Index

A

a() (matchbench.model.entity_alignment.sdea.SDEA method) add_cnt_for() (in module matchbench.utils.utils) add_edge() (matchbench.model.schema_matching.embdi.Graph method) add_fact() (matchbench.model.entity_alignment.sdea.KBStore method) add_item() (matchbench.model.entity_alignment.sdea.KBStore method) add_logs() (in module matchbench.utils.utils) add_neighbor() (matchbench.model.schema_matching.embdi.Node method) add_similar() (matchbench.model.schema_matching.embdi.Node method) add_similarities() (matchbench.model.schema_matching.embdi.Graph method) add_to_blocks() (matchbench.model.entity_alignment.sdea.KBStore method) add_tuple() (matchbench.model.entity_alignment.sdea.KBStore method) add_word_level_blocks() (matchbench.model.entity_alignment.sdea.KBStore method) all_embed1s (matchbench.model.entity_alignment.sdea.SDEA attribute) all_embed2s (matchbench.model.entity_alignment.sdea.SDEA attribute) all_entity_pairs_gene() (in module matchbench.model.entity_alignment.bertint) apply() (in module matchbench.utils.utils) apply_on_sparse() (in module matchbench.utils.utils) approximate_sim() (in module matchbench.utils.text_sim)

argprint() (in module matchbench.utils.utils) ASLSingleLabel (class in matchbench.model.entity_matching.robem) assign_clusterid() (in module matchbench.model.entity_matching.jointbert) att_file_make() (in module matchbench.utils.file_tools) attn_net_with_w() (matchbench.model.entity_alignment.sdea.GRUAttnNet method) attr (matchbench.model.entity_alignment.sdea.OEAFileType attribute) attributeValue_emb_gene() (in module matchbench.model.entity_alignment.bertint) attributeView_interaction_F_gene() (in module matchbench.model.entity_alignment.bertint) aug_in_batch (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) augment() (matchbench.model.entity_matching.robem.BasicAug method) (matchbench.pair_gen.data_augmenter.Augmenter method) augment_sent() (matchbench.model.entity_matching.robem.RobustAugmenter method) (matchbench.pair_gen.data_augmenter.Augmenter method) Augmenter (class in matchbench.pair_gen.data_augmenter) AugMode (class in matchbench.model.entity_matching.robem) auto_mixda() (matchbench.trainer.base_trainer.WarmupTrainer method) average_embeds_over_words() (in module matchbench.utils.emb_loader)

B

backward() (matchbench.model.entity_alignment.kecg.SpecialSpmmFunction static method) Basic_Bert_Unit_model (class in matchbench.model.entity_alignment.bertint) (class in matchbench.model.entity_alignment.sdea) basic_input_dim (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) basic_output_dim (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) BasicAug (class in matchbench.model.entity_matching.robem) batch_dual_aggregation_feature_gene() (in module matchbench.model.entity_alignment.bertint) batch_mat_mm() (in module matchbench.evaluator.metrics) batch_size (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) batch_sparse_matmul() (matchbench.model.entity_alignment.lightea.LightEA method) batch_spspmm() (in module matchbench.utils.utils)

batch_topk() (in module matchbench.evaluator.metrics) BCEWithLogitsLoss() (in module matchbench.model.entity_matching.jointbert) BERT (class in matchbench.utils.emb_loader) bert_encode() (matchbench.utils.emb_loader.BERT method) bert_model (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) BertDataLoader (class in matchbench.model.entity_alignment.sdea) BertDataLoaderJoint (class in matchbench.model.entity_matching.jointbert) BertInt (class in matchbench.model.entity_alignment.bertint) bi_csls_matrix() (in module matchbench.utils.eval) build_index() (matchbench.model.entity_matching.ditto.Summarizer method) build_model() (matchbench.model.entity_alignment.sdea.GRUAttnNet method)

C

cal_sims() (matchbench.model.entity_alignment.seu.SEU method) calc_topk_sim() (in module matchbench.utils.text_sim) calc_weights_label() (matchbench.model.entity_matching.jointbert.JointBert method) calculate_func() (matchbench.model.entity_alignment.sdea.KBStore static method) calculate_loss() (matchbench.model.base_model.CTAModel method) (matchbench.model.base_model.GeneralModel method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.sdea.SDEA method) (matchbench.model.entity_matching.ditto.Ditto method) calculate_thresold() (matchbench.model.base_model.EMModel method) candidate_generate() (in module matchbench.model.entity_alignment.bertint) case_study() (matchbench.model.entity_alignment.sdea.RelationModel method) chuliyixia() (matchbench.model.entity_alignment.bertint.BertInt method) class_name_str() (matchbench.model.entity_alignment.sdea.SDEA method) clean_attribute_data() (in module matchbench.model.entity_alignment.bertint) clip_grad (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) cluster_id_process() (in module matchbench.model.entity_matching.jointbert) combiner (matchbench.model.entity_alignment.sdea.RelationModel attribute) compress_uri() (in module matchbench.model.entity_alignment.sdea) compute_metric() (matchbench.model.base_model.CTAModel method) (matchbench.model.base_model.EAModel method) (matchbench.model.base_model.EMModel method) (matchbench.model.base_model.SMModel method) (matchbench.model.entity_alignment.lightea.LightEA method) (matchbench.model.entity_alignment.seu.SEU method)

