Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | Y | Z _ __init__() (flair.data.EntityCandidate method) (flair.data.Sentence method) (flair.datasets.base.FlairDatapointDataset method) (flair.datasets.base.MongoDataset method) (flair.datasets.base.SentenceDataset method) (flair.datasets.base.StringDataset method) (flair.datasets.biomedical.ANAT_EM method) (flair.datasets.biomedical.AZDZ method) (flair.datasets.biomedical.BC2GM method) (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) (flair.datasets.biomedical.BIO_INFER method) (flair.datasets.biomedical.BioNLPCorpus method) (flair.datasets.biomedical.BIOSEMANTICS method) (flair.datasets.biomedical.CDR method) (flair.datasets.biomedical.CELL_FINDER method) (flair.datasets.biomedical.CEMP method) (flair.datasets.biomedical.CHEBI method) (flair.datasets.biomedical.CHEMDNER method) (flair.datasets.biomedical.CLL method) (flair.datasets.biomedical.CoNLLWriter method) (flair.datasets.biomedical.CRAFT method) (flair.datasets.biomedical.CRAFT_V4 method) (flair.datasets.biomedical.DECA method) (flair.datasets.biomedical.FSU method) (flair.datasets.biomedical.GELLUS method) (flair.datasets.biomedical.GPRO method) (flair.datasets.biomedical.HunerDataset method) (flair.datasets.biomedical.IEPA method) (flair.datasets.biomedical.JNLPBA method) (flair.datasets.biomedical.LINNEAUS method) (flair.datasets.biomedical.LOCTEXT method) (flair.datasets.biomedical.MIRNA method) (flair.datasets.biomedical.NCBI_DISEASE method) (flair.datasets.biomedical.OSIRIS method) (flair.datasets.biomedical.PDR method) (flair.datasets.biomedical.S800 method) (flair.datasets.biomedical.ScaiCorpus method) (flair.datasets.biomedical.VARIOME method) (flair.datasets.document_classification.AGNEWS method) (flair.datasets.document_classification.AMAZON_REVIEWS method) (flair.datasets.document_classification.ClassificationCorpus method) (flair.datasets.document_classification.ClassificationDataset method) (flair.datasets.document_classification.COMMUNICATIVE_FUNCTIONS method) (flair.datasets.document_classification.CSVClassificationCorpus method) (flair.datasets.document_classification.CSVClassificationDataset method) (flair.datasets.document_classification.GERMEVAL_2018_OFFENSIVE_LANGUAGE method) (flair.datasets.document_classification.GLUE_COLA method) (flair.datasets.document_classification.GO_EMOTIONS method) (flair.datasets.document_classification.IMDB method) (flair.datasets.document_classification.NEWSGROUPS method) (flair.datasets.document_classification.SENTEVAL_CR method) (flair.datasets.document_classification.SENTEVAL_MPQA method) (flair.datasets.document_classification.SENTEVAL_MR method) (flair.datasets.document_classification.SENTEVAL_SST_BINARY method) (flair.datasets.document_classification.SENTEVAL_SST_GRANULAR method) (flair.datasets.document_classification.SENTEVAL_SUBJ method) (flair.datasets.document_classification.SENTIMENT_140 method) (flair.datasets.document_classification.STACKOVERFLOW method) (flair.datasets.document_classification.TREC_50 method) (flair.datasets.document_classification.TREC_6 method) (flair.datasets.document_classification.WASSA_ANGER method) (flair.datasets.document_classification.WASSA_FEAR method) (flair.datasets.document_classification.WASSA_JOY method) (flair.datasets.document_classification.WASSA_SADNESS method) (flair.datasets.document_classification.YAHOO_ANSWERS method) (flair.datasets.entity_linking.EntityLinkingDictionary method) (flair.datasets.entity_linking.NEL_ENGLISH_AIDA method) (flair.datasets.entity_linking.NEL_ENGLISH_AQUAINT method) (flair.datasets.entity_linking.NEL_ENGLISH_IITB method) (flair.datasets.entity_linking.NEL_ENGLISH_REDDIT method) (flair.datasets.entity_linking.NEL_ENGLISH_TWEEKI method) (flair.datasets.entity_linking.NEL_GERMAN_HIPE method) (flair.datasets.entity_linking.WSD_MASC method) (flair.datasets.entity_linking.WSD_OMSTI method) (flair.datasets.entity_linking.WSD_RAGANATO_ALL method) (flair.datasets.entity_linking.WSD_SEMCOR method) (flair.datasets.entity_linking.WSD_TRAINOMATIC method) (flair.datasets.entity_linking.WSD_UFSAC method) (flair.datasets.entity_linking.WSD_WORDNET_GLOSS_TAGGED method) (flair.datasets.entity_linking.ZELDA method) (flair.datasets.ocr.OcrCorpus method) (flair.datasets.ocr.OcrJsonDataset method) (flair.datasets.ocr.SROIE method) (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) (flair.datasets.relation_extraction.RE_ENGLISH_SEMEVAL2010 method) (flair.datasets.relation_extraction.RE_ENGLISH_TACRED method) (flair.datasets.sequence_labeling.ColumnCorpus method) (flair.datasets.sequence_labeling.ColumnDataset method) (flair.datasets.sequence_labeling.CONLL_03 method) (flair.datasets.sequence_labeling.CONLL_03_DUTCH method) (flair.datasets.sequence_labeling.CONLL_03_GERMAN method) (flair.datasets.sequence_labeling.CONLL_03_SPANISH method) (flair.datasets.sequence_labeling.CONLL_2000 method) (flair.datasets.sequence_labeling.JsonlCorpus method) (flair.datasets.sequence_labeling.JsonlDataset method) (flair.datasets.sequence_labeling.MASAKHA_POS method) (flair.datasets.sequence_labeling.MultiFileColumnCorpus method) (flair.datasets.sequence_labeling.MultiFileJsonlCorpus method) (flair.datasets.sequence_labeling.NER_ARABIC_ANER method) (flair.datasets.sequence_labeling.NER_ARABIC_AQMAR method) (flair.datasets.sequence_labeling.NER_CHINESE_WEIBO method) (flair.datasets.sequence_labeling.NER_ENGLISH_MOVIE_COMPLEX method) (flair.datasets.sequence_labeling.NER_ENGLISH_MOVIE_SIMPLE method) (flair.datasets.sequence_labeling.NER_ENGLISH_PERSON method) (flair.datasets.sequence_labeling.NER_ENGLISH_RESTAURANT method) (flair.datasets.sequence_labeling.NER_ENGLISH_SEC_FILLINGS method) (flair.datasets.sequence_labeling.NER_ENGLISH_STACKOVERFLOW method) (flair.datasets.sequence_labeling.NER_ENGLISH_TWITTER method) (flair.datasets.sequence_labeling.NER_ENGLISH_WEBPAGES method) (flair.datasets.sequence_labeling.NER_ENGLISH_WIKIGOLD method) (flair.datasets.sequence_labeling.NER_ENGLISH_WNUT_2020 method) (flair.datasets.sequence_labeling.NER_ESTONIAN_NOISY method) (flair.datasets.sequence_labeling.NER_GERMAN_EUROPARL method) (flair.datasets.sequence_labeling.NER_GERMAN_GERMEVAL method) (flair.datasets.sequence_labeling.NER_GERMAN_LEGAL method) (flair.datasets.sequence_labeling.NER_GERMAN_MOBIE method) (flair.datasets.sequence_labeling.NER_GERMAN_POLITICS method) (flair.datasets.sequence_labeling.NER_HIPE_2022 method) (flair.datasets.sequence_labeling.NER_HUNGARIAN method) (flair.datasets.sequence_labeling.NER_ICDAR_EUROPEANA method) (flair.datasets.sequence_labeling.NER_ICELANDIC method) (flair.datasets.sequence_labeling.NER_JAPANESE method) (flair.datasets.sequence_labeling.NER_MASAKHANE method) (flair.datasets.sequence_labeling.NER_MULTI_CONER method) (flair.datasets.sequence_labeling.NER_MULTI_CONER_V2 method) (flair.datasets.sequence_labeling.NER_MULTI_WIKIANN method) (flair.datasets.sequence_labeling.NER_MULTI_XTREME method) (flair.datasets.sequence_labeling.NER_NERMUD method) (flair.datasets.sequence_labeling.NER_SWEDISH method) (flair.datasets.sequence_labeling.NER_TURKU method) (flair.datasets.sequence_labeling.NER_UKRAINIAN method) (flair.datasets.sequence_labeling.UP_CHINESE method) (flair.datasets.sequence_labeling.UP_ENGLISH method) (flair.datasets.sequence_labeling.UP_FINNISH method) (flair.datasets.sequence_labeling.UP_FRENCH method) (flair.datasets.sequence_labeling.UP_GERMAN method) (flair.datasets.sequence_labeling.UP_ITALIAN method) (flair.datasets.sequence_labeling.UP_SPANISH method) (flair.datasets.sequence_labeling.UP_SPANISH_ANCORA method) (flair.datasets.text_text.DataPairCorpus method) (flair.datasets.text_text.DataPairDataset method) (flair.datasets.text_text.DataTripleCorpus method) (flair.datasets.text_text.DataTripleDataset method) (flair.datasets.text_text.GLUE_MNLI method) (flair.datasets.text_text.GLUE_MRPC method) (flair.datasets.text_text.GLUE_QNLI method) (flair.datasets.text_text.GLUE_QQP method) (flair.datasets.text_text.GLUE_RTE method) (flair.datasets.text_text.GLUE_WNLI method) (flair.datasets.text_text.OpusParallelCorpus method) (flair.datasets.text_text.ParallelTextCorpus method) (flair.datasets.text_text.SUPERGLUE_RTE method) (flair.datasets.treebanks.UniversalDependenciesCorpus method) (flair.datasets.treebanks.UniversalDependenciesDataset method) (flair.embeddings.base.Embeddings method) (flair.embeddings.base.ScalarMix method) (flair.embeddings.document.DocumentCNNEmbeddings