommender.ConvNCF method) (hopwise.model.general_recommender.convncf.ConvNCF method) (hopwise.model.general_recommender.DGCF method) (hopwise.model.general_recommender.dgcf.DGCF method) (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) (hopwise.model.general_recommender.DMF method) (hopwise.model.general_recommender.dmf.DMF method) (hopwise.model.general_recommender.EASE method) (hopwise.model.general_recommender.ease.EASE method) (hopwise.model.general_recommender.ENMF method) (hopwise.model.general_recommender.enmf.ENMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.GCMC method) (hopwise.model.general_recommender.gcmc.GCMC method) (hopwise.model.general_recommender.ItemKNN method) (hopwise.model.general_recommender.itemknn.ItemKNN method) (hopwise.model.general_recommender.LDiffRec method) (hopwise.model.general_recommender.ldiffrec.LDiffRec method) (hopwise.model.general_recommender.LightGCN method) (hopwise.model.general_recommender.lightgcn.LightGCN method) (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiDAE method) (hopwise.model.general_recommender.multidae.MultiDAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.general_recommender.NCEPLRec method) (hopwise.model.general_recommender.nceplrec.NCEPLRec method) (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) (hopwise.model.general_recommender.NeuMF method) (hopwise.model.general_recommender.neumf.NeuMF method) (hopwise.model.general_recommender.NGCF method) (hopwise.model.general_recommender.ngcf.NGCF method) (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) (hopwise.model.general_recommender.Pop method) (hopwise.model.general_recommender.pop.Pop method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) (hopwise.model.general_recommender.Random method) (hopwise.model.general_recommender.random.Random method) (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.RecVAE method) (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) (hopwise.model.general_recommender.SimpleX method) (hopwise.model.general_recommender.simplex.SimpleX method) (hopwise.model.general_recommender.SLIMElastic method) (hopwise.model.general_recommender.slimelastic.SLIMElastic method) (hopwise.model.general_recommender.SpectralCF method) (hopwise.model.general_recommender.spectralcf.SpectralCF method) (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) (hopwise.model.knowledge_aware_recommender.CFKG method) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG method) (hopwise.model.knowledge_aware_recommender.CKE method) (hopwise.model.knowledge_aware_recommender.cke.CKE method) (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) (hopwise.model.knowledge_aware_recommender.KGCN method) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN method) (hopwise.model.knowledge_aware_recommender.KGIN method) (hopwise.model.knowledge_aware_recommender.kgin.KGIN method) (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) (hopwise.model.knowledge_aware_recommender.MKR method) (hopwise.model.knowledge_aware_recommender.mkr.MKR method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.RippleNet method) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) (hopwise.model.path_language_modeling_recommender.PEARLM method) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM method) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 method) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 method) (hopwise.model.path_language_modeling_recommender.PLM method) (hopwise.model.path_language_modeling_recommender.plm.PLM method) (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) (hopwise.model.sequential_recommender.CORE method) (hopwise.model.sequential_recommender.core.CORE method) (hopwise.model.sequential_recommender.DIEN method) (hopwise.model.sequential_recommender.dien.DIEN method) (hopwise.model.sequential_recommender.DIN method) (hopwise.model.sequential_recommender.din.DIN method) (hopwise.model.sequential_recommender.FDSA method) (hopwise.model.sequential_recommender.fdsa.FDSA method) (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.FPMC method) (hopwise.model.sequential_recommender.fpmc.FPMC method) (hopwise.model.sequential_recommender.GCSAN method) (hopwise.model.sequential_recommender.gcsan.GCSAN method) (hopwise.model.sequential_recommender.GRU4Rec method) (hopwise.model.sequential_recommender.gru4rec.GRU4Rec method) (hopwise.model.sequential_recommender.GRU4RecCPR method) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR method) (hopwise.model.sequential_recommender.GRU4RecF method) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF method) (hopwise.model.sequential_recommender.GRU4RecKG method) (hopwise.model.sequential_recommender.gru4reckg.GRU4RecKG method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.HRM method) (hopwise.model.sequential_recommender.hrm.HRM method) (hopwise.model.sequential_recommender.KSR method) (hopwise.model.sequential_recommender.ksr.KSR method) (hopwise.model.sequential_recommender.LightSANs method) (hopwise.model.sequential_recommender.lightsans.LightSANs method) (hopwise.model.sequential_recommender.NARM method) (hopwise.model.sequential_recommender.narm.NARM method) (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) (hopwise.model.sequential_recommender.NPE method) (hopwise.model.sequential_recommender.npe.NPE method) (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.model.sequential_recommender.SASRec method) (hopwise.model.sequential_recommender.sasrec.SASRec method) (hopwise.model.sequential_recommender.SASRecCPR method) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR method) (hopwise.model.sequential_recommender.SASRecF method) (hopwise.model.sequential_recommender.sasrecf.SASRecF method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) (hopwise.model.sequential_recommender.SINE method) (hopwise.model.sequential_recommender.sine.SINE method) (hopwise.model.sequential_recommender.SRGNN method) (hopwise.model.sequential_recommender.srgnn.SRGNN method) (hopwise.model.sequential_recommender.STAMP method) (hopwise.model.sequential_recommender.stamp.STAMP method) (hopwise.model.sequential_recommender.TransRec method) (hopwise.model.sequential_recommender.transrec.TransRec method) predict_kg() (hopwise.model.knowledge_graph_embedding_recommender.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy method) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE method) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB method) (hopwise.model.knowledge_graph_embedding_recommender.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult method) (hopwise.model.knowledge_graph_embedding_recommender.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE method) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL method) (hopwise.model.knowledge_graph_embedding_recommender.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE method) (hopwise.model.knowledge_graph_embedding_recommender.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE method) (hopwise.model.knowledge_graph_embedding_recommender.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD method) (hopwise.model.knowledge_graph_embedding_recommender.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE method) (hopwise.model.knowledge_graph_embedding_recommender.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR method) (hopwise.model.knowledge_graph_embedding_recommender.TuckER method) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER method) predict_layer (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) predict_layers (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) predict_matrix (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) predict_or_and() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) predict_transe() (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) pref_embedding (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) pref_norm_embedding (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) PrefixConstrainedLogitsProcessorWordLevel (class in hopwise.model.logits_processor) prepare_training_arguments() (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) prepare_vector_element() (hopwise.model.general_recommender.NNCF method) (hopwise.model.general_recommender.nncf.NNCF method) pretrain() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) (hopwise.trainer.KGGLMTrainer method) (hopwise.trainer.TPRecTrainer method) (hopwise.trainer.trainer.KGGLMTrainer method) (hopwise.trainer.trainer.PretrainTrainer method) (hopwise.trainer.trainer.TPRecTrainer method) pretrain_epochs (hopwise.trainer.trainer.PretrainTrainer attribute) pretrain_path (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) pretrained_weights (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) PretrainTrainer (class in hopwise.trainer.trainer) print_postorder() (hopwise.model.knowledge_aware_recommender.cafe.NeuralProgramLayout method) prior (hopwise.model.general_recommender.RecVAE attribute) (hopwise.model.general_recommender.recvae.RecVAE attribute) process_scores() (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel method) process_scores_lp() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) process_scores_rec() (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel method) processing_class (hopwise.trainer.HFPathLanguageModelingTrainer property) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer property) proj_mat_e (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) project() (hopwise.model.knowledge_graph_embedding_recommender.TransH method) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH method) project_arr (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) project_emb (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) projection (hopwise.model.layers.VanillaAttention attribute) proto_reg (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) ProtoNCE_loss() (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) PTC (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) PTD (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) Q q_index (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) q_posterior_mean_variance() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) q_sample() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) query (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) query_layer (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) R r_length (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) r_logic (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) RaCT (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.ract) RaCTTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) rand_sample() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) Random (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.random) random_list (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) random_list_length (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) random_num() (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) random_pr (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) rank_weight (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) ranker (hopwise.trainer.PEARLMfromscratchTrainer attribute) (hopwise.trainer.trainer.PEARLMfromscratchTrainer attribute) ranker_max_new_tokens (hopwise.trainer.PEARLMfromscratchTrainer attribute) (hopwise.trainer.trainer.PEARLMfromscratchTrainer attribute) ranker_rec (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) RankerLP (class in hopwise.model.ranker) RANKING (hopwise.evaluator.EvaluatorType attribute), [1] (hopwise.utils.enum_type.EvaluatorType attribute) (hopwise.utils.EvaluatorType attribute) ranking_metric (hopwise.evaluator.base_metric.ConsumerTopKMetric property) (hopwise.evaluator.ConsumerTopKMetric property), [1] ranking_metric_info() (hopwise.evaluator.base_metric.ConsumerTopKMetric method) (hopwise.evaluator.ConsumerTopKMetric method), [1] RATING (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) raw_metapaths (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) REC (hopwise.utils.enum_type.KnowledgeEvaluationType attribute) rec_loss (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) Recall (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) reconstruct_pretrain_data() (hopwise.model.sequential_recommender.S3Rec method) (hopwise.model.sequential_recommender.s3rec.S3Rec method) reconstruct_test_data() (hopwise.model.sequential_recommender.BERT4Rec method) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec method) RecVAE (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.recvae) RecVAETrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) reduce_sum (hopwise.model.layers.BaseFactorizationMachine attribute) reg (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) reg_loss (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) reg_loss() (hopwise.model.context_aware_recommender.PNN method) (hopwise.model.context_aware_recommender.pnn.PNN method) (hopwise.model.context_aware_recommender.xDeepFM method) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM method) (hopwise.model.general_recommender.ConvNCF method) (hopwise.model.general_recommender.convncf.ConvNCF method) (hopwise.model.general_recommender.ENMF method) (hopwise.model.general_recommender.enmf.ENMF method) (hopwise.model.general_recommender.FISM method) (hopwise.model.general_recommender.fism.FISM method) (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) (hopwise.model.sequential_recommender.FOSSIL method) (hopwise.model.sequential_recommender.fossil.FOSSIL method) (hopwise.model.sequential_recommender.HGN method) (hopwise.model.sequential_recommender.hgn.HGN method) (hopwise.model.sequential_recommender.SHAN method) (hopwise.model.sequential_recommender.shan.SHAN method) reg_loss_conv_h() (hopwise.model.sequential_recommender.Caser method) (hopwise.model.sequential_recommender.caser.Caser method) reg_loss_ratio (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) reg_loss_rb() (hopwise.model.sequential_recommender.NextItNet method) (hopwise.model.sequential_recommender.nextitnet.NextItNet method) reg_weight (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) reg_weight_1 (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) reg_weight_2 (hopwise.model.general_recommender.CDAE attribute) (hopwise.model.general_recommender.cdae.CDAE attribute) reg_weights (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) Register (class in hopwise.evaluator), [1] (class in hopwise.evaluator.register) register (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) (hopwise.evaluator.collector.Collector_KG attribute) (hopwise.evaluator.Collector_KG attribute) Register_KG (class in hopwise.evaluator), [1] (class in hopwise.evaluator.register) RegLoss (class in hopwise.model.loss) regs (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) RegularLoss() (hopwise.model.context_aware_recommender.EulerNet method) (hopwise.model.context_aware_recommender.eulernet.EulerNet method) RELATION (hopwise.data.dataloader.PathLanguageModelingTokenType attribute) relation (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) RELATION (hopwise.utils.enum_type.PathLanguageModelingTokenType attribute) (hopwise.utils.PathLanguageModelingTokenType attribute) relation2rid (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor attribute) (hopwise.model.knowledge_aware_recommender.cafe.SymbolicNetwork attribute) relation_embedding (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.distmult.DistMult attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.rescal.RESCAL attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.toruse.TorusE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) relation_embedding_matrix (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) relation_embeddings_lookup (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) relation_field (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) relation_head (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) RELATION_ID (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) relation_im_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) relation_info (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) relation_loss (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) relation_matrix (hopwise.model.sequential_recommender.KSR attribute) (hopwise.model.sequential_recommender.ksr.KSR attribute) relation_norm_embedding (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) relation_num (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) relation_re_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) relation_token_ids (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) relation_vec_embedding (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) RelationModule (class in hopwise.model.knowledge_aware_recommender.cafe) relations (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) relations_embeddings (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) relu (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) ReLU (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) relu (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) RemoveColorFilter (class in hopwise.utils.logger) rename_atomic_files() (in module hopwise.utils.url) reorder_beta (hopwise.data.transform.ReorderItemSequence attribute) REORDER_ITEM_SEQ (hopwise.data.transform.ReorderItemSequence attribute) ReorderItemSequence (class in hopwise.data.transform) reparam (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.AutoEncoder attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) reparameterize() (hopwise.model.general_recommender.MacridVAE method) (hopwise.model.general_recommender.macridvae.MacridVAE method) (hopwise.model.general_recommender.MultiVAE method) (hopwise.model.general_recommender.multivae.MultiVAE method) (hopwise.model.general_recommender.RaCT method) (hopwise.model.general_recommender.ract.RaCT method) (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.RecVAE method) reparamterization() (hopwise.model.general_recommender.ldiffrec.AutoEncoder method) repeat() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) repeat_explore_loss() (hopwise.model.sequential_recommender.RepeatNet method) (hopwise.model.sequential_recommender.repeatnet.RepeatNet method) Repeat_Explore_Mechanism (class in hopwise.model.sequential_recommender.repeatnet) repeat_explore_mechanism (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) repeat_interleave() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) Repeat_Recommendation_Decoder (class in hopwise.model.sequential_recommender.repeatnet) repeat_recommendation_decoder (hopwise.model.sequential_recommender.RepeatNet attribute) (hopwise.model.sequential_recommender.repeatnet.RepeatNet attribute) RepeatableSampler (class in hopwise.sampler) (class in hopwise.sampler.sampler) RepeatNet (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.repeatnet) replay_memory (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) ReplayMemory (class in hopwise.model.knowledge_aware_recommender.cafe) require_pow (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) reranker_CAN_NUM (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) reranker_merging_mode (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) RESCAL (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.rescal) reset() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) reset_topks() (hopwise.model.ranker.RankerLP method) resid_dropout (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) residual_blocks (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) residual_channels (hopwise.model.sequential_recommender.NextItNet attribute) (hopwise.model.sequential_recommender.nextitnet.NextItNet attribute) ResidualBlock_a (class in hopwise.model.sequential_recommender.nextitnet) ResidualBlock_b (class in hopwise.model.sequential_recommender.nextitnet) resolution (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) restore_entity_e (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) restore_item_e (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) restore_user_e (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) restrict_by_phase (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) resume (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) resume_checkpoint() (hopwise.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.Trainer method) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer method) (hopwise.trainer.trainer.Trainer method) return_seq_weight (hopwise.model.layers.SequenceAttLayer attribute) rewards (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) reweight (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) reweight_loss() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) rid2relation (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) right (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) ripple_set (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) RippleNet (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.ripplenet) RMSE (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) rmsnorm (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) rmsnorm1 (hopwise.model.path_language_modeling_recommender.pearlmllama2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.Block attribute) rmsnorm2 (hopwise.model.path_language_modeling_recommender.pearlmllama2.Block attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.Block attribute) rng (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) root (hopwise.model.knowledge_aware_recommender.cafe.NeuralProgramLayout attribute) RotatE (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.rotate) RS (hopwise.data.dataloader.KGDataLoaderState attribute) (hopwise.utils.enum_type.KGDataLoaderState attribute) (hopwise.utils.KGDataLoaderState attribute) RSKG (hopwise.data.dataloader.KGDataLoaderState attribute) (hopwise.utils.enum_type.KGDataLoaderState attribute) (hopwise.utils.KGDataLoaderState attribute) run() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) (in module hopwise.quick_start) (in module hopwise.quick_start.quick_start) run_hopwise() (in module hopwise.quick_start) (in module hopwise.quick_start.quick_start) run_hopwises() (in module hopwise.quick_start) (in module hopwise.quick_start.quick_start) run_kmeans() (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) run_program() (hopwise.model.knowledge_aware_recommender.CAFE method) (hopwise.model.knowledge_aware_recommender.cafe.CAFE method) S S3Rec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.s3rec) S3RecTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) same_item_index (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) sample() (hopwise.model.knowledge_aware_recommender.cafe.ReplayMemory method) sample_by_entity_ids() (hopwise.sampler.KGSampler method) (hopwise.sampler.sampler.KGSampler method) sample_by_key_ids() (hopwise.sampler.sampler.AbstractSampler method) sample_by_user_ids() (hopwise.sampler.RepeatableSampler method) (hopwise.sampler.Sampler method) (hopwise.sampler.sampler.RepeatableSampler method) (hopwise.sampler.sampler.Sampler method) sample_cor_samples() (in module hopwise.model.general_recommender.dgcf) sample_neg_interaction() (hopwise.model.knowledge_aware_recommender.KGNNLS method) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS method) sample_neg_sequence() (hopwise.sampler.sampler.SeqSampler method) (hopwise.sampler.SeqSampler method) sample_size (hopwise.data.dataloader.general_dataloader.TrainDataLoader attribute) (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) (hopwise.data.dataloader.TrainDataLoader attribute), [1] (hopwise.data.dataloader.user_dataloader.UserDataLoader attribute) (hopwise.data.dataloader.UserDataLoader attribute) (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.TreeNode attribute) sample_timesteps() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) Sampler (class in hopwise.sampler) (class in hopwise.sampler.sampler) sampler() (hopwise.model.general_recommender.LINE method) (hopwise.model.general_recommender.line.LINE method) SampleSearchSequenceScoreRanker (class in hopwise.model.ranker) sampling() (hopwise.sampler.sampler.AbstractSampler method) sampling_noise (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) sampling_steps (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) SASRec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.sasrec) SASRecCPR (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.sasreccpr) SASRecF (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.sasrecf) save() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) save_pretrained_model() (hopwise.trainer.trainer.PretrainTrainer method) save_split_dataloaders() (in module hopwise.data) (in module hopwise.data.utils) save_step (hopwise.trainer.trainer.PretrainTrainer attribute) saved (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) saved_actions (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) saved_model_file (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.HFPathLanguageModelingTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) scalar_dim (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) scalar_share (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) scale (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) score_list (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) seasons (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) second_order_loss_weight (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) SED (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) select_action() (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) select_algo() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) select_early_stop() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) selected_features (hopwise.model.sequential_recommender.FDSA attribute) (hopwise.model.sequential_recommender.fdsa.FDSA attribute) (hopwise.model.sequential_recommender.GRU4RecF attribute) (hopwise.model.sequential_recommender.gru4recf.GRU4RecF attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) self_attention (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) self_attn (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) self_attns (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) self_loop_embedding (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) sem_aug_nce_fct (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) sensitive_attribute (hopwise.evaluator.base_metric.ConsumerTopKMetric attribute) (hopwise.evaluator.ConsumerTopKMetric attribute), [1] SEP (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) sep_matrix() (hopwise.evaluator.metrics.SEP method) (hopwise.evaluator.SEP method) seq_fields (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) seq_len (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) seq_sample (hopwise.data.dataset.customized_dataset.DIENDataset attribute) seq_sampler (hopwise.data.dataset.customized_dataset.DIENDataset attribute) SeqSampler (class in hopwise.sampler) (class in hopwise.sampler.sampler) SequenceAttLayer (class in hopwise.model.layers) SEQUENTIAL (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) SequentialDataset (class in hopwise.data.dataset) (class in hopwise.data.dataset.sequential_dataset) SequentialRecommender (class in hopwise.model.abstract_recommender) Serendipity (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) sess_dropout (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) set (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) set() (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] set_batch_size() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] set_color() (in module hopwise.utils) (in module hopwise.utils.logger) set_distribution() (hopwise.sampler.sampler.AbstractSampler method) set_field_property() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) set_mode() (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) set_phase() (hopwise.sampler.RepeatableSampler method) (hopwise.sampler.Sampler method) (hopwise.sampler.sampler.RepeatableSampler method) (hopwise.sampler.sampler.Sampler method) set_reduce_hook() (hopwise.trainer.trainer.AbstractTrainer method) SETD (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) setup() (hopwise.utils.WandbLogger method) (hopwise.utils.wandblogger.WandbLogger method) SGL (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.sgl) SHAN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.shan) ShannonEntropy (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) share_weights (hopwise.model.general_recommender.gcmc.GcEncoder attribute) SharedBuffers (class in hopwise.model.path_language_modeling_recommender.pearlmllama3) short_item_length (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) show_progress (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) shrink (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ComputeSimilarity attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) shuffle (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute), [1] (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3], [4], [5], [6], [7] (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.KnowledgeBasedDataLoader attribute) (hopwise.data.dataloader.user_dataloader.UserDataLoader attribute) (hopwise.data.dataloader.UserDataLoader attribute) shuffle() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.interaction.Interaction method) sigmoid (hopwise.model.context_aware_recommender.AFM attribute) (hopwise.model.context_aware_recommender.afm.AFM attribute) (hopwise.model.context_aware_recommender.AutoInt attribute) (hopwise.model.context_aware_recommender.autoint.AutoInt attribute) (hopwise.model.context_aware_recommender.DCN attribute) (hopwise.model.context_aware_recommender.dcn.DCN attribute) (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.context_aware_recommender.DeepFM attribute) (hopwise.model.context_aware_recommender.deepfm.DeepFM attribute) (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) (hopwise.model.context_aware_recommender.EulerNet attribute) (hopwise.model.context_aware_recommender.eulernet.EulerNet attribute) (hopwise.model.context_aware_recommender.FFM attribute) (hopwise.model.context_aware_recommender.ffm.FFM attribute) (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) (hopwise.model.context_aware_recommender.FM attribute) (hopwise.model.context_aware_recommender.fm.FM attribute) (hopwise.model.context_aware_recommender.FNN attribute) (hopwise.model.context_aware_recommender.fnn.FNN attribute) (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.context_aware_recommender.LR attribute) (hopwise.model.context_aware_recommender.lr.LR attribute) (hopwise.model.context_aware_recommender.NFM attribute) (hopwise.model.context_aware_recommender.nfm.NFM attribute) (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) (hopwise.model.context_aware_recommender.WideDeep attribute) (hopwise.model.context_aware_recommender.widedeep.WideDeep attribute) (hopwise.model.context_aware_recommender.xDeepFM attribute) (hopwise.model.context_aware_recommender.xdeepfm.xDeepFM attribute) (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.knowledge_graph_embedding_recommender.HolE attribute) (hopwise.model.knowledge_graph_embedding_recommender.hole.HolE attribute) (hopwise.model.layers.Dice attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) sigmoid_BCE (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) silent (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) silu (hopwise.model.path_language_modeling_recommender.pearlmgpt2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.FeedForward attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.FeedForward attribute) sim (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) sim() (hopwise.model.knowledge_aware_recommender.MCCLK method) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK method) sim_decay (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) sim_scale (hopwise.model.knowledge_aware_recommender.KGLRR attribute) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR attribute) SimCELoss (class in hopwise.model.loss) similarity() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) SimpleX (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.simplex) SINE (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.sine) slide_step (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) SLIMElastic (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.slimelastic) smaller (hopwise.evaluator.AbstractMetric attribute), [1] (hopwise.evaluator.AveragePopularity attribute) (hopwise.evaluator.base_metric.AbstractMetric attribute) (hopwise.evaluator.base_metric.ConsumerTopKMetric attribute) (hopwise.evaluator.ConsumerTopKMetric attribute), [1] (hopwise.evaluator.GiniIndex attribute) (hopwise.evaluator.LogLoss attribute) (hopwise.evaluator.MAE attribute) (hopwise.evaluator.metrics.AveragePopularity attribute) (hopwise.evaluator.metrics.GiniIndex attribute) (hopwise.evaluator.metrics.LogLoss attribute) (hopwise.evaluator.metrics.MAE attribute) (hopwise.evaluator.metrics.RMSE attribute) (hopwise.evaluator.RMSE attribute) SNR() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) soft_threshold() (in module hopwise.model.general_recommender.admmslim) softmax (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) (hopwise.model.layers.MultiHeadAttention attribute) softmax() (hopwise.model.general_recommender.NAIS method) (hopwise.model.general_recommender.nais.NAIS method) softmax_nonlinear (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) softmax_stag (hopwise.model.layers.SequenceAttLayer attribute) softplus (hopwise.model.loss.LogisticLoss attribute) sort() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.interaction.Interaction method) sp_norm (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) sp_weight (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) sparse_dropout (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) sparse_feature (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) SparseDropout (class in hopwise.model.layers) sparsity (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) sparsity_kg (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) sparsity_kg_rel (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) SpectralCF (class in hopwise.model.general_recommender) (class in hopwise.model.general_recommender.spectralcf) split_by_ratio() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset method) (hopwise.data.dataset.KnowledgeBasedDataset method) split_to (hopwise.model.general_recommender.FISM attribute) (hopwise.model.general_recommender.fism.FISM attribute) (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) sqrt_attention_head_size (hopwise.model.layers.MultiHeadAttention attribute) SRGNN (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.srgnn) ssl (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) ssl_layer_loss() (hopwise.model.general_recommender.NCL method) (hopwise.model.general_recommender.ncl.NCL method) ssl_reg (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) ssl_tau (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) ssl_temp (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) ssl_weight (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) SSMLoss (class in hopwise.model.loss) st_gumbel_softmax() (hopwise.model.knowledge_aware_recommender.KTUP method) (hopwise.model.knowledge_aware_recommender.ktup.KTUP method) STAMP (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.stamp) start_epoch (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) start_iter (in module hopwise.data.dataloader) (in module hopwise.data.dataloader.abstract_dataloader) START_X (hopwise.model.general_recommender.diffrec.ModelMeanType attribute) state (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader attribute), [1] (hopwise.data.dataloader.KnowledgeBasedDataLoader attribute), [1] state_gen (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) state_history (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) std (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) step (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.SRGNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) (hopwise.model.sequential_recommender.srgnn.SRGNN attribute) steps (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) stopping_step (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) strategy (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) strides (hopwise.model.layers.CNNLayers attribute) structure (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) student_network (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) study_name (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) support (hopwise.model.general_recommender.GCMC attribute) (hopwise.model.general_recommender.gcmc.GcEncoder attribute) (hopwise.model.general_recommender.gcmc.GCMC attribute) swish() (hopwise.model.layers.FeedForward method) (hopwise.model.sequential_recommender.fearec.FeedForward method) (in module hopwise.model.general_recommender.recvae) symbolic_model (hopwise.model.knowledge_aware_recommender.cafe.MetaProgramExecutor attribute) SymbolicNetwork (class in hopwise.model.knowledge_aware_recommender.cafe) sync_grad_loss() (hopwise.trainer.trainer.AbstractTrainer method) T T (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) tail (hopwise.evaluator.metrics.TailPercentage attribute) (hopwise.evaluator.TailPercentage attribute) tail2edge (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) tail2edge_mat (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) tail_entities (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) tail_entity_field (hopwise.data.dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataloader.general_dataloader.FullSortLPEvalDataLoader attribute) (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset attribute) (hopwise.data.dataset.KnowledgeBasedDataset attribute) TAIL_ENTITY_ID (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) tail_mlp (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) tail_num (hopwise.data.dataset.kg_dataset.KnowledgeBasedDataset property) (hopwise.data.dataset.KnowledgeBasedDataset property) tail_tensor (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) TailPercentage (class in hopwise.evaluator) (class in hopwise.evaluator.metrics) tanh (hopwise.model.context_aware_recommender.DCNV2 attribute) (hopwise.model.context_aware_recommender.dcnv2.DCNV2 attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) Tanh (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) tanh (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) task (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) tau (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.sequential_recommender.FEARec attribute) (hopwise.model.sequential_recommender.fearec.FEARec attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) teacher_network (hopwise.model.context_aware_recommender.KD_DAGFM attribute) (hopwise.model.context_aware_recommender.kd_dagfm.KD_DAGFM attribute) temp_best_file (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) temp_file (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) temperature (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.loss.SSMLoss attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) (hopwise.model.sequential_recommender.CORE attribute) (hopwise.model.sequential_recommender.core.CORE attribute) temporal_causality (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) tensorboard (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) test_batch_size (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) test_knn_cluster() (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset method) theta (hopwise.model.layers.ItemToInterestAggregation attribute) tid_field (hopwise.data.dataloader.KGDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KGDataLoader attribute) (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) tid_list (hopwise.sampler.KGSampler attribute) (hopwise.sampler.sampler.KGSampler attribute) time_aware (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) time_delay_agg_inference() (hopwise.model.sequential_recommender.fearec.HybridAttention method) time_delay_agg_training() (hopwise.model.sequential_recommender.fearec.HybridAttention method) time_emb_dim (hopwise.model.general_recommender.diffrec.DNN attribute) time_field (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) time_type (hopwise.model.general_recommender.diffrec.DNN attribute) timenum (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) timeout (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) timestamp_dict() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) timestep_embedding() (in module hopwise.model.general_recommender.diffrec) to() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) (hopwise.model.exlib_recommender.LightGBM method) (hopwise.model.exlib_recommender.lightgbm.LightGBM method) (hopwise.model.exlib_recommender.XGBoost method) (hopwise.model.exlib_recommender.xgboost.XGBoost method) TOKEN (hopwise.data.dataloader.FeatureType attribute) (hopwise.utils.enum_type.FeatureType attribute) (hopwise.utils.FeatureType attribute) token2id() (hopwise.data.dataset.Dataset method) (hopwise.data.dataset.dataset.Dataset method) token_embedding_table (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) token_entity_type_id (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) token_feature_dims (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) token_feature_names (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) token_field_dims (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) token_field_names (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) token_field_offsets (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) token_like_fields (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) token_relation_type_id (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) TOKEN_SEQ (hopwise.data.dataloader.FeatureType attribute) (hopwise.utils.enum_type.FeatureType attribute) (hopwise.utils.FeatureType attribute) token_seq_embedding_table (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) token_seq_feature_dims (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) token_seq_feature_names (hopwise.model.context_aware_recommender.ffm.FieldAwareFactorizationMachine attribute) token_seq_field_dims (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) token_seq_field_names (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.layers.ContextSeqEmbAbstractLayer attribute) (hopwise.model.layers.FMFirstOrderLinear attribute) token_sequence_length (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader attribute) (hopwise.data.dataloader.KnowledgePathDataLoader attribute) (hopwise.evaluator.KnowledgePathDataLoader attribute) (hopwise.trainer.hf_path_trainer.HFPathTrainer attribute) token_type_ids (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) tokenize_path_dataset() (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader method) (hopwise.data.dataloader.KnowledgePathDataLoader method) (hopwise.evaluator.KnowledgePathDataLoader method) tokenized_ckg (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) tokenized_dataset (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader attribute) (hopwise.data.dataloader.knowledge_dataloader.KnowledgePathDataLoader property) (hopwise.data.dataloader.KnowledgePathDataLoader attribute) (hopwise.data.dataloader.KnowledgePathDataLoader property) (hopwise.evaluator.KnowledgePathDataLoader attribute) (hopwise.evaluator.KnowledgePathDataLoader property) tokenized_used_ids (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) tokenizer (hopwise.data.dataset.customized_dataset.KGGLMDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset property) (hopwise.data.dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset property) (hopwise.model.logits_processor.ConstrainedLogitsProcessorWordLevel attribute) (hopwise.model.logits_processor.PLMLogitsProcessorWordLevel attribute) (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) (hopwise.model.ranker.BaseSequenceScoreRanker attribute) (hopwise.model.ranker.RankerLP attribute) (hopwise.trainer.PEARLMfromscratchTrainer attribute) (hopwise.trainer.trainer.PEARLMfromscratchTrainer attribute) TokenType (in module hopwise.model.path_language_modeling_recommender.pearlm) (in module hopwise.model.path_language_modeling_recommender.pearlmgpt2) (in module hopwise.model.path_language_modeling_recommender.pearlmllama2) (in module hopwise.model.path_language_modeling_recommender.pearlmllama3) (in module hopwise.model.path_language_modeling_recommender.plm) topk (hopwise.evaluator.AveragePopularity attribute) (hopwise.evaluator.base_metric.TopkMetric attribute) (hopwise.evaluator.Collector attribute) (hopwise.evaluator.collector.Collector attribute) (hopwise.evaluator.collector.Collector_KG attribute) (hopwise.evaluator.Collector_KG attribute) (hopwise.evaluator.GiniIndex attribute) (hopwise.evaluator.ItemCoverage attribute) (hopwise.evaluator.metrics.AveragePopularity attribute) (hopwise.evaluator.metrics.GiniIndex attribute) (hopwise.evaluator.metrics.ItemCoverage attribute) (hopwise.evaluator.metrics.Novelty attribute) (hopwise.evaluator.metrics.Serendipity attribute) (hopwise.evaluator.metrics.ShannonEntropy attribute) (hopwise.evaluator.metrics.TailPercentage attribute) (hopwise.evaluator.Novelty attribute) (hopwise.evaluator.Serendipity attribute) (hopwise.evaluator.ShannonEntropy attribute) (hopwise.evaluator.TailPercentage attribute) (hopwise.evaluator.TopkMetric attribute), [1] TopK (hopwise.model.general_recommender.itemknn.ComputeSimilarity attribute) topk (hopwise.model.knowledge_aware_recommender.mcclk.GraphConv attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.ranker.BaseSequenceScoreRanker