compute_metric_stage_2() (matchbench.model.base_model.EAModel method) (matchbench.model.entity_alignment.bertint.BertInt method) compute_n_sentences() (matchbench.model.schema_matching.embdi.Graph method) config (matchbench.model.entity_matching.ditto.Summarizer attribute) context_forward() (matchbench.model.entity_matching.robem.RobEM method) context_similarity_layers() (matchbench.model.entity_matching.robem.RobEM method) convert_cell_value() (matchbench.model.schema_matching.embdi.EdgeList static method) convert_string_lists_to_lists() (in module matchbench.utils.column_feature) convert_to_dict() (matchbench.model.schema_matching.embdi.EdgeList method) convert_to_numeric() (matchbench.model.schema_matching.embdi.EdgeList method) cos_sim_mat_generate() (in module matchbench.evaluator.metrics) cosine_distance() (in module matchbench.utils.utils) cosine_sim() (in module matchbench.utils.utils) cosine_similarity() (in module matchbench.model.entity_matching.robem) cpm_embedding() (in module matchbench.utils.text_utils) CRF (class in matchbench.model.column_type_annotation.sato) CSLS_cal() (in module matchbench.evaluator.metrics) csls_impl() (in module matchbench.utils.eval) CTAEvaluator (class in matchbench.evaluator.base_evaluator) CTAModel (class in matchbench.model.base_model)

D

DataCollatorWithPadding (class in matchbench.model.entity_matching.jointbert) Dataset (class in matchbench.model.entity_alignment.sdea) dataset (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) dataset_name (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) DBPpreprocess() (in module matchbench.model.entity_alignment.sdea) decode() (matchbench.model.column_type_annotation.sato.CRF method) dense_to_sparse() (in module matchbench.utils.utils) desornameView_interaction_F_gene() (in module matchbench.model.entity_alignment.bertint) device (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute)

dict_values_to_tensor() (in module matchbench.utils.utils) Ditto (class in matchbench.model.entity_matching.ditto) DittoDataLoader (class in matchbench.model.entity_matching.ditto) DKInjector (class in matchbench.model.entity_matching.ditto) Doduo (class in matchbench.model.column_type_annotation.doduo) drop_last (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) dropout (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) Dual_AMN (class in matchbench.model.entity_alignment.Dual_AMN) dump_other_data() (in module matchbench.model.entity_alignment.bertint)

E

e2w (matchbench.utils.text_utils.EntTokenInfo attribute) EAEvaluator (class in matchbench.evaluator.base_evaluator) EAModel (class in matchbench.model.base_model) Edge (class in matchbench.model.schema_matching.embdi) EdgeList (class in matchbench.model.schema_matching.embdi) edit_dist_of() (in module matchbench.utils.text_utils) emb (matchbench.utils.text_utils.EntTokenInfo attribute) Embdi (class in matchbench.model.schema_matching.embdi) embed_word2entity() (in module matchbench.utils.text_utils) EmbeddingLoader (class in matchbench.utils.emb_loader) EmbeddingTrainer (class in matchbench.trainer.base_trainer) EmDataset (class in matchbench.model.entity_matching.robem) EMEvaluator (class in matchbench.evaluator.base_evaluator) EMModel (class in matchbench.model.base_model) encode() (matchbench.model.base_model.GeneralModel method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.SDEA method) ent2attributeValues_gene() (in module matchbench.model.entity_alignment.bertint) ent_cnt() (matchbench.utils.text_utils.EntTokenInfo method)

ent_embedding1 (matchbench.model.entity_alignment.sdea.RelationModel attribute) ent_embedding2 (matchbench.model.entity_alignment.sdea.RelationModel attribute) entity_mode (matchbench.model.entity_alignment.sdea.SDEA attribute) ents (matchbench.utils.text_utils.EntTokenInfo attribute) EntTokenInfo (class in matchbench.utils.text_utils) eval_epoch (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) eval_epoch_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) evaluate() (matchbench.evaluator.base_evaluator.CTAEvaluator method) (matchbench.evaluator.base_evaluator.EAEvaluator method) (matchbench.evaluator.base_evaluator.EMEvaluator method) (matchbench.evaluator.base_evaluator.Evaluator method) (matchbench.evaluator.base_evaluator.SMEvaluator method) evaluate_embeds() (in module matchbench.utils.eval) evaluate_frequencies() (matchbench.model.schema_matching.embdi.EdgeList static method) evaluate_sim_matrix() (in module matchbench.utils.eval) Evaluator (class in matchbench.evaluator.base_evaluator) extract_bag_of_characters_features() (in module matchbench.utils.column_feature) extract_bag_of_words_features() (in module matchbench.utils.column_feature) extract_topic_features() (in module matchbench.utils.column_feature) extract_word_embeddings_features() (in module matchbench.utils.column_feature)