method) (flair.embeddings.document.DocumentPoolEmbeddings method) (flair.embeddings.document.DocumentRNNEmbeddings method) (flair.embeddings.document.DocumentTFIDFEmbeddings method) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings method) (flair.embeddings.document.TransformerDocumentEmbeddings method) (flair.embeddings.legacy.CharLMEmbeddings method) (flair.embeddings.legacy.DocumentLSTMEmbeddings method) (flair.embeddings.legacy.DocumentMeanEmbeddings method) (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.CharacterEmbeddings method) (flair.embeddings.token.FastTextEmbeddings method) (flair.embeddings.token.FlairEmbeddings method) (flair.embeddings.token.NILCEmbeddings method) (flair.embeddings.token.OneHotEmbeddings method) (flair.embeddings.token.StackedEmbeddings method) (flair.embeddings.token.TransformerWordEmbeddings method) (flair.embeddings.token.WordEmbeddings method) (flair.embeddings.transformer.TransformerEmbeddings method) (flair.models.ClusteringModel method) (flair.models.EntityMentionLinker method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel method) (flair.models.RegexpTagger method) (flair.models.RelationClassifier method) (flair.models.RelationExtractor method) (flair.models.SequenceTagger method) (flair.models.SpanClassifier method) (flair.models.TARSClassifier method) (flair.models.TARSTagger method) (flair.models.TextClassifier method) (flair.models.TextPairClassifier method) (flair.models.TextPairRegressor method) (flair.models.TextTripleClassifier method) (flair.models.TokenClassifier method) (flair.trainers.ModelTrainer method) (flair.trainers.plugins.BasePlugin method) (flair.trainers.plugins.MetricRecord method) (flair.trainers.plugins.Pluggable method) (flair.trainers.plugins.TensorboardLogger method) _add_embeddings_internal() (flair.embeddings.base.Embeddings method) (flair.embeddings.document.DocumentCNNEmbeddings method) (flair.embeddings.document.DocumentRNNEmbeddings method) _add_IOB2_tags() (flair.datasets.sequence_labeling.NER_SWEDISH method) _add_IOB_tags() (flair.datasets.sequence_labeling.NER_GERMAN_EUROPARL method) _add_label_to_sentence() (flair.datasets.sequence_labeling.JsonlDataset method) _all_scores_for_token() (flair.models.SequenceTagger method) _backward() (flair.trainers.ModelTrainer method) _compute_label_similarity_for_current_epoch() (flair.models.FewshotClassifier method) _convert_dataset() (flair.models.ClusteringModel method) _encode_sentence() (flair.models.RelationClassifier method) _encode_sentence_for_inference() (flair.models.RelationClassifier method) _encode_sentence_for_training() (flair.models.RelationClassifier method) _entity_pair_permutations() (flair.models.RelationClassifier method) _fill_annot_array() (flair.datasets.entity_linking.NEL_ENGLISH_REDDIT method) _fill_curr_comment() (flair.datasets.entity_linking.NEL_ENGLISH_REDDIT method) _filter_data_point() (flair.nn.DefaultClassifier method) _get_data_points_for_batch() (flair.nn.DefaultClassifier method) _get_data_points_from_sentence() (flair.models.RelationClassifier method) (flair.nn.DefaultClassifier method) _get_gold_labels() (flair.models.SequenceTagger method) _get_label_of_datapoint() (flair.nn.DefaultClassifier method) _get_scores_from_features() (flair.models.SequenceTagger static method) _get_state_dict() (flair.models.EntityMentionLinker method) (flair.models.MultitaskModel method) (flair.models.SequenceTagger method) (flair.nn.Model method) _init_initial_hidden_state() (flair.models.SequenceTagger method) _init_loss_weights() (flair.models.SequenceTagger method) _init_model_with_state_dict() (flair.models.MultitaskModel class method) (flair.nn.Model class method) _initialize_model_card() (flair.trainers.ModelTrainer method) _is_invalid_name() (flair.datasets.entity_linking.NCBI_GENE_HUMAN_DICTIONARY method) _label() (flair.models.RegexpTagger method) _process_coref_span_annotations_for_word() (flair.datasets.sequence_labeling.ONTONOTES class method) _repackage_hidden() (flair.trainers.LanguageModelTrainer static method) _standard_inference() (flair.models.SequenceTagger method) _text_to_cols() (flair.datasets.entity_linking.NEL_ENGLISH_REDDIT method) _training_finally() (flair.trainers.plugins.TensorboardLogger method) _valid_entities() (flair.models.RelationClassifier method) A add_and_switch_to_new_task() (flair.models.FewshotClassifier method) add_item() (flair.data.Dictionary method) add_label() (flair.data.DataPoint method) (flair.data.Token method) add_label_noise() (flair.data.Corpus method) add_metadata() (flair.data.DataPoint method) add_tags_proba_dist() (flair.data.Token method) after_evaluation() (flair.trainers.plugins.AnnealingPlugin method) (flair.trainers.plugins.LossFilePlugin method) after_setup() (flair.trainers.plugins.AnnealingPlugin method) (flair.trainers.plugins.LinearSchedulerPlugin method) after_training() (flair.trainers.plugins.MetricHistoryPlugin method) after_training_batch() (flair.trainers.plugins.LinearSchedulerPlugin method) (flair.trainers.plugins.WeightExtractorPlugin method) after_training_epoch() (flair.trainers.plugins.CheckpointPlugin method) AGNEWS (class in flair.datasets.document_classification) allow_unk_tag (flair.models.RelationClassifier property) AMAZON_REVIEWS (class in flair.datasets.document_classification) ANAT_EM (class in flair.datasets.biomedical) AnnealingPlugin (class in flair.trainers.plugins) append_plugin() (flair.trainers.plugins.Pluggable method) archive_url (flair.datasets.sequence_labeling.ONTONOTES attribute) attach_to() (flair.trainers.plugins.BasePlugin method) augment_sentences() (flair.models.PrefixedSequenceTagger method) AZDZ (class in flair.datasets.biomedical) B BasePlugin (class in flair.trainers.plugins) batch_size (flair.datasets.base.DataLoader attribute) BC2GM (class in flair.datasets.biomedical) before_training_epoch() (flair.trainers.plugins.LinearSchedulerPlugin method) (flair.trainers.plugins.LossFilePlugin method) BIGBIO_EL_BC5CDR_CHEMICAL (class in flair.datasets.entity_linking) BIGBIO_EL_GNORMPLUS (class in flair.datasets.entity_linking) BIGBIO_EL_NCBI_DISEASE (class in flair.datasets.entity_linking) BIGBIO_NER_CORPUS (class in flair.datasets.biomedical) BigBioEntityLinkingCorpus (class in flair.datasets.entity_linking) bin_search_passage() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) BIO_INFER (class in flair.datasets.biomedical) BIOBERT_CHEMICAL_BC4CHEMD (class in flair.datasets.biomedical) BIOBERT_CHEMICAL_BC5CDR (class in flair.datasets.biomedical) BIOBERT_DISEASE_BC5CDR (class in flair.datasets.biomedical) BIOBERT_DISEASE_NCBI (class in flair.datasets.biomedical) BIOBERT_GENE_BC2GM (class in flair.datasets.biomedical) BIOBERT_GENE_JNLPBA (class in flair.datasets.biomedical) BIOBERT_SPECIES_LINNAEUS (class in flair.datasets.biomedical) BIOBERT_SPECIES_S800 (class in flair.datasets.biomedical) BioBertHelper (class in flair.datasets.biomedical) bioc_to_internal() (in module flair.datasets.biomedical) BIONLP2013_CG (class in flair.datasets.biomedical) BIONLP2013_PC (class in flair.datasets.biomedical) BioNLPCorpus (class in flair.datasets.biomedical) BIOSCOPE (class in flair.datasets.sequence_labeling) BIOSEMANTICS (class in flair.datasets.biomedical) bottom (flair.data.BoundingBox attribute) BoundingBox (class in flair.data) brat_to_internal() (in module flair.datasets.biomedical) build() (flair.models.EntityMentionLinker class method) build_corpus_directory_name() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) (flair.datasets.biomedical.HUNER_ALL_BIOID method) (flair.datasets.biomedical.HUNER_ALL_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_ALL_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_ALL_BIORED method) (flair.datasets.biomedical.HUNER_ALL_CPI method) (flair.datasets.biomedical.HUNER_ALL_DRUGPROT method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIOID method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIORED method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIOID method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIORED method) (flair.datasets.biomedical.HUNER_CHEMICAL_CPI method) (flair.datasets.biomedical.HUNER_CHEMICAL_DRUGPROT method) (flair.datasets.biomedical.HUNER_CHEMICAL_NLM_CHEM method) (flair.datasets.biomedical.HUNER_DISEASE_BIORED method) (flair.datasets.biomedical.HUNER_GENE_BIOID method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_EPI method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_GE