attribute) (hopwise.model.ranker.RankerLP attribute) topk_candidates (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) topk_paths (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) topk_result() (hopwise.evaluator.AveragePopularity method) (hopwise.evaluator.base_metric.TopkMetric method) (hopwise.evaluator.Fidelity method) (hopwise.evaluator.LID method) (hopwise.evaluator.LIR method) (hopwise.evaluator.LITD method) (hopwise.evaluator.metrics.AveragePopularity method) (hopwise.evaluator.metrics.Fidelity method) (hopwise.evaluator.metrics.LID method) (hopwise.evaluator.metrics.LIR method) (hopwise.evaluator.metrics.LITD method) (hopwise.evaluator.metrics.PPT method) (hopwise.evaluator.metrics.PTC method) (hopwise.evaluator.metrics.PTD method) (hopwise.evaluator.metrics.SED method) (hopwise.evaluator.metrics.SEP method) (hopwise.evaluator.metrics.Serendipity method) (hopwise.evaluator.metrics.SETD method) (hopwise.evaluator.metrics.TailPercentage method) (hopwise.evaluator.PPT method) (hopwise.evaluator.PTC method) (hopwise.evaluator.PTD method) (hopwise.evaluator.SED method) (hopwise.evaluator.SEP method) (hopwise.evaluator.Serendipity method) (hopwise.evaluator.SETD method) (hopwise.evaluator.TailPercentage method) (hopwise.evaluator.TopkMetric method), [1] topk_sequences (hopwise.model.ranker.RankerLP attribute) topk_user_products (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) TopkMetric (class in hopwise.evaluator), [1] (class in hopwise.evaluator.base_metric) TorusE (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.toruse) total_anneal_steps (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) TPRec (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.tprec) TPRec.SavedAction (class in hopwise.model.knowledge_aware_recommender) (class in hopwise.model.knowledge_aware_recommender.tprec) TPRecDataset (class in hopwise.data.dataset.customized_dataset) TPRecTimestampDataset (class in hopwise.data.dataset.customized_dataset) TPRecTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) TRADITIONAL (hopwise.data.dataloader.ModelType attribute), [1] (hopwise.utils.enum_type.ModelType attribute) (hopwise.utils.ModelType attribute) TraditionalTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) train() (hopwise.model.general_recommender.SGL method) (hopwise.model.general_recommender.sgl.SGL method) (in module hopwise.cli) train_data (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) train_data_collect() (hopwise.evaluator.Collector method) (hopwise.evaluator.collector.Collector method) train_graph (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) train_kg_step (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) train_loss_dict (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) train_method (hopwise.model.general_recommender.ConvNCF attribute) (hopwise.model.general_recommender.convncf.ConvNCF attribute) train_phase (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) train_rec_step (hopwise.trainer.KGTrainer attribute) (hopwise.trainer.trainer.KGTrainer attribute) train_stage (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.path_language_modeling_recommender.KGGLM attribute) (hopwise.model.path_language_modeling_recommender.kgglm.KGGLM attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) TRAIN_STAGES (hopwise.model.path_language_modeling_recommender.KGGLM attribute) (hopwise.model.path_language_modeling_recommender.kgglm.KGGLM attribute) train_tsne() (in module hopwise.evaluator) (in module hopwise.evaluator.utils) TrainDataLoader (class in hopwise.data.dataloader), [1] (class in hopwise.data.dataloader.general_dataloader) Trainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) training_arguments (in module hopwise.utils) (in module hopwise.utils.argument_list) trans_w (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) TransD (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.transd) TransE (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.transe) transform (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) (hopwise.data.dataloader.AbstractDataLoader attribute), [1], [2], [3] transform_matrix (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) TransformerEncoder (class in hopwise.model.layers) TransformerLayer (class in hopwise.model.layers) TransH (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.transh) TransNet (class in hopwise.model.sequential_recommender.core) transpose_for_scores() (hopwise.model.layers.LightMultiHeadAttention method) (hopwise.model.layers.MultiHeadAttention method) (hopwise.model.sequential_recommender.fearec.HybridAttention method) TransR (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.transr) TransRec (class in hopwise.model.sequential_recommender) (class in hopwise.model.sequential_recommender.transrec) TreeNode (class in hopwise.model.knowledge_aware_recommender.cafe) trial() (hopwise.trainer.hyper_tuning.HyperTuning method) (hopwise.trainer.HyperTuning method) triple_dot() (hopwise.model.knowledge_graph_embedding_recommender.ComplEx method) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx method) triple_loss() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) trm_encoder (hopwise.model.sequential_recommender.BERT4Rec attribute) (hopwise.model.sequential_recommender.bert4rec.BERT4Rec attribute) (hopwise.model.sequential_recommender.core.TransNet attribute) (hopwise.model.sequential_recommender.LightSANs attribute) (hopwise.model.sequential_recommender.lightsans.LightSANs attribute) (hopwise.model.sequential_recommender.S3Rec attribute) (hopwise.model.sequential_recommender.s3rec.S3Rec attribute) (hopwise.model.sequential_recommender.SASRec attribute) (hopwise.model.sequential_recommender.sasrec.SASRec attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) (hopwise.model.sequential_recommender.SASRecF attribute) (hopwise.model.sequential_recommender.sasrecf.SASRecF attribute) true_matrix (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) trunc() (in module hopwise.evaluator.utils) truncated_normal_() (hopwise.model.sequential_recommender.FEARec method) (hopwise.model.sequential_recommender.fearec.FEARec method) TuckER (class in hopwise.model.knowledge_graph_embedding_recommender) (class in hopwise.model.knowledge_graph_embedding_recommender.tucker) tune() (in module hopwise.cli) tuner (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) TUNER_TYPES (hopwise.trainer.hyper_tuning.HyperTuning attribute) (hopwise.trainer.HyperTuning attribute) type (hopwise.model.abstract_recommender.ContextRecommender attribute) (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.abstract_recommender.PathLanguageModelingRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) (hopwise.model.context_aware_recommender.kd_dagfm.DAGFM attribute) (hopwise.model.exlib_recommender.LightGBM attribute) (hopwise.model.exlib_recommender.lightgbm.LightGBM attribute) (hopwise.model.exlib_recommender.XGBoost attribute) (hopwise.model.exlib_recommender.xgboost.XGBoost attribute) (hopwise.model.general_recommender.ADMMSLIM attribute) (hopwise.model.general_recommender.admmslim.ADMMSLIM attribute) (hopwise.model.general_recommender.EASE attribute) (hopwise.model.general_recommender.ease.EASE attribute) (hopwise.model.general_recommender.ItemKNN attribute) (hopwise.model.general_recommender.itemknn.ItemKNN attribute) (hopwise.model.general_recommender.Pop attribute) (hopwise.model.general_recommender.pop.Pop attribute) (hopwise.model.general_recommender.Random attribute) (hopwise.model.general_recommender.random.Random attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SLIMElastic attribute) (hopwise.model.general_recommender.slimelastic.SLIMElastic attribute) types (hopwise.model.layers.ContextSeqEmbLayer attribute) (hopwise.model.layers.FeatureSeqEmbLayer attribute) (hopwise.model.sequential_recommender.DIEN attribute) (hopwise.model.sequential_recommender.dien.DIEN attribute) (hopwise.model.sequential_recommender.DIN attribute) (hopwise.model.sequential_recommender.din.DIN attribute) U u_p_scales (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) uc_weight (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) Ue (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) ui2label_dict (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) UI_emb (hopwise.model.sequential_recommender.FPMC attribute) (hopwise.model.sequential_recommender.fpmc.FPMC attribute) ui_embedding_size (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) UI_map (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) ui_relation (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.convkb.ConvKB attribute) (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) ui_relation_id (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.KGMask attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) uid2history_item (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) uid2items_num (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) uid2positive_item (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) uid_field (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) (hopwise.data.dataloader.user_dataloader.UserDataLoader