F

f1_score_multilabel() (in module matchbench.model.base_model) f_no_smoothing() (matchbench.model.schema_matching.embdi.EdgeList static method) faiss_search_impl() (in module matchbench.utils.text_utils) filter_tokens() (matchbench.utils.text_utils.EntTokenInfo method) filter_which() (in module matchbench.utils.utils) find_intersection_flatten() (matchbench.model.schema_matching.embdi.EdgeList static method) first_stage_model_path (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) forward() (matchbench.model.base_model.GeneralModel method) (matchbench.model.column_type_annotation.doduo.Doduo method) (matchbench.model.column_type_annotation.sato.CRF method) (matchbench.model.column_type_annotation.sherlock.Sherlock method) (matchbench.model.entity_alignment.bertint.Basic_Bert_Unit_model method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.bertint.MLP method) (matchbench.model.entity_alignment.Dual_AMN.NR_GraphAttention method) (matchbench.model.entity_alignment.kecg.GAT method) (matchbench.model.entity_alignment.kecg.MultiHeadGraphAttention method) (matchbench.model.entity_alignment.kecg.SpecialSpmm method) (matchbench.model.entity_alignment.kecg.SpecialSpmmFunction static method) (matchbench.model.entity_alignment.rrea.NR_GraphAttention method) (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model method) (matchbench.model.entity_alignment.sdea.GRUAttnNet method) (matchbench.model.entity_alignment.sdea.Highway method) (matchbench.model.entity_alignment.sdea.RelationModel method) (matchbench.model.entity_alignment.sdea.SDEA method) (matchbench.model.entity_matching.ditto.Ditto method) (matchbench.model.entity_matching.jointbert.JointBert method) (matchbench.model.entity_matching.robem.ASLSingleLabel method) (matchbench.model.entity_matching.robem.Highway method) (matchbench.model.entity_matching.robem.RobEM method) (matchbench.model.entity_matching.robem.RobertaClassificationHead method) (matchbench.model.entity_matching.robem.SimpleClassifier method)

fp (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute)

G

GAT (class in matchbench.model.entity_alignment.kecg) gen_mean() (in module matchbench.utils.text_utils) GeneralDKInjector (class in matchbench.model.entity_matching.ditto) GeneralModel (class in matchbench.model.base_model) generate_train_tups() (matchbench.pair_gen.neg_sampler.NegativeSampler method) get_attribute_value_type() (in module matchbench.model.entity_alignment.bertint) get_attributeValue_embedding() (in module matchbench.model.entity_alignment.bertint) get_attributeView_interaction_feature() (in module matchbench.model.entity_alignment.bertint) get_batch_sim() (in module matchbench.utils.text_utils) get_bert_maxpooling_embs() (in module matchbench.utils.text_sim) get_both_walks() (matchbench.model.schema_matching.embdi.RandomWalk method) get_candidate_dict() (matchbench.pair_gen.neg_sampler.NegativeSampler method) get_cluster_id() (in module matchbench.model.entity_matching.jointbert) get_cos_sim() (in module matchbench.utils.eval) get_count() (in module matchbench.utils.text_utils) get_csls_sim() (in module matchbench.utils.eval) get_dataloader() (matchbench.pair_gen.neg_sampler.NegativeSampler method) get_edgelist() (matchbench.model.schema_matching.embdi.EdgeList method) get_emb() (matchbench.model.base_model.EAModel method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.RelationModel method) get_emb_r() (matchbench.model.base_model.EAModel method) get_embed_list() (matchbench.utils.emb_loader.EmbeddingLoader method) get_encoder_deepmatcher() (in module matchbench.model.entity_matching.jointbert) get_ent_embedding() (matchbench.model.entity_alignment.sdea.RelationModel method) get_ent_token_info() (in module matchbench.utils.text_sim) get_entity_embedding() (in module matchbench.model.entity_alignment.bertint) get_fasttext_aligned_vectors() (in module matchbench.utils.text_utils) get_features() (matchbench.model.entity_alignment.lightea.LightEA method) get_graph() (matchbench.model.schema_matching.embdi.Graph method) get_hit_k() (in module matchbench.utils.eval)

get_iv() (in module matchbench.utils.utils) get_len() (matchbench.model.entity_matching.ditto.Summarizer method) get_lm() (matchbench.model.entity_matching.robem.RobEM method) get_lm_class() (matchbench.model.entity_matching.robem.RobEM method) get_lm_dim() (matchbench.model.entity_matching.robem.RobEM method) get_matrix() (matchbench.model.entity_alignment.sdea.RelationDataset static method) get_mrr() (in module matchbench.utils.eval) get_name_feature_map() (in module matchbench.utils.text_utils) get_neighbor_matrix() (matchbench.model.entity_alignment.sdea.RelationDataset static method) get_neighbors_batch() (matchbench.model.entity_alignment.sdea.RelationModel static method) get_neighView_and_desView_interaction_feature() (in module matchbench.model.entity_alignment.bertint) get_node_list() (matchbench.model.schema_matching.embdi.Graph method) get_or_add_item() (matchbench.model.entity_alignment.sdea.KBStore method) get_prefixes() (matchbench.model.schema_matching.embdi.EdgeList method) get_property_table_line() (matchbench.model.entity_alignment.sdea.KBStore method) get_punctuations() (in module matchbench.utils.text_utils) get_random_neighbor() (matchbench.model.schema_matching.embdi.Node method) get_random_replacement() (matchbench.model.schema_matching.embdi.Node method) get_random_start() (matchbench.model.schema_matching.embdi.Node method) get_rel_embeds() (matchbench.model.entity_alignment.sdea.RelationModel method) get_reversed_walk() (matchbench.model.schema_matching.embdi.RandomWalk method) get_sentence() (matchbench.model.base_model.EMModel method) get_tensor_data() (matchbench.model.entity_alignment.sdea.SDEA static method) get_tf_idf() (in module matchbench.utils.text_utils) (matchbench.utils.text_utils.EntTokenInfo method) get_tokenizer() (matchbench.utils.emb_loader.EmbeddingLoader static method) get_tokenizers() (matchbench.model.entity_matching.robem.RobEM static method) get_tokens_of_value() (in module matchbench.model.entity_alignment.bertint) get_topk_sim() (in module matchbench.utils.eval) get_walk() (matchbench.model.schema_matching.embdi.RandomWalk method) global_level_semantic_sim() (in module matchbench.utils.text_utils) Graph (class in matchbench.model.schema_matching.embdi) GRUAttnNet (class in matchbench.model.entity_alignment.sdea)