method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_REL method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2013_GE method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_GENE_BIORED method) (flair.datasets.biomedical.HUNER_GENE_CPI method) (flair.datasets.biomedical.HUNER_GENE_DRUGPROT method) (flair.datasets.biomedical.HUNER_GENE_GNORMPLUS method) (flair.datasets.biomedical.HUNER_GENE_NLM_GENE method) (flair.datasets.biomedical.HUNER_GENE_PROGENE method) (flair.datasets.biomedical.HUNER_GENE_SETH_CORPUS method) (flair.datasets.biomedical.HUNER_GENE_TMVAR_V3 method) (flair.datasets.biomedical.HUNER_SPECIES_BIOID method) (flair.datasets.biomedical.HUNER_SPECIES_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_SPECIES_BIONLP_ST_2019_BB method) (flair.datasets.biomedical.HUNER_SPECIES_BIORED method) BytePairEmbeddings (class in flair.embeddings.token) C cache_root (in module flair) calculate_perplexity() (flair.models.LanguageModel method) candidates (flair.datasets.entity_linking.EntityLinkingDictionary property) CDR (class in flair.datasets.biomedical) CELL_FINDER (class in flair.datasets.biomedical) CEMP (class in flair.datasets.biomedical) char_spans_to_token_spans() (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) CharacterEmbeddings (class in flair.embeddings.token) CharLMEmbeddings (class in flair.embeddings.legacy) CHEBI (class in flair.datasets.biomedical) check_for_and_delete_previous_best_models() (flair.trainers.ModelTrainer static method) CheckpointPlugin (class in flair.trainers.plugins) CHEMDNER (class in flair.datasets.biomedical) ClassificationCorpus (class in flair.datasets.document_classification) ClassificationDataset (class in flair.datasets.document_classification) Classifier (class in flair.nn) clear_embeddings() (flair.data.DataPair method) (flair.data.DataPoint method) (flair.data.DataTriple method) (flair.data.Sentence method) ClearmlLoggerPlugin (class in flair.trainers.plugins) CLL (class in flair.datasets.biomedical) close_file_handler() (flair.trainers.plugins.LogFilePlugin method) ClusteringModel (class in flair.models) collect_dynamic_axes() (flair.embeddings.transformer.TransformerOnnxEmbeddings class method) ColumnCorpus (class in flair.datasets.sequence_labeling) ColumnDataset (class in flair.datasets.sequence_labeling) combine_strided_tensors() (in module flair.embeddings.transformer) COMMUNICATIVE_FUNCTIONS (class in flair.datasets.document_classification) ConcatFlairDataset (class in flair.data) CONLL_03 (class in flair.datasets.sequence_labeling) CONLL_03_DUTCH (class in flair.datasets.sequence_labeling) CONLL_03_GERMAN (class in flair.datasets.sequence_labeling) CONLL_03_SPANISH (class in flair.datasets.sequence_labeling) CONLL_2000 (class in flair.datasets.sequence_labeling) CoNLLWriter (class in flair.datasets.biomedical) contains() (flair.datasets.biomedical.Entity method) convert_and_write() (flair.datasets.biomedical.BioBertHelper static method) convert_ptb_token() (in module flair.datasets.relation_extraction) convert_to_conllu() (flair.datasets.relation_extraction.RE_ENGLISH_CONLL04 method) ConvTransformNetworkImageEmbeddings (class in flair.embeddings.image) copy_context_from_sentence() (flair.data.Sentence method) Corpus (class in flair.data) corpus (flair.trainers.plugins.TrainerPlugin property) CRAFT (class in flair.datasets.biomedical) CRAFT_V4 (class in flair.datasets.biomedical) create_from_embedding() (flair.embeddings.transformer.TransformerJitEmbeddings class method) create_from_state() (flair.embeddings.document.TransformerDocumentEmbeddings class method) (flair.embeddings.token.TransformerWordEmbeddings class method) (flair.embeddings.transformer.TransformerBaseEmbeddings class method) create_session() (flair.embeddings.transformer.TransformerOnnxEmbeddings method) CSVClassificationCorpus (class in flair.datasets.document_classification) CSVClassificationDataset (class in flair.datasets.document_classification) CTD_CHEMICALS_DICTIONARY (class in flair.datasets.entity_linking) CTD_DISEASES_DICTIONARY (class in flair.datasets.entity_linking) cummulative_sizes (flair.data.ConcatFlairDataset property) cumsum() (flair.data.ConcatFlairDataset static method) cumulative_sizes (flair.data.ConcatFlairDataset attribute) D data_url (flair.datasets.sequence_labeling.NER_ESTONIAN_NOISY attribute) database_name (flair.datasets.entity_linking.EntityLinkingDictionary property) DataLoader (class in flair.datasets.base) DataPair (class in flair.data) DataPairCorpus (class in flair.datasets.text_text) DataPairDataset (class in flair.datasets.text_text) DataPoint (class in flair.data) dataset (flair.datasets.base.DataLoader attribute) dataset_document_iterator() (flair.datasets.sequence_labeling.ONTONOTES class method) datasets (flair.data.ConcatFlairDataset attribute) DataTriple (class in flair.data) DataTripleCorpus (class in flair.datasets.text_text) DataTripleDataset (class in flair.datasets.text_text) DECA (class in flair.datasets.biomedical) decode() (flair.models.Lemmatizer method) DefaultClassifier (class in flair.nn) detach() (flair.trainers.plugins.BasePlugin method) determine_tsv_file() (in module flair.datasets.entity_linking) dev (flair.data.Corpus property) device (in module flair) Dictionary (class in flair.data) dictionary (flair.models.EntityMentionLinker property) dispatch() (flair.trainers.plugins.Pluggable method) document_max_pooling() (in module flair.embeddings.transformer) document_mean_pooling() (in module flair.embeddings.transformer) DocumentCNNEmbeddings (class in flair.embeddings.document) DocumentEmbeddings (class in flair.embeddings.base) DocumentLMEmbeddings (class in flair.embeddings.document) DocumentLSTMEmbeddings (class in flair.embeddings.legacy) DocumentMeanEmbeddings (class in flair.embeddings.legacy) DocumentPoolEmbeddings (class in flair.embeddings.document) DocumentRNNEmbeddings (class in flair.embeddings.document) DocumentTFIDFEmbeddings (class in flair.embeddings.document) download_and_parse_dataset() (flair.datasets.biomedical.LINNEAUS static method) download_and_prepare() (flair.datasets.biomedical.CELL_FINDER class method) download_and_prepare_amazon_product_file() (flair.datasets.document_classification.AMAZON_REVIEWS method) download_and_prepare_test() (flair.datasets.biomedical.HunerJNLPBA class method) (flair.datasets.biomedical.MIRNA class method) download_and_prepare_train() (flair.datasets.biomedical.HunerJNLPBA class method) (flair.datasets.biomedical.MIRNA class method) download_cll_dataset() (flair.datasets.biomedical.KaewphanCorpusHelper static method) download_corpora() (flair.datasets.biomedical.BioBertHelper static method) download_corpus() (flair.datasets.biomedical.ANAT_EM static method) (flair.datasets.biomedical.AZDZ class method) (flair.datasets.biomedical.BIONLP2013_CG static method) (flair.datasets.biomedical.BIONLP2013_PC static method) (flair.datasets.biomedical.BioNLPCorpus static method) (flair.datasets.biomedical.CRAFT class method) (flair.datasets.biomedical.CRAFT_V4 class method) (flair.datasets.biomedical.DECA class method) (flair.datasets.biomedical.FSU class method) (flair.datasets.biomedical.NCBI_DISEASE class method) (flair.datasets.biomedical.PDR class method) (flair.datasets.biomedical.SCAI_CHEMICALS method) (flair.datasets.biomedical.SCAI_DISEASE method) (flair.datasets.biomedical.ScaiCorpus method) download_dataset() (flair.datasets.biomedical.BC2GM static method) (flair.datasets.biomedical.BIO_INFER class method) (flair.datasets.biomedical.BIOSEMANTICS static method) (flair.datasets.biomedical.CDR static method) (flair.datasets.biomedical.CHEBI static method) (flair.datasets.biomedical.CHEMDNER static method) (flair.datasets.biomedical.IEPA static method) (flair.datasets.biomedical.LOCTEXT static method) (flair.datasets.biomedical.OSIRIS class method) (flair.datasets.biomedical.S800 static method) (flair.datasets.biomedical.VARIOME static method) download_dev_corpus() (flair.datasets.biomedical.CEMP class method) (flair.datasets.biomedical.GPRO class method) download_dictionary() (flair.datasets.entity_linking.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.entity_linking.CTD_DISEASES_DICTIONARY method) (flair.datasets.entity_linking.