attribute) (hopwise.data.dataloader.UserDataLoader attribute) (hopwise.data.dataset.Dataset attribute) (hopwise.data.dataset.dataset.Dataset attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.Sampler attribute) uid_list (hopwise.data.dataloader.FullSortRecEvalDataLoader attribute), [1] (hopwise.data.dataloader.general_dataloader.FullSortRecEvalDataLoader attribute) uniform_size() (hopwise.model.knowledge_aware_recommender.KGLRR method) (hopwise.model.knowledge_aware_recommender.kglrr.KGLRR method) uniformity() (hopwise.model.sequential_recommender.FEARec static method) (hopwise.model.sequential_recommender.fearec.FEARec static method) update (hopwise.model.general_recommender.MacridVAE attribute) (hopwise.model.general_recommender.macridvae.MacridVAE attribute) (hopwise.model.general_recommender.MultiVAE attribute) (hopwise.model.general_recommender.multivae.MultiVAE attribute) (hopwise.model.general_recommender.RaCT attribute) (hopwise.model.general_recommender.ract.RaCT attribute) update() (hopwise.data.dataloader.Interaction method), [1], [2], [3] (hopwise.data.interaction.Interaction method) (hopwise.model.knowledge_aware_recommender.PGPR method) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR method) (hopwise.model.knowledge_aware_recommender.TPRec method) (hopwise.model.knowledge_aware_recommender.tprec.TPRec method) update_attentive_A() (hopwise.model.knowledge_aware_recommender.KGAT method) (hopwise.model.knowledge_aware_recommender.kgat.KGAT method) update_by_path_count() (hopwise.model.knowledge_aware_recommender.cafe.NeuralProgramLayout method) update_config() (hopwise.data.dataloader.abstract_dataloader.AbstractDataLoader method) (hopwise.data.dataloader.AbstractDataLoader method), [1], [2], [3] (hopwise.data.dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.FullSortEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.general_dataloader.TrainDataLoader method) (hopwise.data.dataloader.knowledge_dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.KnowledgeBasedDataLoader method) (hopwise.data.dataloader.NegSampleEvalDataLoader method) (hopwise.data.dataloader.TrainDataLoader method), [1] update_count (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) update_count_vae (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) update_Lt_history() (hopwise.model.general_recommender.DiffRec method) (hopwise.model.general_recommender.diffrec.DiffRec method) update_prior() (hopwise.model.general_recommender.RecVAE method) (hopwise.model.general_recommender.recvae.RecVAE method) update_tensor() (hopwise.evaluator.collector.DataStruct method) (hopwise.evaluator.DataStruct method), [1] update_topk() (hopwise.model.ranker.RankerLP method) Ur (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) Ure (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) use_bias (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) use_bn (hopwise.model.layers.MLPLayers attribute) use_dropout (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) use_inner (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) use_inner_product (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) use_kg_token_types (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.PLM attribute) (hopwise.model.path_language_modeling_recommender.plm.PLM attribute) use_out_emb (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) use_outer (hopwise.model.context_aware_recommender.PNN attribute) (hopwise.model.context_aware_recommender.pnn.PNN attribute) use_pretrain (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) use_proj_bias (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) use_st_gumbel (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) used_ids (hopwise.data.dataset.kg_path_dataset.KnowledgePathDataset attribute) (hopwise.data.dataset.KnowledgePathDataset attribute) (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.path_language_modeling_recommender.PEARLM attribute) (hopwise.model.path_language_modeling_recommender.pearlm.PEARLM attribute) (hopwise.model.ranker.BaseSequenceScoreRanker attribute) (hopwise.sampler.sampler.AbstractSampler attribute), [1] used_info() (hopwise.evaluator.AveragePopularity method) (hopwise.evaluator.base_metric.ConsumerTopKMetric 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attribute) user_dict (hopwise.model.knowledge_aware_recommender.RippleNet attribute) (hopwise.model.knowledge_aware_recommender.ripplenet.RippleNet attribute) user_emb (hopwise.model.general_recommender.SimpleX attribute) (hopwise.model.general_recommender.simplex.SimpleX attribute) user_embedding (hopwise.model.general_recommender.BPR attribute) (hopwise.model.general_recommender.bpr.BPR attribute) (hopwise.model.general_recommender.DGCF attribute) (hopwise.model.general_recommender.dgcf.DGCF attribute) (hopwise.model.general_recommender.ENMF attribute) (hopwise.model.general_recommender.enmf.ENMF attribute) (hopwise.model.general_recommender.LightGCN attribute) (hopwise.model.general_recommender.lightgcn.LightGCN attribute) (hopwise.model.general_recommender.LINE attribute) (hopwise.model.general_recommender.line.LINE attribute) (hopwise.model.general_recommender.NCL attribute) (hopwise.model.general_recommender.ncl.NCL attribute) (hopwise.model.general_recommender.NGCF attribute) (hopwise.model.general_recommender.ngcf.NGCF attribute) (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) (hopwise.model.general_recommender.SGL attribute) (hopwise.model.general_recommender.sgl.SGL attribute) (hopwise.model.general_recommender.SpectralCF attribute) (hopwise.model.general_recommender.spectralcf.SpectralCF attribute) (hopwise.model.knowledge_aware_recommender.CAFE attribute) (hopwise.model.knowledge_aware_recommender.cafe.CAFE attribute) (hopwise.model.knowledge_aware_recommender.CFKG attribute) (hopwise.model.knowledge_aware_recommender.cfkg.CFKG attribute) (hopwise.model.knowledge_aware_recommender.CKE attribute) (hopwise.model.knowledge_aware_recommender.cke.CKE attribute) (hopwise.model.knowledge_aware_recommender.KGAT attribute) (hopwise.model.knowledge_aware_recommender.kgat.KGAT attribute) (hopwise.model.knowledge_aware_recommender.KGCN attribute) (hopwise.model.knowledge_aware_recommender.kgcn.KGCN attribute) (hopwise.model.knowledge_aware_recommender.KGIN attribute) (hopwise.model.knowledge_aware_recommender.kgin.KGIN attribute) (hopwise.model.knowledge_aware_recommender.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.kgnnls.KGNNLS attribute) (hopwise.model.knowledge_aware_recommender.KTUP attribute) (hopwise.model.knowledge_aware_recommender.ktup.KTUP attribute) (hopwise.model.knowledge_aware_recommender.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.mcclk.MCCLK attribute) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.conve.ConvE attribute) (hopwise.model.knowledge_graph_embedding_recommender.ConvKB 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(hopwise.model.knowledge_graph_embedding_recommender.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.transe.TransE attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.transh.TransH attribute) (hopwise.model.knowledge_graph_embedding_recommender.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.transr.TransR attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) (hopwise.model.sequential_recommender.Caser attribute) (hopwise.model.sequential_recommender.caser.Caser attribute) (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.HRM attribute) (hopwise.model.sequential_recommender.hrm.HRM attribute) (hopwise.model.sequential_recommender.NPE attribute) (hopwise.model.sequential_recommender.npe.NPE attribute) (hopwise.model.sequential_recommender.SHAN attribute) (hopwise.model.sequential_recommender.shan.SHAN attribute) (hopwise.model.sequential_recommender.TransRec attribute) (hopwise.model.sequential_recommender.transrec.TransRec attribute) user_embedding_im (hopwise.model.knowledge_graph_embedding_recommender.RotatE attribute) (hopwise.model.knowledge_graph_embedding_recommender.rotate.RotatE attribute) user_embedding_size (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) user_embeddings (hopwise.model.general_recommender.NCEPLRec attribute) (hopwise.model.general_recommender.nceplrec.NCEPLRec attribute) user_embeddings_lookup (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) user_fc_layers (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) user_feat 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(hopwise.evaluator.ConsumerTopKMetric attribute), [1] user_hidden_size_list (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) user_history_matrix (hopwise.model.knowledge_aware_recommender.kglrr.KGEncoder attribute) USER_ID (hopwise.data.dataloader.FeatureSource attribute) (hopwise.model.abstract_recommender.GeneralRecommender attribute) (hopwise.model.abstract_recommender.KnowledgeRecommender attribute) (hopwise.model.abstract_recommender.SequentialRecommender attribute) (hopwise.utils.enum_type.FeatureSource attribute) (hopwise.utils.FeatureSource attribute) user_im_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) user_item_timestamp (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) user_lambda (hopwise.model.sequential_recommender.FOSSIL attribute) (hopwise.model.sequential_recommender.fossil.FOSSIL attribute) user_linear (hopwise.model.general_recommender.DMF attribute) (hopwise.model.general_recommender.dmf.DMF attribute) user_list (hopwise.data.dataloader.user_dataloader.UserDataLoader attribute) (hopwise.data.dataloader.UserDataLoader attribute) user_mf_embedding (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) user_mlp (hopwise.model.knowledge_aware_recommender.MKR attribute) (hopwise.model.knowledge_aware_recommender.mkr.MKR attribute) user_mlp_embedding (hopwise.model.general_recommender.NeuMF attribute) (hopwise.model.general_recommender.neumf.NeuMF attribute) user_mlp_layers (hopwise.model.context_aware_recommender.DSSM attribute) (hopwise.model.context_aware_recommender.dssm.DSSM attribute) user_neigh_embedding (hopwise.model.general_recommender.NNCF attribute) (hopwise.model.general_recommender.nncf.NNCF attribute) user_num (hopwise.data.dataset.Dataset property) (hopwise.data.dataset.dataset.Dataset property) (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) (hopwise.sampler.RepeatableSampler attribute) (hopwise.sampler.Sampler attribute) (hopwise.sampler.sampler.RepeatableSampler attribute) (hopwise.sampler.sampler.Sampler attribute) (hopwise.sampler.sampler.SeqSampler attribute) (hopwise.sampler.SeqSampler attribute) user_re_embedding (hopwise.model.knowledge_graph_embedding_recommender.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.analogy.Analogy attribute) (hopwise.model.knowledge_graph_embedding_recommender.ComplEx attribute) (hopwise.model.knowledge_graph_embedding_recommender.complex.ComplEx attribute) user_vec_embedding (hopwise.model.knowledge_graph_embedding_recommender.TransD attribute) (hopwise.model.knowledge_graph_embedding_recommender.transd.TransD attribute) UserDataLoader (class in hopwise.data.dataloader) (class in hopwise.data.dataloader.user_dataloader) UserDefinedTransform (class in hopwise.data.transform) USERWISE (hopwise.data.dataloader.InputType attribute), [1] (hopwise.utils.enum_type.InputType attribute) (hopwise.utils.InputType attribute) V v_index (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) v_res_embedding (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) v_t (hopwise.model.sequential_recommender.NARM attribute) (hopwise.model.sequential_recommender.narm.NARM attribute) vae_anneal_cap (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) vae_anneal_steps (hopwise.model.general_recommender.LDiffRec attribute) (hopwise.model.general_recommender.ldiffrec.LDiffRec attribute) valid_data (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) valid_metric (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) valid_metric_bigger (hopwise.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.DecisionTreeTrainer attribute) (hopwise.trainer.trainer.Trainer attribute) VALUE (hopwise.evaluator.EvaluatorType attribute), [1] value (hopwise.model.knowledge_aware_recommender.pgpr.PGPR.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.PGPR.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.TPRec.SavedAction attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec.SavedAction attribute) (hopwise.model.layers.LightMultiHeadAttention attribute) (hopwise.model.layers.MultiHeadAttention attribute) VALUE (hopwise.utils.enum_type.EvaluatorType attribute) (hopwise.utils.EvaluatorType attribute) value_layer (hopwise.model.sequential_recommender.fearec.HybridAttention attribute) VanillaAttention (class in hopwise.model.layers) variable_config_dict (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) Ve (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) verbose (hopwise.trainer.hf_path_trainer.HopwiseCallback attribute) verbose_eval (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) Vr (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) Vre (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) W W (hopwise.model.knowledge_aware_recommender.kglrr.GraphAttentionLayer attribute) w (hopwise.model.layers.AttLayer attribute) w0 (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) w1 (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) w2 (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) w3 (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) (hopwise.model.sequential_recommender.STAMP attribute) (hopwise.model.sequential_recommender.stamp.STAMP attribute) w4 (hopwise.model.sequential_recommender.HGN attribute) (hopwise.model.sequential_recommender.hgn.HGN attribute) (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) W_attn (hopwise.model.context_aware_recommender.FiGNN attribute) (hopwise.model.context_aware_recommender.fignn.FiGNN attribute) w_hh (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) w_ih (hopwise.model.sequential_recommender.gcsan.GNN attribute) (hopwise.model.sequential_recommender.srgnn.GNN attribute) W_in (hopwise.model.context_aware_recommender.fignn.GraphLayer attribute) w_k_1 (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) w_k_2 (hopwise.model.sequential_recommender.SINE attribute) (hopwise.model.sequential_recommender.sine.SINE attribute) W_key (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) w_max (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) w_min (hopwise.model.general_recommender.DiffRec attribute) (hopwise.model.general_recommender.diffrec.DiffRec attribute) W_out (hopwise.model.context_aware_recommender.fignn.GraphLayer attribute) W_query (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) W_value (hopwise.model.path_language_modeling_recommender.pearlmgpt2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.AutoregressiveSelfAttention attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.AutoregressiveGroupQuerySelfAttention attribute) WandbLogger (class in hopwise.utils) (class in hopwise.utils.wandblogger) wandblogger (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) Wcre (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) We (hopwise.model.sequential_recommender.repeatnet.Explore_Recommendation_Decoder attribute) weight (hopwise.model.context_aware_recommender.FwFM attribute) (hopwise.model.context_aware_recommender.fwfm.FwFM attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.LayerNorm attribute) (hopwise.model.sequential_recommender.GCSAN attribute) (hopwise.model.sequential_recommender.gcsan.GCSAN attribute) weight_decay (hopwise.trainer.Trainer attribute) (hopwise.trainer.trainer.Trainer attribute) weight_factor (hopwise.model.knowledge_aware_recommender.PGPR attribute) (hopwise.model.knowledge_aware_recommender.pgpr.PGPR attribute) (hopwise.model.knowledge_aware_recommender.TPRec attribute) (hopwise.model.knowledge_aware_recommender.tprec.TPRec attribute) weight_hh (hopwise.model.sequential_recommender.dien.AGRUCell attribute) (hopwise.model.sequential_recommender.dien.AUGRUCell attribute) weight_ih (hopwise.model.sequential_recommender.dien.AGRUCell attribute) (hopwise.model.sequential_recommender.dien.AUGRUCell attribute) weight_layer (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) weight_mode (hopwise.model.sequential_recommender.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.gru4reccpr.GRU4RecCPR attribute) (hopwise.model.sequential_recommender.SASRecCPR attribute) (hopwise.model.sequential_recommender.sasreccpr.SASRecCPR attribute) weight_size (hopwise.model.general_recommender.NAIS attribute) (hopwise.model.general_recommender.nais.NAIS attribute) weights (hopwise.model.general_recommender.gcmc.BiDecoder attribute) (hopwise.model.knowledge_graph_embedding_recommender.TuckER attribute) (hopwise.model.knowledge_graph_embedding_recommender.tucker.TuckER attribute) WideDeep (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.widedeep) wp_type_e (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) wpe (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) Wr (hopwise.model.sequential_recommender.repeatnet.Repeat_Recommendation_Decoder attribute) Wre (hopwise.model.sequential_recommender.repeatnet.Repeat_Explore_Mechanism attribute) wte (hopwise.model.path_language_modeling_recommender.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmgpt2.PEARLMGPT2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama2.PEARLMLlama2 attribute) (hopwise.model.path_language_modeling_recommender.PEARLMLlama3 attribute) (hopwise.model.path_language_modeling_recommender.pearlmllama3.PEARLMLlama3 attribute) X xavier_normal_initialization() (in module hopwise.model.init) xavier_uniform_initialization() (in module hopwise.model.init) xDeepFM (class in hopwise.model.context_aware_recommender) (class in hopwise.model.context_aware_recommender.xdeepfm) xgb (hopwise.trainer.trainer.XGBoostTrainer attribute) (hopwise.trainer.XGBoostTrainer attribute) XGBoost (class in hopwise.model.exlib_recommender) (class in hopwise.model.exlib_recommender.xgboost) XGBoostTrainer (class in hopwise.trainer) (class in hopwise.trainer.trainer) Y Y (hopwise.data.dataset.customized_dataset.TPRecTimestampDataset attribute) yaml_loader (hopwise.config.Config attribute) (hopwise.config.configurator.Config attribute) Z zero_mean_columns() (in module hopwise.model.general_recommender.admmslim)