H

has_key() (in module matchbench.utils.utils) has_type_token() (matchbench.model.entity_matching.robem.RobEM method)

Highway (class in matchbench.model.entity_alignment.sdea) (class in matchbench.model.entity_matching.robem) hits() (in module matchbench.evaluator.metrics)

I

if_neg_sample_2 (matchbench.model.entity_alignment.sdea.SDEA attribute) ind2sparse() (in module matchbench.utils.utils) infer_paragraph_embeddings_features() (in module matchbench.utils.column_feature) init_Linear() (matchbench.model.entity_alignment.sdea.Highway method) init_transition() (matchbench.model.column_type_annotation.sato.CRF method)

initialize() (matchbench.model.entity_matching.ditto.DKInjector method) (matchbench.model.entity_matching.ditto.GeneralDKInjector method) (matchbench.model.entity_matching.ditto.ProductDKInjector method) input_serializer() (matchbench.model.entity_matching.robem.EmDataset method) inverse_freq() (matchbench.model.schema_matching.embdi.EdgeList static method) inverse_smooth() (matchbench.model.schema_matching.embdi.EdgeList static method)

J

JointBert (class in matchbench.model.entity_matching.jointbert)

JointBertPrep (class in matchbench.model.entity_matching.jointbert)

K

KBStore (class in matchbench.model.entity_alignment.sdea)

kernel_mus() (in module matchbench.model.entity_alignment.bertint) kernel_sigmas() (in module matchbench.model.entity_alignment.bertint)

L

label_mapping (matchbench.model.column_type_annotation.doduo.Doduo attribute) (matchbench.model.column_type_annotation.sato.Sato attribute) (matchbench.model.column_type_annotation.sherlock.Sherlock attribute) lazy_topk() (in module matchbench.utils.text_sim) learning_rate_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) LightEA (class in matchbench.model.entity_alignment.lightea) line_to_feature() (matchbench.model.entity_alignment.sdea.BertDataLoader static method) list_datasets() (in module matchbench.dataset.load) load() (matchbench.model.entity_alignment.sdea.KBStore method) (matchbench.utils.text_utils.EntTokenInfo static method) load_aligned_pair() (in module matchbench.model.entity_alignment.lightea) (in module matchbench.model.entity_alignment.seu) load_data() (matchbench.model.entity_alignment.sdea.BertDataLoader method) load_datasets() (in module matchbench.dataset.load) load_entities() (matchbench.model.entity_alignment.sdea.KBStore method) load_facts() (matchbench.model.entity_alignment.sdea.KBStore method) load_freq() (matchbench.model.entity_alignment.sdea.BertDataLoader static method) load_graph() (in module matchbench.model.entity_alignment.lightea) load_kb() (matchbench.model.entity_alignment.sdea.KBStore method) load_kb_from_saved() (matchbench.model.entity_alignment.sdea.KBStore method) load_links() (matchbench.model.entity_alignment.sdea.SDEA method) load_links_sep() (matchbench.model.entity_alignment.sdea.SDEA method) load_list() (in module matchbench.model.entity_alignment.sdea) load_list_p() (in module matchbench.model.entity_alignment.sdea) load_literals() (matchbench.model.entity_alignment.sdea.KBStore method)

load_model() (in module matchbench.utils.load) load_name_features() (in module matchbench.model.entity_alignment.lightea) load_properties() (matchbench.model.entity_alignment.sdea.KBStore method) load_relations() (matchbench.model.entity_alignment.sdea.KBStore method) load_saved_data() (matchbench.model.entity_alignment.sdea.BertDataLoader static method) load_source_target() (matchbench.model.base_model.CTAModel method) (matchbench.model.base_model.EAModel method) (matchbench.model.base_model.EMModel method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.lightea.LightEA method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.SDEA method) (matchbench.model.entity_alignment.seu.SEU method) (matchbench.model.entity_matching.ditto.Ditto method) (matchbench.model.entity_matching.robem.RobEM method) (matchbench.model.schema_matching.embdi.Embdi method) load_triples() (in module matchbench.model.entity_alignment.seu) log_freq() (matchbench.model.schema_matching.embdi.EdgeList static method) log_step (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) logging_dir (matchbench.trainer.TrainingArgument attribute) lr_scheduler (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) lst_argmax() (in module matchbench.utils.utils)