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.entity_linking.NCBI_TAXONOMY_DICTIONARY method) download_gellus_dataset() (flair.datasets.biomedical.KaewphanCorpusHelper static method) download_train_corpus() (flair.datasets.biomedical.CEMP class method) (flair.datasets.biomedical.GPRO class method) downsample() (flair.data.Corpus method) DpEntry (class in flair.datasets.biomedical) drop_last (flair.datasets.base.DataLoader attribute) drugprot_document_to_tokenlists() (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) E ELMoEmbeddings (class in flair.embeddings.legacy) emb_first() (flair.models.SpanClassifier method) emb_firstAndLast() (flair.models.SpanClassifier method) emb_last() (flair.models.SpanClassifier method) emb_mean() (flair.models.SpanClassifier method) embed() (flair.embeddings.base.Embeddings method) (flair.embeddings.document.DocumentPoolEmbeddings method) (flair.embeddings.document.DocumentTFIDFEmbeddings method) (flair.embeddings.legacy.DocumentLSTMEmbeddings method) (flair.embeddings.legacy.DocumentMeanEmbeddings method) (flair.embeddings.token.StackedEmbeddings method) embedding (flair.data.DataPair property) (flair.data.DataPoint property) (flair.data.DataTriple property) (flair.data.Image property) (flair.data.Relation property) (flair.data.Sentence property) (flair.data.Span property) (flair.data.Token property) embedding_length (flair.embeddings.base.Embeddings property) (flair.embeddings.document.DocumentCNNEmbeddings property) (flair.embeddings.document.DocumentLMEmbeddings property) (flair.embeddings.document.DocumentPoolEmbeddings property) (flair.embeddings.document.DocumentRNNEmbeddings property) (flair.embeddings.document.DocumentTFIDFEmbeddings property) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings property) (flair.embeddings.image.ConvTransformNetworkImageEmbeddings property) (flair.embeddings.image.IdentityImageEmbeddings property) (flair.embeddings.image.NetworkImageEmbeddings property) (flair.embeddings.image.PrecomputedImageEmbeddings property) (flair.embeddings.legacy.CharLMEmbeddings property) (flair.embeddings.legacy.DocumentLSTMEmbeddings property) (flair.embeddings.legacy.DocumentMeanEmbeddings property) (flair.embeddings.legacy.ELMoEmbeddings property) (flair.embeddings.token.BytePairEmbeddings property) (flair.embeddings.token.CharacterEmbeddings property) (flair.embeddings.token.FastTextEmbeddings property) (flair.embeddings.token.FlairEmbeddings property) (flair.embeddings.token.HashEmbeddings property) (flair.embeddings.token.MuseCrosslingualEmbeddings property) (flair.embeddings.token.OneHotEmbeddings property) (flair.embeddings.token.PooledFlairEmbeddings property) (flair.embeddings.token.StackedEmbeddings property) (flair.embeddings.token.WordEmbeddings property) (flair.embeddings.transformer.TransformerBaseEmbeddings property) (flair.embeddings.transformer.TransformerEmbeddings property) embedding_type (flair.embeddings.base.DocumentEmbeddings property) (flair.embeddings.base.Embeddings property) (flair.embeddings.base.TokenEmbeddings property) (flair.embeddings.image.ImageEmbeddings property) (flair.embeddings.token.StackedEmbeddings property) (flair.embeddings.transformer.TransformerBaseEmbeddings property) (flair.embeddings.transformer.TransformerEmbeddings property) Embeddings (class in flair.embeddings.base) embeddings_name (flair.embeddings.base.DocumentEmbeddings attribute) (flair.embeddings.base.Embeddings attribute) (flair.embeddings.base.TokenEmbeddings attribute) (flair.embeddings.document.DocumentCNNEmbeddings attribute) (flair.embeddings.document.DocumentLMEmbeddings attribute) (flair.embeddings.document.DocumentPoolEmbeddings attribute) (flair.embeddings.document.DocumentRNNEmbeddings attribute) (flair.embeddings.document.DocumentTFIDFEmbeddings attribute) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings attribute) (flair.embeddings.document.TransformerDocumentEmbeddings attribute) (flair.embeddings.image.ConvTransformNetworkImageEmbeddings attribute) (flair.embeddings.image.IdentityImageEmbeddings attribute) (flair.embeddings.image.ImageEmbeddings attribute) (flair.embeddings.image.NetworkImageEmbeddings attribute) (flair.embeddings.image.PrecomputedImageEmbeddings attribute) (flair.embeddings.legacy.CharLMEmbeddings attribute) (flair.embeddings.legacy.DocumentLSTMEmbeddings attribute) (flair.embeddings.legacy.DocumentMeanEmbeddings attribute) (flair.embeddings.legacy.ELMoEmbeddings attribute) (flair.embeddings.token.BytePairEmbeddings attribute) (flair.embeddings.token.CharacterEmbeddings attribute) (flair.embeddings.token.FastTextEmbeddings attribute) (flair.embeddings.token.FlairEmbeddings attribute) (flair.embeddings.token.HashEmbeddings attribute) (flair.embeddings.token.MuseCrosslingualEmbeddings attribute) (flair.embeddings.token.NILCEmbeddings attribute) (flair.embeddings.token.OneHotEmbeddings attribute) (flair.embeddings.token.PooledFlairEmbeddings attribute) (flair.embeddings.token.StackedEmbeddings attribute) (flair.embeddings.token.TransformerWordEmbeddings attribute) (flair.embeddings.token.WordEmbeddings attribute) (flair.embeddings.transformer.TransformerBaseEmbeddings attribute) (flair.embeddings.transformer.TransformerEmbeddings attribute) (flair.embeddings.transformer.TransformerJitDocumentEmbeddings attribute) (flair.embeddings.transformer.TransformerJitEmbeddings attribute) (flair.embeddings.transformer.TransformerJitWordEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxDocumentEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxWordEmbeddings attribute) encode() (flair.models.Lemmatizer method) encode_token() (flair.models.Lemmatizer method) end_position (flair.data.DataPair property) (flair.data.DataPoint property) (flair.data.DataTriple property) (flair.data.Image property) (flair.data.Relation property) (flair.data.Sentence property) (flair.data.Span property) (flair.data.Token property) Entity (class in flair.datasets.biomedical) entity_count (flair.datasets.biomedical.DpEntry attribute) entity_lengths_sum (flair.datasets.biomedical.DpEntry attribute) EntityCandidate (class in flair.data) EntityLinkingDictionary (class in flair.datasets.entity_linking) EntityMentionLinker (class in flair.models) evaluate() (flair.models.ClusteringModel method) (flair.models.EntityMentionLinker method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel method) (flair.models.TextPairRegressor method) (flair.models.TextRegressor method) (flair.nn.Classifier method) (flair.nn.Model method) (flair.trainers.LanguageModelTrainer method) export_from_embedding() (flair.embeddings.transformer.TransformerOnnxEmbeddings class method) export_onnx() (flair.embeddings.transformer.TransformerEmbeddings method) extra_repr() (flair.embeddings.document.DocumentPoolEmbeddings method) (flair.embeddings.legacy.ELMoEmbeddings method) (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.FastTextEmbeddings method) (flair.embeddings.token.WordEmbeddings method) (flair.nn.LockedDropout method) (flair.nn.WordDropout method) extract_and_convert_to_conllu() (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) (flair.datasets.relation_extraction.RE_ENGLISH_SEMEVAL2010 method) (flair.datasets.relation_extraction.RE_ENGLISH_TACRED method) extract_entities_mentions() (flair.models.EntityMentionLinker method) F FastTextEmbeddings (class in flair.embeddings.token) FEATS (flair.datasets.sequence_labeling.ColumnDataset attribute) FeideggerCorpus (class in flair.datasets.text_image) FeideggerDataset (class in flair.datasets.text_image) FEWNERD (class in flair.datasets.sequence_labeling) FewshotClassifier (class in flair.models) fill_masked_elements() (in module flair.embeddings.transformer) fill_mean_token_embeddings() (in module flair.embeddings.transformer) filter_and_map_entities() (in module flair.datasets.biomedical) filter_empty_sentences() (flair.data.Corpus method) filter_entities() (flair.datasets.biomedical.CRAFT_V4 method) filter_long_sentences() (flair.data.Corpus method) filter_nested_entities() (in module flair.datasets.biomedical) find_train_dev_test_files() (in module flair.datasets.base) fine_tune() (flair.trainers.ModelTrainer method) fit() (flair.models.ClusteringModel method) flair module flair.data module flair.datasets.base module flair.datasets.biomedical module flair.datasets.document_classification module flair.datasets.entity_linking module flair.datasets.ocr module flair.datasets.relation_extraction module flair.datasets.sequence_labeling module flair.datasets.text_image module flair.datasets.text_text module flair.datasets.treebanks module flair.embeddings.base module flair.embeddings.document module flair.embeddings.image