M

make_file() (in module matchbench.utils.dto) makeset() (in module matchbench.utils.text_sim) mask_tokens() (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding method) masked_minmax() (in module matchbench.utils.utils) match() (matchbench.model.base_model.GeneralModel method) matchbench module matchbench.dataset module matchbench.dataset.load module matchbench.evaluator module matchbench.evaluator.base_evaluator module matchbench.evaluator.metrics module matchbench.model module matchbench.model.base_model module matchbench.model.column_type_annotation module matchbench.model.column_type_annotation.doduo module matchbench.model.column_type_annotation.sato module matchbench.model.column_type_annotation.sherlock module matchbench.model.entity_alignment module matchbench.model.entity_alignment.bertint module matchbench.model.entity_alignment.Dual_AMN module matchbench.model.entity_alignment.kecg module matchbench.model.entity_alignment.lightea module matchbench.model.entity_alignment.rrea module matchbench.model.entity_alignment.sdea module matchbench.model.entity_alignment.seu module matchbench.model.entity_matching.ditto module matchbench.model.entity_matching.jointbert module matchbench.model.entity_matching.robem module matchbench.model.schema_matching module matchbench.model.schema_matching.embdi module matchbench.pair_gen module matchbench.pair_gen.blocker module matchbench.pair_gen.data_augmenter module matchbench.pair_gen.neg_sampler module matchbench.trainer module matchbench.trainer.base_trainer module matchbench.trainer.training_arguments module matchbench.utils module matchbench.utils.column_feature module matchbench.utils.dto module

matchbench.utils.emb_loader module matchbench.utils.eval module matchbench.utils.file_tools module matchbench.utils.fuse module matchbench.utils.load module matchbench.utils.text_sim module matchbench.utils.text_utils module matchbench.utils.utils module matcher() (matchbench.model.entity_alignment.bertint.BertInt method) matrix_argmax() (in module matchbench.utils.utils) matrix_argmin() (in module matchbench.utils.utils) matrix_sinkhorn() (in module matchbench.utils.text_sim) max_length (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) mid_file_dir (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) minhash_select_pairs() (in module matchbench.utils.text_sim) minmax() (in module matchbench.utils.utils) minus_mask() (in module matchbench.utils.emb_loader) mlm (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) mlm_probability (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) MLP (class in matchbench.model.entity_alignment.bertint) module matchbench matchbench.dataset matchbench.dataset.load matchbench.evaluator matchbench.evaluator.base_evaluator matchbench.evaluator.metrics matchbench.model matchbench.model.base_model matchbench.model.column_type_annotation matchbench.model.column_type_annotation.doduo matchbench.model.column_type_annotation.sato matchbench.model.column_type_annotation.sherlock matchbench.model.entity_alignment matchbench.model.entity_alignment.bertint matchbench.model.entity_alignment.Dual_AMN matchbench.model.entity_alignment.kecg matchbench.model.entity_alignment.lightea matchbench.model.entity_alignment.rrea matchbench.model.entity_alignment.sdea matchbench.model.entity_alignment.seu matchbench.model.entity_matching.ditto matchbench.model.entity_matching.jointbert matchbench.model.entity_matching.robem matchbench.model.schema_matching matchbench.model.schema_matching.embdi matchbench.pair_gen matchbench.pair_gen.blocker matchbench.pair_gen.data_augmenter matchbench.pair_gen.neg_sampler matchbench.trainer matchbench.trainer.base_trainer matchbench.trainer.training_arguments matchbench.utils matchbench.utils.column_feature matchbench.utils.dto matchbench.utils.emb_loader matchbench.utils.eval matchbench.utils.file_tools matchbench.utils.fuse matchbench.utils.load matchbench.utils.text_sim matchbench.utils.text_utils matchbench.utils.utils mp2list() (in module matchbench.utils.utils) MultiHeadGraphAttention (class in matchbench.model.entity_alignment.kecg)

N

naive_sim_fuser() (in module matchbench.utils.fuse) negative_sample() (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.SDEA method) NegativeSampler (class in matchbench.pair_gen.neg_sampler) neigh_ent_dict_gene() (in module matchbench.model.entity_alignment.bertint) neighborView_interaction_F_gene() (in module matchbench.model.entity_alignment.bertint) Node (class in matchbench.model.schema_matching.embdi)

norm_embed() (in module matchbench.utils.utils) norm_process() (in module matchbench.utils.utils) normalize_neighbors() (matchbench.model.schema_matching.embdi.Node method) normalize_vectors() (in module matchbench.utils.text_utils) NR_GraphAttention (class in matchbench.model.entity_alignment.Dual_AMN) (class in matchbench.model.entity_alignment.rrea) num_train_epochs_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) num_workers (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute)

O

oea_attr_line() (in module matchbench.model.entity_alignment.sdea) oea_rel_line() (in module matchbench.model.entity_alignment.sdea) oea_truth_line() (matchbench.model.entity_alignment.sdea.SDEA method) OEAFileType (class in matchbench.model.entity_alignment.sdea)

orthogonal_projection() (in module matchbench.utils.utils) output_dir (matchbench.trainer.TrainingArgument attribute) outputs_csv() (matchbench.model.entity_alignment.sdea.Dataset static method) outputs_python() (matchbench.model.entity_alignment.sdea.Dataset static method) outputs_tab() (matchbench.model.entity_alignment.sdea.Dataset static method)

P

pad() (matchbench.model.entity_matching.ditto.DittoDataLoader static method) pad_to_multiple_of (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) padding (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) padding_to_longest() (in module matchbench.model.entity_alignment.bertint) pair_generator() (matchbench.model.entity_matching.jointbert.JointBert method) pairwise_edit_distance() (in module matchbench.utils.text_utils) PairwiseDataset (class in matchbench.model.entity_alignment.bertint) (class in matchbench.model.entity_alignment.sdea) parameters() (matchbench.model.column_type_annotation.sato.Sato method) pin_memory (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) plm_path (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) pooled_bert_encode() (matchbench.utils.emb_loader.BERT method) pooled_encode_batched() (matchbench.utils.emb_loader.BERT method) pos_neg_count() (matchbench.model.entity_alignment.sdea.RelationModel static method) predict() (matchbench.model.base_model.EAModel method) (matchbench.model.base_model.GeneralModel method) (matchbench.model.column_type_annotation.doduo.Doduo method) (matchbench.model.column_type_annotation.sato.Sato method) (matchbench.model.column_type_annotation.sherlock.Sherlock method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.lightea.LightEA method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.seu.SEU method) (matchbench.model.entity_matching.ditto.Ditto method) (matchbench.model.entity_matching.jointbert.JointBert method) (matchbench.model.entity_matching.robem.RobEM method) (matchbench.model.schema_matching.embdi.Embdi method)

predict_stage_2() (matchbench.model.base_model.EAModel method) (matchbench.model.entity_alignment.bertint.BertInt method) prefetch_factor (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) prepare_dataloader() (matchbench.model.base_model.GeneralModel method) (matchbench.model.column_type_annotation.doduo.Doduo method) (matchbench.model.column_type_annotation.sato.Sato method) (matchbench.model.column_type_annotation.sherlock.Sherlock method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.lightea.LightEA method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.SDEA method) (matchbench.model.entity_alignment.seu.SEU method) (matchbench.model.entity_matching.ditto.Ditto method) (matchbench.model.entity_matching.jointbert.JointBert method) (matchbench.model.entity_matching.robem.RobEM method) prepare_split() (matchbench.model.schema_matching.embdi.EdgeList static method) pretrained_models() (matchbench.utils.emb_loader.EmbeddingLoader static method) print_size() (in module matchbench.utils.utils) process_col() (in module matchbench.utils.column_feature) process_to_bert() (in module matchbench.model.entity_matching.jointbert) procrustes() (in module matchbench.utils.utils) produce_intersection() (matchbench.model.schema_matching.embdi.Graph method) ProductDKInjector (class in matchbench.model.entity_matching.ditto)

R

RANDOM_DEL (matchbench.model.entity_matching.robem.AugMode attribute) random_projection() (matchbench.model.entity_alignment.lightea.LightEA method) random_split() (in module matchbench.utils.utils) RandomWalk (class in matchbench.model.schema_matching.embdi) rdpm() (in module matchbench.utils.utils) read_att_data() (in module matchbench.model.entity_alignment.bertint) read_attribute_datas() (in module matchbench.model.entity_alignment.bertint) readobj() (in module matchbench.utils.dto) rebuild_with_indices() (in module matchbench.utils.utils) reduce() (in module matchbench.utils.text_utils) reduce_tokens() (matchbench.model.entity_alignment.sdea.SDEA static method) reduce_tokens_with_freq() (matchbench.model.entity_alignment.sdea.SDEA static method) rel (matchbench.model.entity_alignment.sdea.OEAFileType attribute) RelationalDataloader (class in matchbench.model.entity_alignment.bertint) RelationDataset (class in matchbench.model.entity_alignment.sdea) RelationModel (class in matchbench.model.entity_alignment.sdea) RelationValidDataset (class in matchbench.model.entity_alignment.sdea) remain_topk_sim() (in module matchbench.utils.utils) REMOVE_CHAR_LESS_THAN (matchbench.model.entity_matching.robem.AugMode attribute) remove_one_to_N_att_data_by_threshold() (in module matchbench.model.entity_alignment.bertint) remove_prefix_to_list() (in module matchbench.utils.text_utils) remove_punc() (in module matchbench.utils.text_utils) REMOVE_STOP_WORD (matchbench.model.entity_matching.robem.AugMode attribute) replace_numeric_value() (matchbench.model.schema_matching.embdi.RandomWalk method)

replace_string_value() (matchbench.model.schema_matching.embdi.RandomWalk method) reset_parameters() (matchbench.model.column_type_annotation.sato.CRF method) reset_weights() (matchbench.model.entity_matching.robem.RobEM method) resize_embedding() (matchbench.model.entity_matching.robem.RobEM method) resize_sparse() (in module matchbench.utils.utils) rnn (matchbench.model.entity_alignment.sdea.RelationModel attribute) ROB_ALL (matchbench.model.entity_matching.robem.AugMode attribute) ROB_SFL (matchbench.model.entity_matching.robem.AugMode attribute) ROB_SWAP (matchbench.model.entity_matching.robem.AugMode attribute) RobEM (class in matchbench.model.entity_matching.robem) RobertaClassificationHead (class in matchbench.model.entity_matching.robem) RobustAugmenter (class in matchbench.model.entity_matching.robem) RREA (class in matchbench.model.entity_alignment.rrea) run() (matchbench.model.entity_alignment.sdea.BertDataLoader method) run_step() (matchbench.model.base_model.GeneralModel method) (matchbench.model.column_type_annotation.doduo.Doduo method) (matchbench.model.column_type_annotation.sato.Sato method) (matchbench.model.column_type_annotation.sherlock.Sherlock method) (matchbench.model.entity_alignment.bertint.BertInt method) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN method) (matchbench.model.entity_alignment.rrea.RREA method) (matchbench.model.entity_alignment.sdea.SDEA method) (matchbench.model.entity_matching.ditto.Ditto method) (matchbench.model.entity_matching.jointbert.JointBert method) (matchbench.model.entity_matching.robem.RobEM method)