module flair.embeddings.legacy module flair.embeddings.token module flair.embeddings.transformer module flair.models module flair.nn module flair.splitter module flair.tokenization module flair.trainers module flair.trainers.plugins module FlairDatapointDataset (class in flair.datasets.base) FlairDataset (class in flair.data) FlairEmbeddings (class in flair.embeddings.token) forward() (flair.embeddings.base.ScalarMix method) (flair.embeddings.image.ConvTransformNetworkImageEmbeddings method) (flair.embeddings.transformer.TransformerEmbeddings method) (flair.models.LanguageModel method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel method) (flair.models.SequenceTagger method) (flair.models.TextRegressor method) (flair.nn.LabelVerbalizerDecoder method) (flair.nn.LockedDropout method) (flair.nn.PrototypicalDecoder method) (flair.nn.WordDropout method) forward_labels_and_loss() (flair.models.TextRegressor method) forward_loss() (flair.models.EntityMentionLinker method) (flair.models.FewshotClassifier method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel method) (flair.models.PrefixedSequenceTagger method) (flair.models.SequenceTagger method) (flair.models.TextPairRegressor method) (flair.models.TextRegressor method) (flair.nn.DefaultClassifier method) (flair.nn.Model method) forward_pass() (flair.models.Lemmatizer method) from_corpus() (flair.embeddings.token.OneHotEmbeddings class method) from_params() (flair.embeddings.base.Embeddings class method) (flair.embeddings.document.DocumentCNNEmbeddings class method) (flair.embeddings.document.DocumentLMEmbeddings class method) (flair.embeddings.document.DocumentPoolEmbeddings class method) (flair.embeddings.document.DocumentRNNEmbeddings class method) (flair.embeddings.document.DocumentTFIDFEmbeddings class method) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings class method) (flair.embeddings.image.ImageEmbeddings class method) (flair.embeddings.token.BytePairEmbeddings class method) (flair.embeddings.token.CharacterEmbeddings class method) (flair.embeddings.token.FastTextEmbeddings class method) (flair.embeddings.token.FlairEmbeddings class method) (flair.embeddings.token.HashEmbeddings class method) (flair.embeddings.token.MuseCrosslingualEmbeddings class method) (flair.embeddings.token.NILCEmbeddings class method) (flair.embeddings.token.OneHotEmbeddings class method) (flair.embeddings.token.PooledFlairEmbeddings class method) (flair.embeddings.token.StackedEmbeddings class method) (flair.embeddings.token.WordEmbeddings class method) (flair.embeddings.transformer.TransformerBaseEmbeddings class method) (flair.embeddings.transformer.TransformerEmbeddings class method) (flair.embeddings.transformer.TransformerJitEmbeddings class method) (flair.embeddings.transformer.TransformerOnnxEmbeddings class method) from_state() (flair.datasets.entity_linking.InMemoryEntityLinkingDictionary class method) from_ufsac_to_tsv() (in module flair.datasets.entity_linking) FSU (class in flair.datasets.biomedical) G GELLUS (class in flair.datasets.biomedical) generate_text() (flair.models.LanguageModel method) GERMEVAL_2018_OFFENSIVE_LANGUAGE (class in flair.datasets.document_classification) get_all_sentences() (flair.data.Corpus method) get_available_domains() (flair.datasets.sequence_labeling.ONTONOTES class method) get_batch_steps() (flair.trainers.ModelTrainer static method) get_cached_token_index() (flair.embeddings.token.WordEmbeddings method) get_cached_vec() (flair.embeddings.token.FastTextEmbeddings method) (flair.embeddings.token.MuseCrosslingualEmbeddings method) get_corpus_sentence_splitter() (flair.datasets.biomedical.HUNER_CELL_LINE_CLL method) (flair.datasets.biomedical.HUNER_CELL_LINE_GELLUS method) (flair.datasets.biomedical.HUNER_GENE_FSU method) (flair.datasets.biomedical.HUNER_JNLPBA method) (flair.datasets.biomedical.HUNER_MIRNA method) (flair.datasets.biomedical.HunerDataset method) get_current_label_dictionary() (flair.models.FewshotClassifier method) get_current_label_type() (flair.models.FewshotClassifier method) get_each_embedding() (flair.data.DataPoint method) get_embedding() (flair.data.DataPoint method) get_entities() (flair.datasets.biomedical.CHEBI static method) get_entity_label_types() (flair.models.EntityMentionLinker method) get_entity_type_mapping() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) (flair.datasets.biomedical.HUNER_ALL_BIOID method) (flair.datasets.biomedical.HUNER_ALL_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_ALL_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_ALL_BIORED method) (flair.datasets.biomedical.HUNER_ALL_CDR method) (flair.datasets.biomedical.HUNER_ALL_CELL_FINDER method) (flair.datasets.biomedical.HUNER_ALL_CPI method) (flair.datasets.biomedical.HUNER_ALL_DRUGPROT method) (flair.datasets.biomedical.HUNER_ALL_SCAI method) (flair.datasets.biomedical.HUNER_ALL_VARIOME method) (flair.datasets.biomedical.HUNER_BIONLP2013_CG method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIOID method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIORED method) (flair.datasets.biomedical.HUNER_CHEBI method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIOID method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIORED method) (flair.datasets.biomedical.HUNER_CHEMICAL_CDR method) (flair.datasets.biomedical.HUNER_CHEMICAL_CEMP method) (flair.datasets.biomedical.HUNER_CHEMICAL_CPI method) (flair.datasets.biomedical.HUNER_CHEMICAL_DRUGPROT method) (flair.datasets.biomedical.HUNER_CHEMICAL_NLM_CHEM method) (flair.datasets.biomedical.HUNER_CHEMICAL_SCAI method) (flair.datasets.biomedical.HUNER_CRAFT_V4 method) (flair.datasets.biomedical.HUNER_DISEASE_BIORED method) (flair.datasets.biomedical.HUNER_DISEASE_CDR method) (flair.datasets.biomedical.HUNER_DISEASE_NCBI method) (flair.datasets.biomedical.HUNER_DISEASE_PDR method) (flair.datasets.biomedical.HUNER_DISEASE_SCAI method) (flair.datasets.biomedical.HUNER_DISEASE_VARIOME method) (flair.datasets.biomedical.HUNER_GENE_BIO_INFER method) (flair.datasets.biomedical.HUNER_GENE_BIOID method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_EPI method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_GE method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2011_REL method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2013_GE method) (flair.datasets.biomedical.HUNER_GENE_BIONLP_ST_2013_PC method) (flair.datasets.biomedical.HUNER_GENE_BIORED method) (flair.datasets.biomedical.HUNER_GENE_CPI method) (flair.datasets.biomedical.HUNER_GENE_DECA method) (flair.datasets.biomedical.HUNER_GENE_DRUGPROT method) (flair.datasets.biomedical.HUNER_GENE_FSU method) (flair.datasets.biomedical.HUNER_GENE_GNORMPLUS method) (flair.datasets.biomedical.HUNER_GENE_GPRO method) (flair.datasets.biomedical.HUNER_GENE_NLM_GENE method) (flair.datasets.biomedical.HUNER_GENE_OSIRIS method) (flair.datasets.biomedical.HUNER_GENE_PROGENE method) (flair.datasets.biomedical.HUNER_GENE_SETH_CORPUS method) (flair.datasets.biomedical.HUNER_GENE_TMVAR_V3 method) (flair.datasets.biomedical.HUNER_GENE_VARIOME method) (flair.datasets.biomedical.HUNER_JNLPBA method) (flair.datasets.biomedical.HUNER_LOCTEXT method) (flair.datasets.biomedical.HUNER_MIRNA method) (flair.datasets.biomedical.HUNER_SPECIES_BIOID method) (flair.datasets.biomedical.HUNER_SPECIES_BIONLP_ST_2011_ID method) (flair.datasets.biomedical.HUNER_SPECIES_BIONLP_ST_2019_BB method) (flair.datasets.biomedical.HUNER_SPECIES_BIORED method) (flair.datasets.biomedical.HUNER_SPECIES_LINNEAUS method) (flair.datasets.biomedical.HUNER_SPECIES_S800 method) (flair.datasets.biomedical.HUNER_SPECIES_VARIOME method) get_head() (flair.data.Token method) get_idx_for_item() (flair.data.Dictionary method) get_idx_for_items() (flair.data.Dictionary method) get_instance_parameters() (flair.embeddings.base.Embeddings static method) get_item_for_index() (flair.data.Dictionary method) get_items() (flair.data.Dictionary method) get_label() (flair.data.DataPoint method) get_label_distribution() (flair.data.Corpus method) get_labels() (flair.data.DataPoint method) (flair.data.Sentence method) get_language_code() (flair.data.Sentence method) get_metadata() (flair.data.DataPoint method) get_mirna_subset() (flair.datasets.biomedical.HunerMiRNAHelper static method) get_named_embeddings_dict() (flair.embeddings.base.Embeddings method) (flair.embeddings.token.StackedEmbeddings method) get_names() (flair.embeddings.base.Embeddings