S

sample_position() (matchbench.pair_gen.data_augmenter.Augmenter method) sample_span() (matchbench.pair_gen.data_augmenter.Augmenter method) sampler (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) Sato (class in matchbench.model.column_type_annotation.sato) save (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) save() (matchbench.utils.text_utils.EntTokenInfo method) save_array() (in module matchbench.utils.dto) save_base_info() (matchbench.model.entity_alignment.sdea.KBStore method) save_data() (matchbench.model.entity_alignment.sdea.BertDataLoader method) save_datas() (matchbench.model.entity_alignment.sdea.KBStore method) save_dict_p() (in module matchbench.model.entity_alignment.sdea) save_epochs (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) save_facts() (matchbench.model.entity_alignment.sdea.KBStore method) save_list() (in module matchbench.model.entity_alignment.sdea) save_list_p() (in module matchbench.model.entity_alignment.sdea) save_map() (in module matchbench.utils.dto) save_model() (in module matchbench.utils.load) save_property_table() (matchbench.model.entity_alignment.sdea.KBStore method) save_seq_form() (matchbench.model.entity_alignment.sdea.KBStore method) save_similarity_matrix() (in module matchbench.utils.utils) save_token_freq() (matchbench.model.entity_alignment.sdea.BertDataLoader method) save_vectors() (in module matchbench.utils.utils) saveobj() (in module matchbench.utils.dto) scatter_op() (in module matchbench.utils.utils) SDEA (class in matchbench.model.entity_alignment.sdea) segment_sum() (matchbench.model.entity_alignment.lightea.LightEA method) selected_edit_distance() (in module matchbench.utils.text_utils) seperate_index_type() (in module matchbench.utils.utils) serialize() (matchbench.model.base_model.GeneralModel method) (matchbench.model.column_type_annotation.sherlock.Sherlock method) (matchbench.model.entity_alignment.bertint.BertInt method) set_frequency() (matchbench.model.schema_matching.embdi.Node method) set_seed() (in module matchbench.utils.load) (in module matchbench.utils.utils) set_to_device() (in module matchbench.model.entity_matching.robem)

SEU (class in matchbench.model.entity_alignment.seu) sharpen() (matchbench.trainer.base_trainer.WarmupTrainer method) Sherlock (class in matchbench.model.column_type_annotation.sherlock) SimpleClassifier (class in matchbench.model.entity_matching.robem) sinkhorn_process() (in module matchbench.utils.text_sim) SMEvaluator (class in matchbench.evaluator.base_evaluator) SMModel (class in matchbench.model.base_model) smooth_exp() (matchbench.model.schema_matching.embdi.EdgeList static method) smooth_freq() (matchbench.model.schema_matching.embdi.EdgeList method) sort_a() (in module matchbench.model.entity_alignment.bertint) sparse_acc() (in module matchbench.utils.eval) sparse_argmax() (in module matchbench.utils.utils) sparse_argmin() (in module matchbench.utils.utils) sparse_dense_element_wise_op() (in module matchbench.utils.utils) sparse_max() (in module matchbench.utils.utils) sparse_min() (in module matchbench.utils.utils) sparse_minmax() (in module matchbench.utils.utils) sparse_semantic_sim() (in module matchbench.utils.text_sim) sparse_sinkhorn_sims() (matchbench.model.entity_alignment.lightea.LightEA method) sparse_softmax() (in module matchbench.utils.utils) sparse_string_sim() (in module matchbench.utils.text_sim) sparse_top_k() (in module matchbench.utils.eval) SpecialSpmm (class in matchbench.model.entity_alignment.kecg) SpecialSpmmFunction (class in matchbench.model.entity_alignment.kecg) split_sp() (in module matchbench.utils.utils) split_validation() (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint method) spmm() (in module matchbench.utils.utils) spmm_ds() (in module matchbench.utils.utils) spmm_sd() (in module matchbench.utils.utils) spspmm() (in module matchbench.utils.utils) static_high_freq_words() (matchbench.utils.text_utils.EntTokenInfo static method) static_punc_tokens() (matchbench.utils.text_utils.EntTokenInfo static method) strip_square_brackets() (in module matchbench.model.entity_alignment.sdea) stripSquareBrackets() (in module matchbench.model.entity_alignment.sdea) subscribe() (in module matchbench.utils.fuse) summarize() (matchbench.model.entity_matching.robem.Summarizer method) Summarizer (class in matchbench.model.entity_matching.ditto) (class in matchbench.model.entity_matching.robem)

T

test() (in module matchbench.model.entity_alignment.seu) (matchbench.model.entity_alignment.lightea.LightEA method) test_batch_size (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) test_batch_size_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) test_read_emb() (in module matchbench.model.entity_alignment.bertint) text_to_word_sequence() (in module matchbench.model.entity_alignment.sdea) timeout (matchbench.model.entity_matching.jointbert.BertDataLoaderJoint attribute) to() (matchbench.utils.emb_loader.BERT method) to_dense() (in module matchbench.utils.utils) to_json() (in module matchbench.utils.dto) to_tensor() (in module matchbench.utils.utils) to_torch_sparse() (in module matchbench.utils.utils) token_level_similarity() (in module matchbench.utils.text_sim) tokenize() (in module matchbench.utils.text_utils) (matchbench.model.column_type_annotation.doduo.Doduo method) tokenizer (matchbench.model.entity_matching.ditto.Summarizer attribute) (matchbench.model.entity_matching.jointbert.DataCollatorWithPadding attribute) topk2spmat() (in module matchbench.utils.utils) TR_Models (matchbench.utils.emb_loader.EmbeddingLoader attribute) train() (matchbench.model.schema_matching.embdi.Embdi method) (matchbench.trainer.base_trainer.EmbeddingTrainer method) (matchbench.trainer.base_trainer.Trainer method) (matchbench.trainer.base_trainer.TrainingContainer method) (matchbench.trainer.base_trainer.TwoStageTrainer method) (matchbench.trainer.base_trainer.WarmupTrainer method) train_baseline_epoch() (matchbench.trainer.base_trainer.WarmupTrainer method) train_batch_size (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) train_batch_size_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) train_batch_size_after_negsamp (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute) train_batch_size_after_negsamp_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) train_pair_index_gene() (matchbench.model.entity_alignment.bertint.RelationalDataloader method) Trainer (class in matchbench.trainer.base_trainer) training (matchbench.model.base_model.CTAModel attribute) (matchbench.model.base_model.EAModel attribute) (matchbench.model.base_model.EMModel attribute) (matchbench.model.base_model.GeneralModel attribute) (matchbench.model.base_model.SMModel attribute) (matchbench.model.column_type_annotation.doduo.Doduo attribute) (matchbench.model.column_type_annotation.sato.CRF attribute) (matchbench.model.column_type_annotation.sato.Sato attribute) (matchbench.model.column_type_annotation.sherlock.Sherlock attribute) (matchbench.model.entity_alignment.bertint.Basic_Bert_Unit_model attribute) (matchbench.model.entity_alignment.bertint.BertInt attribute) (matchbench.model.entity_alignment.bertint.MLP attribute) (matchbench.model.entity_alignment.Dual_AMN.Dual_AMN attribute) (matchbench.model.entity_alignment.Dual_AMN.NR_GraphAttention attribute) (matchbench.model.entity_alignment.kecg.GAT attribute) (matchbench.model.entity_alignment.kecg.MultiHeadGraphAttention attribute) (matchbench.model.entity_alignment.kecg.SpecialSpmm attribute) (matchbench.model.entity_alignment.lightea.LightEA attribute) (matchbench.model.entity_alignment.rrea.NR_GraphAttention attribute) (matchbench.model.entity_alignment.rrea.RREA attribute) (matchbench.model.entity_alignment.sdea.Basic_Bert_Unit_model attribute) (matchbench.model.entity_alignment.sdea.GRUAttnNet attribute) (matchbench.model.entity_alignment.sdea.Highway attribute) (matchbench.model.entity_alignment.sdea.RelationModel attribute) (matchbench.model.entity_alignment.sdea.SDEA attribute) (matchbench.model.entity_alignment.seu.SEU attribute) (matchbench.model.entity_matching.ditto.Ditto attribute) (matchbench.model.entity_matching.jointbert.JointBert attribute) (matchbench.model.entity_matching.robem.ASLSingleLabel attribute) (matchbench.model.entity_matching.robem.Highway attribute) (matchbench.model.entity_matching.robem.RobEM attribute) (matchbench.model.entity_matching.robem.RobertaClassificationHead attribute) (matchbench.model.entity_matching.robem.SimpleClassifier attribute) (matchbench.model.schema_matching.embdi.Embdi attribute)

TrainingArgument (class in matchbench.trainer) (class in matchbench.trainer.training_arguments) TrainingContainer (class in matchbench.trainer.base_trainer) transform() (matchbench.model.entity_matching.ditto.DKInjector method) (matchbench.model.entity_matching.ditto.GeneralDKInjector method) (matchbench.model.entity_matching.ditto.ProductDKInjector method) (matchbench.model.entity_matching.ditto.Summarizer method) transform_file() (matchbench.model.entity_matching.ditto.DKInjector method) (matchbench.model.entity_matching.ditto.Summarizer method) truncated_mrr() (in module matchbench.utils.eval) ttl_full (matchbench.model.entity_alignment.sdea.OEAFileType attribute) ttl_no_compress_line() (in module matchbench.model.entity_alignment.sdea) TwoStageTrainer (class in matchbench.trainer.base_trainer) TwoStageTrainingArgument (class in matchbench.trainer.training_arguments)

U

union() (in module matchbench.utils.text_sim) update_time_logs() (in module matchbench.utils.utils) use_dm_optimizer (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute)

use_optimizer_grouped_parameters (matchbench.trainer.training_arguments.TrainingArgument attribute) (matchbench.trainer.TrainingArgument attribute)

V

view2() (in module matchbench.utils.utils)

view3() (in module matchbench.utils.utils) view_back() (in module matchbench.utils.utils)

W

w2e (matchbench.utils.text_utils.EntTokenInfo attribute) WarmupTrainer (class in matchbench.trainer.base_trainer)

weight_decay_2 (matchbench.trainer.training_arguments.TwoStageTrainingArgument attribute) word_cnt() (matchbench.utils.text_utils.EntTokenInfo method) words (matchbench.utils.text_utils.EntTokenInfo attribute)

Z

z_score() (in module matchbench.utils.utils)