method) (flair.embeddings.document.DocumentLMEmbeddings method) (flair.embeddings.token.PooledFlairEmbeddings method) (flair.embeddings.token.StackedEmbeddings method) get_output() (flair.models.LanguageModel method) get_relations() (flair.data.Sentence method) get_representation() (flair.models.LanguageModel method) get_span() (flair.data.Sentence method) get_spans() (flair.data.Sentence method) get_spans_from_bio() (in module flair.data) get_state() (flair.trainers.plugins.AnnealingPlugin method) (flair.trainers.plugins.BasePlugin method) (flair.trainers.plugins.CheckpointPlugin method) (flair.trainers.plugins.LinearSchedulerPlugin method) (flair.trainers.plugins.LogFilePlugin method) (flair.trainers.plugins.LossFilePlugin method) (flair.trainers.plugins.MetricHistoryPlugin method) (flair.trainers.plugins.TensorboardLogger method) (flair.trainers.plugins.WeightExtractorPlugin method) get_subset() (flair.datasets.biomedical.HUNER_MIRNA method) (flair.datasets.biomedical.HunerDataset method) get_tags_proba_dist() (flair.data.Token method) get_token() (flair.data.Sentence method) get_used_tokens() (flair.models.FewshotClassifier method) (flair.models.MultitaskModel method) (flair.models.RelationClassifier method) (flair.models.TextPairClassifier method) (flair.models.TextPairRegressor method) (flair.models.TextRegressor method) (flair.models.TextTripleClassifier method) (flair.nn.Classifier method) GLUE_COLA (class in flair.datasets.document_classification) GLUE_MNLI (class in flair.datasets.text_text) GLUE_MRPC (class in flair.datasets.text_text) GLUE_QNLI (class in flair.datasets.text_text) GLUE_QQP (class in flair.datasets.text_text) GLUE_RTE (class in flair.datasets.text_text) GLUE_SST2 (class in flair.datasets.document_classification) GLUE_STSB (class in flair.datasets.text_text) GLUE_WNLI (class in flair.datasets.text_text) GO_EMOTIONS (class in flair.datasets.document_classification) GPRO (class in flair.datasets.biomedical) H has_label() (flair.data.DataPoint method) has_metadata() (flair.data.DataPoint method) has_overlap() (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) HashEmbeddings (class in flair.embeddings.token) HEAD (flair.datasets.sequence_labeling.ColumnDataset attribute) histogram() (flair.trainers.plugins.MetricRecord class method) hook() (flair.trainers.plugins.BasePlugin class method) HUNER_ALL_BIOID (class in flair.datasets.biomedical) HUNER_ALL_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_ALL_BIONLP_ST_2011_ID (class in flair.datasets.biomedical) HUNER_ALL_BIONLP_ST_2013_PC (class in flair.datasets.biomedical) HUNER_ALL_BIORED (class in flair.datasets.biomedical) HUNER_ALL_CDR (class in flair.datasets.biomedical) HUNER_ALL_CELL_FINDER (class in flair.datasets.biomedical) HUNER_ALL_CHEBI (class in flair.datasets.biomedical) HUNER_ALL_CPI (class in flair.datasets.biomedical) HUNER_ALL_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_ALL_DRUGPROT (class in flair.datasets.biomedical) HUNER_ALL_JNLPBA (class in flair.datasets.biomedical) HUNER_ALL_LOCTEXT (class in flair.datasets.biomedical) HUNER_ALL_MIRNA (class in flair.datasets.biomedical) HUNER_ALL_SCAI (class in flair.datasets.biomedical) HUNER_ALL_VARIOME (class in flair.datasets.biomedical) HUNER_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_CELL_LINE (class in flair.datasets.biomedical) HUNER_CELL_LINE_BIOID (class in flair.datasets.biomedical) HUNER_CELL_LINE_BIORED (class in flair.datasets.biomedical) HUNER_CELL_LINE_CELL_FINDER (class in flair.datasets.biomedical) HUNER_CELL_LINE_CLL (class in flair.datasets.biomedical) HUNER_CELL_LINE_GELLUS (class in flair.datasets.biomedical) HUNER_CELL_LINE_JNLPBA (class in flair.datasets.biomedical) HUNER_CHEBI (class in flair.datasets.biomedical) HUNER_CHEMICAL (class in flair.datasets.biomedical) HUNER_CHEMICAL_BIOID (class in flair.datasets.biomedical) HUNER_CHEMICAL_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_CHEMICAL_BIONLP_ST_2011_ID (class in flair.datasets.biomedical) HUNER_CHEMICAL_BIONLP_ST_2013_PC (class in flair.datasets.biomedical) HUNER_CHEMICAL_BIORED (class in flair.datasets.biomedical) HUNER_CHEMICAL_CDR (class in flair.datasets.biomedical) HUNER_CHEMICAL_CEMP (class in flair.datasets.biomedical) HUNER_CHEMICAL_CHEBI (class in flair.datasets.biomedical) HUNER_CHEMICAL_CHEMDNER (class in flair.datasets.biomedical) HUNER_CHEMICAL_CPI (class in flair.datasets.biomedical) HUNER_CHEMICAL_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_CHEMICAL_DRUGPROT (class in flair.datasets.biomedical) HUNER_CHEMICAL_NLM_CHEM (class in flair.datasets.biomedical) HUNER_CHEMICAL_SCAI (class in flair.datasets.biomedical) HUNER_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_DISEASE (class in flair.datasets.biomedical) HUNER_DISEASE_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_DISEASE_BIORED (class in flair.datasets.biomedical) HUNER_DISEASE_CDR (class in flair.datasets.biomedical) HUNER_DISEASE_MIRNA (class in flair.datasets.biomedical) HUNER_DISEASE_NCBI (class in flair.datasets.biomedical) HUNER_DISEASE_PDR (class in flair.datasets.biomedical) HUNER_DISEASE_SCAI (class in flair.datasets.biomedical) HUNER_DISEASE_VARIOME (class in flair.datasets.biomedical) HUNER_GENE (class in flair.datasets.biomedical) HUNER_GENE_BC2GM (class in flair.datasets.biomedical) HUNER_GENE_BIO_INFER (class in flair.datasets.biomedical) HUNER_GENE_BIOID (class in flair.datasets.biomedical) HUNER_GENE_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2011_EPI (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2011_GE (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2011_ID (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2011_REL (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2013_GE (class in flair.datasets.biomedical) HUNER_GENE_BIONLP_ST_2013_PC (class in flair.datasets.biomedical) HUNER_GENE_BIORED (class in flair.datasets.biomedical) HUNER_GENE_CELL_FINDER (class in flair.datasets.biomedical) HUNER_GENE_CHEBI (class in flair.datasets.biomedical) HUNER_GENE_CPI (class in flair.datasets.biomedical) HUNER_GENE_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_GENE_DECA (class in flair.datasets.biomedical) HUNER_GENE_DRUGPROT (class in flair.datasets.biomedical) HUNER_GENE_FSU (class in flair.datasets.biomedical) HUNER_GENE_GNORMPLUS (class in flair.datasets.biomedical) HUNER_GENE_GPRO (class in flair.datasets.biomedical) HUNER_GENE_IEPA (class in flair.datasets.biomedical) HUNER_GENE_JNLPBA (class in flair.datasets.biomedical) HUNER_GENE_LOCTEXT (class in flair.datasets.biomedical) HUNER_GENE_MIRNA (class in flair.datasets.biomedical) HUNER_GENE_NLM_GENE (class in flair.datasets.biomedical) HUNER_GENE_OSIRIS (class in flair.datasets.biomedical) HUNER_GENE_PROGENE (class in flair.datasets.biomedical) HUNER_GENE_SETH_CORPUS (class in flair.datasets.biomedical) HUNER_GENE_TMVAR_V3 (class in flair.datasets.biomedical) HUNER_GENE_VARIOME (class in flair.datasets.biomedical) HUNER_JNLPBA (class in flair.datasets.biomedical) HUNER_LOCTEXT (class in flair.datasets.biomedical) HUNER_MIRNA (class in flair.datasets.biomedical) HUNER_SPECIES (class in flair.datasets.biomedical) HUNER_SPECIES_BIOID (class in flair.datasets.biomedical) HUNER_SPECIES_BIONLP2013_CG (class in flair.datasets.biomedical) HUNER_SPECIES_BIONLP_ST_2011_ID (class in flair.datasets.biomedical) HUNER_SPECIES_BIONLP_ST_2019_BB (class in flair.datasets.biomedical) HUNER_SPECIES_BIORED (class in flair.datasets.biomedical) HUNER_SPECIES_CELL_FINDER (class in flair.datasets.biomedical) HUNER_SPECIES_CHEBI (class in flair.datasets.biomedical) HUNER_SPECIES_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_SPECIES_LINNEAUS (class in flair.datasets.biomedical) HUNER_SPECIES_LOCTEXT (class in flair.datasets.biomedical) HUNER_SPECIES_MIRNA (class in flair.datasets.biomedical) HUNER_SPECIES_S800 (class in flair.datasets.biomedical) HUNER_SPECIES_VARIOME (class in flair.datasets.biomedical) HunerDataset (class in flair.datasets.biomedical) HunerEntityLinkingDictionary (class in flair.datasets.entity_linking) HunerJNLPBA (class in flair.datasets.biomedical) HunerMiRNAHelper (class in flair.datasets.biomedical) HunerMultiCorpus (class in flair.datasets.biomedical) I IdentityImageEmbeddings (class in flair.embeddings.image) idx (flair.data.Token property) IEPA (class in flair.datasets.biomedical) Image (class in flair.data) ImageEmbeddings (class in flair.embeddings.image) IMDB (class in flair.datasets.document_classification) infer_space_after() (flair.data.Sentence method) init_hidden() (flair.models.LanguageModel method) init_weights() (flair.models.LanguageModel method) initialize() (flair.models.LanguageModel static method) InMemoryEntityLinkingDictionary (class in flair.datasets.entity_linking) insert_missing_embeddings() (in module flair.embeddings.transformer) InternalBioNerDataset (class in flair.datasets.biomedical) iob2() (in module flair.data) is_before() (flair.datasets.biomedical.Entity method) is_context_set() (flair.data.Sentence method) is_current_task_multi_label() (flair.models.FewshotClassifier method) is_histogram (flair.trainers.plugins.MetricRecord property) is_in_memory() (flair.data.FlairDataset method) (flair.datasets.base.FlairDatapointDataset method) (flair.datasets.base.MongoDataset method) (flair.datasets.base.StringDataset method) (flair.datasets.document_classification.ClassificationDataset method) (flair.datasets.document_classification.CSVClassificationDataset method) (flair.datasets.ocr.OcrJsonDataset method) (flair.datasets.sequence_labeling.ColumnDataset method) (flair.datasets.sequence_labeling.JsonlDataset method) (flair.datasets.text_image.FeideggerDataset method) (flair.datasets.text_text.DataPairDataset method) (flair.datasets.text_text.DataTripleDataset method) (flair.datasets.text_text.ParallelTextCorpus method) (flair.datasets.text_text.ParallelTextDataset method) (flair.datasets.treebanks.UniversalDependenciesDataset method) is_scalar (flair.trainers.plugins.MetricRecord property) is_scalar_list (flair.trainers.plugins.MetricRecord property) is_span_prediction_problem() (flair.data.Dictionary method) is_string (flair.trainers.plugins.MetricRecord property) is_type() (flair.trainers.plugins.MetricRecord method) J JapaneseTokenizer (class in flair.tokenization) JNLPBA (class in flair.datasets.biomedical) joined_name (flair.trainers.plugins.MetricRecord property) jsonl_from_eval_dataset() (flair.datasets.text_text.SUPERGLUE_RTE method) JsonlCorpus (class in flair.datasets.sequence_labeling) JsonlDataset (class in flair.datasets.sequence_labeling) K KaewphanCorpusHelper (class in flair.datasets.biomedical) KEYPHRASE_INSPEC (class in flair.datasets.sequence_labeling) KEYPHRASE_SEMEVAL2010 (class in flair.datasets.sequence_labeling) KEYPHRASE_SEMEVAL2017 (class in flair.datasets.sequence_labeling) L Label (class in flair.data) label_dictionary (flair.nn.LabelVerbalizerDecoder attribute) label_encoder (flair.nn.LabelVerbalizerDecoder attribute) label_map (flair.datasets.document_classification.GLUE_SST2 attribute) LABEL_MATCH (flair.models.TARSClassifier attribute) LABEL_NO_MATCH (flair.models.TARSClassifier attribute) label_type (flair.models.EntityMentionLinker property) (flair.models.FewshotClassifier property) (flair.models.Lemmatizer property) (flair.models.MultitaskModel property) (flair.models.RelationClassifier property) (flair.models.RelationExtractor property) (flair.models.SequenceTagger property) (flair.models.SpanClassifier property) (flair.models.TextClassifier property) (flair.models.TextPairClassifier property) (flair.models.TextPairRegressor property) (flair.models.TextRegressor property) (flair.models.TextTripleClassifier property) (flair.models.TokenClassifier property) (flair.nn.Model property) label_url (flair.datasets.sequence_labeling.NER_ESTONIAN_NOISY attribute) labeled_identifier (flair.data.Label property) labels (flair.data.DataPoint property) LabelVerbalizerDecoder (class in flair.nn) LanguageModel (class in flair.models) LanguageModelTrainer (class in flair.trainers) last_entity (flair.datasets.biomedical.DpEntry attribute) layer_norm (flair.embeddings.token.NILCEmbeddings attribute) left (flair.data.BoundingBox attribute) left_context() (flair.data.Sentence method) Lemmatizer (class in flair.models) LinearSchedulerPlugin (class in flair.trainers.plugins) LINNEAUS (class in flair.datasets.biomedical) list_existing_tasks() (flair.models.FewshotClassifier method) load() (flair.data.Dictionary class method) (flair.models.ClusteringModel static method) (flair.models.EntityMentionLinker class method) (flair.models.FewshotClassifier class method) (flair.models.MultitaskModel class method) (flair.models.PrefixedSequenceTagger class method) (flair.models.RelationClassifier class method) (flair.models.RelationExtractor class method) (flair.models.SequenceTagger class method) (flair.models.SpanClassifier class method) (flair.models.TARSClassifier class method) (flair.models.TARSTagger class method) (flair.models.TextClassifier class method) (flair.models.TextRegressor class method) (flair.models.TokenClassifier class method) (flair.nn.Classifier class method) (flair.nn.DefaultClassifier class method) (flair.nn.Model class method) load_checkpoint() (flair.models.LanguageModel class method) (flair.trainers.LanguageModelTrainer static method) load_embedding() (flair.embeddings.base.Embeddings class method) load_embeddings() (in module flair.embeddings.base) load_from_file() (flair.data.Dictionary class method) load_language_model() (flair.models.LanguageModel class method) LockedDropout (class in flair.nn) LOCTEXT (class in flair.datasets.biomedical) LogFilePlugin (class in flair.trainers.plugins) logger (flair.trainers.plugins.ClearmlLoggerPlugin property) (in module flair) LossFilePlugin (class in flair.trainers.plugins) M make_label_dictionary() (flair.data.Corpus method) make_tag_dictionary() (flair.data.Corpus method) make_vocab_dictionary() (flair.data.Corpus method) mark_func_as_hook() (flair.trainers.plugins.BasePlugin class method) MASAKHA_POS (class in flair.datasets.sequence_labeling) merge_datasets() (in module flair.datasets.biomedical) metadata_str (flair.data.Label property) metric_recorded() (flair.trainers.plugins.ClearmlLoggerPlugin method) (flair.trainers.plugins.LossFilePlugin method) (flair.trainers.plugins.MetricHistoryPlugin method) (flair.trainers.plugins.TensorboardLogger method) MetricHistoryPlugin (class in flair.trainers.plugins) MetricName (class in flair.trainers.plugins) MetricRecord (class in flair.trainers.plugins) MIRNA (class in flair.datasets.biomedical) Model (class in flair.nn) model (flair.trainers.plugins.TrainerPlugin property) model_card (flair.nn.Model attribute) ModelTrainer (class in flair.trainers) module flair flair.data flair.datasets.base flair.datasets.biomedical flair.datasets.document_classification flair.datasets.entity_linking flair.datasets.ocr flair.datasets.relation_extraction flair.datasets.sequence_labeling flair.datasets.text_image flair.datasets.text_text flair.datasets.treebanks flair.embeddings.base flair.embeddings.document flair.embeddings.image flair.embeddings.legacy flair.embeddings.token flair.embeddings.transformer flair.models flair.nn flair.splitter flair.tokenization flair.trainers flair.trainers.plugins MongoDataset (class in flair.datasets.base) multi_label_threshold (flair.nn.DefaultClassifier property) MultiCorpus (class in flair.data) MultiFileColumnCorpus (class in flair.datasets.sequence_labeling) MultiFileJsonlCorpus (class in flair.datasets.sequence_labeling) MultitaskModel (class in flair.models) MuseCrosslingualEmbeddings (class in flair.embeddings.token) N name (flair.embeddings.base.DocumentEmbeddings attribute) (flair.embeddings.base.TokenEmbeddings attribute) (flair.embeddings.document.DocumentCNNEmbeddings attribute) (flair.embeddings.document.DocumentLMEmbeddings attribute) (flair.embeddings.document.DocumentPoolEmbeddings attribute) (flair.embeddings.document.DocumentRNNEmbeddings attribute) (flair.embeddings.document.DocumentTFIDFEmbeddings attribute) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings attribute) (flair.embeddings.document.TransformerDocumentEmbeddings attribute) (flair.embeddings.image.ConvTransformNetworkImageEmbeddings attribute) (flair.embeddings.image.IdentityImageEmbeddings attribute) (flair.embeddings.image.ImageEmbeddings attribute) (flair.embeddings.image.NetworkImageEmbeddings attribute) (flair.embeddings.image.PrecomputedImageEmbeddings attribute) (flair.embeddings.legacy.CharLMEmbeddings attribute) (flair.embeddings.legacy.DocumentLSTMEmbeddings attribute) (flair.embeddings.legacy.DocumentMeanEmbeddings attribute) (flair.embeddings.legacy.ELMoEmbeddings attribute) (flair.embeddings.token.BytePairEmbeddings attribute) (flair.embeddings.token.CharacterEmbeddings attribute) (flair.embeddings.token.FastTextEmbeddings attribute) (flair.embeddings.token.FlairEmbeddings attribute) (flair.embeddings.token.HashEmbeddings attribute) (flair.embeddings.token.MuseCrosslingualEmbeddings attribute) (flair.embeddings.token.NILCEmbeddings attribute) (flair.embeddings.token.OneHotEmbeddings attribute) (flair.embeddings.token.PooledFlairEmbeddings attribute) (flair.embeddings.token.StackedEmbeddings attribute) (flair.embeddings.token.TransformerWordEmbeddings attribute) (flair.embeddings.token.WordEmbeddings attribute) (flair.embeddings.transformer.TransformerBaseEmbeddings attribute) (flair.embeddings.transformer.TransformerJitDocumentEmbeddings attribute) (flair.embeddings.transformer.TransformerJitEmbeddings attribute) (flair.embeddings.transformer.TransformerJitWordEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxDocumentEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxEmbeddings attribute) (flair.embeddings.transformer.TransformerOnnxWordEmbeddings attribute) (flair.splitter.NewlineSentenceSplitter property) (flair.splitter.NoSentenceSplitter property) (flair.splitter.SegtokSentenceSplitter property) (flair.splitter.SentenceSplitter property) (flair.splitter.SpacySentenceSplitter property) (flair.splitter.TagSentenceSplitter property) (flair.tokenization.JapaneseTokenizer property) (flair.tokenization.SciSpacyTokenizer property) (flair.tokenization.SpacyTokenizer property) (flair.tokenization.Tokenizer property) (flair.tokenization.TokenizerWrapper property) NCBI_DISEASE (class in flair.datasets.biomedical) NCBI_GENE_HUMAN_DICTIONARY (class in flair.datasets.entity_linking) NCBI_TAXONOMY_DICTIONARY (class in flair.datasets.entity_linking) NEL_ENGLISH_AIDA (class in flair.datasets.entity_linking) NEL_ENGLISH_AQUAINT (class in flair.datasets.entity_linking) NEL_ENGLISH_IITB (class in flair.datasets.entity_linking) NEL_ENGLISH_REDDIT (class in flair.datasets.entity_linking) NEL_ENGLISH_TWEEKI (class in flair.datasets.entity_linking) NEL_GERMAN_HIPE (class in flair.datasets.entity_linking) NER_ARABIC_ANER (class in flair.datasets.sequence_labeling) NER_ARABIC_AQMAR (class in flair.datasets.sequence_labeling) NER_BASQUE (class in flair.datasets.sequence_labeling) NER_CHINESE_WEIBO (class in flair.datasets.sequence_labeling) NER_DANISH_DANE (class in flair.datasets.sequence_labeling) NER_ENGLISH_MOVIE_COMPLEX (class in flair.datasets.sequence_labeling) NER_ENGLISH_MOVIE_SIMPLE (class in flair.datasets.sequence_labeling) NER_ENGLISH_PERSON (class in flair.datasets.sequence_labeling) NER_ENGLISH_RESTAURANT (class in flair.datasets.sequence_labeling) NER_ENGLISH_SEC_FILLINGS (class in flair.datasets.sequence_labeling) NER_ENGLISH_STACKOVERFLOW (class in flair.datasets.sequence_labeling) NER_ENGLISH_TWITTER (class in flair.datasets.sequence_labeling) NER_ENGLISH_WEBPAGES (class in flair.datasets.sequence_labeling) NER_ENGLISH_WIKIGOLD (class in flair.datasets.sequence_labeling) NER_ENGLISH_WNUT_2020 (class in flair.datasets.sequence_labeling) NER_ESTONIAN_NOISY (class in flair.datasets.sequence_labeling) NER_FINNISH (class in flair.datasets.sequence_labeling) NER_GERMAN_BIOFID (class in flair.datasets.sequence_labeling) NER_GERMAN_EUROPARL (class in flair.datasets.sequence_labeling) NER_GERMAN_GERMEVAL (class in flair.datasets.sequence_labeling) NER_GERMAN_LEGAL (class in flair.datasets.sequence_labeling) NER_GERMAN_MOBIE (class in flair.datasets.sequence_labeling) NER_GERMAN_POLITICS (class in flair.datasets.sequence_labeling) NER_HIPE_2022 (class in flair.datasets.sequence_labeling) NER_HUNGARIAN (class in flair.datasets.sequence_labeling) NER_ICDAR_EUROPEANA (class in flair.datasets.sequence_labeling) NER_ICELANDIC (class in flair.datasets.sequence_labeling) NER_JAPANESE (class in flair.datasets.sequence_labeling) NER_MASAKHANE (class in flair.datasets.sequence_labeling) NER_MULTI_CONER (class in flair.datasets.sequence_labeling) NER_MULTI_CONER_V2 (class in flair.datasets.sequence_labeling) NER_MULTI_WIKIANN (class in flair.datasets.sequence_labeling) NER_MULTI_WIKINER (class in flair.datasets.sequence_labeling) NER_MULTI_XTREME (class in flair.datasets.sequence_labeling) NER_NERMUD (class in flair.datasets.sequence_labeling) NER_SWEDISH (class in flair.datasets.sequence_labeling) NER_TURKU (class in flair.datasets.sequence_labeling) NER_UKRAINIAN (class in flair.datasets.sequence_labeling) NetworkImageEmbeddings (class in flair.embeddings.image) NewlineSentenceSplitter (class in flair.splitter) NEWSGROUPS (class in flair.datasets.document_classification) next_sentence() (flair.data.Sentence method) NILCEmbeddings (class in flair.embeddings.token) NoSentenceSplitter (class in flair.splitter) num_embeddings (flair.embeddings.token.HashEmbeddings property) num_prototypes (flair.nn.PrototypicalDecoder property) num_workers (flair.datasets.base.DataLoader attribute) O obtain_statistics() (flair.data.Corpus method) OcrCorpus (class in flair.datasets.ocr) OcrJsonDataset (class in flair.datasets.ocr) OneHotEmbeddings (class in flair.embeddings.token) onnx_cls (flair.embeddings.document.TransformerDocumentEmbeddings attribute) (flair.embeddings.token.TransformerWordEmbeddings attribute) (flair.embeddings.transformer.TransformerEmbeddings attribute) ONTONOTES (class in flair.datasets.sequence_labeling) optimize_model() (flair.embeddings.transformer.TransformerOnnxEmbeddings method) OpusParallelCorpus (class in flair.datasets.text_text) OSIRIS (class in flair.datasets.biomedical) overlaps() (flair.datasets.biomedical.Entity method) P pad_sequence_embeddings() (in module flair.embeddings.transformer) ParallelTextCorpus (class in flair.datasets.text_text) ParallelTextDataset (class in flair.datasets.text_text) parameter_to_list() (flair.embeddings.transformer.TransformerJitEmbeddings class method) parse_corpus() (flair.datasets.biomedical.AZDZ static method) (flair.datasets.biomedical.CRAFT static method) (flair.datasets.biomedical.CRAFT_V4 static method) (flair.datasets.biomedical.DECA static method) (flair.datasets.biomedical.FSU static method) (flair.datasets.biomedical.VARIOME static method) parse_dataset() (flair.datasets.biomedical.BC2GM static method) (flair.datasets.biomedical.BIO_INFER class method) (flair.datasets.biomedical.BIOSEMANTICS static method) (flair.datasets.biomedical.CHEBI static method) (flair.datasets.biomedical.IEPA class method) (flair.datasets.biomedical.LOCTEXT static method) (flair.datasets.biomedical.OSIRIS class method) (flair.datasets.biomedical.S800 static method) parse_dictionary() (flair.datasets.entity_linking.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.entity_linking.NCBI_TAXONOMY_DICTIONARY method) parse_file() (flair.datasets.biomedical.MIRNA class method) (flair.datasets.entity_linking.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.entity_linking.CTD_DISEASES_DICTIONARY method) parse_input_file() (flair.datasets.biomedical.CEMP static method) (flair.datasets.biomedical.GPRO static method) (flair.datasets.biomedical.NCBI_DISEASE static method) (flair.datasets.biomedical.ScaiCorpus static method) parse_input_files() (flair.datasets.biomedical.ANAT_EM static method) 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in flair.embeddings.token) TREC_50 (class in flair.datasets.document_classification) TREC_6 (class in flair.datasets.document_classification) truncate_hidden_states() (in module flair.embeddings.transformer) tsv_from_eval_dataset() (flair.datasets.document_classification.GLUE_COLA method) (flair.datasets.document_classification.GLUE_SST2 method) (flair.datasets.text_text.GLUE_MNLI method) (flair.datasets.text_text.GLUE_MRPC method) (flair.datasets.text_text.GLUE_QNLI method) (flair.datasets.text_text.GLUE_QQP method) (flair.datasets.text_text.GLUE_RTE method) (flair.datasets.text_text.GLUE_STSB method) (flair.datasets.text_text.GLUE_WNLI method) U UD_AFRIKAANS (class in flair.datasets.treebanks) UD_ANCIENT_GREEK (class in flair.datasets.treebanks) UD_ARABIC (class in flair.datasets.treebanks) UD_ARMENIAN (class in flair.datasets.treebanks) UD_BASQUE (class in flair.datasets.treebanks) UD_BAVARIAN_MAIBAAM (class in flair.datasets.treebanks) UD_BELARUSIAN (class in flair.datasets.treebanks) UD_BULGARIAN (class in flair.datasets.treebanks) UD_BURYAT (class in flair.datasets.treebanks) UD_CATALAN (class in flair.datasets.treebanks) UD_CHINESE (class in flair.datasets.treebanks) UD_CHINESE_KYOTO (class in flair.datasets.treebanks) UD_COPTIC (class in flair.datasets.treebanks) UD_CROATIAN (class in flair.datasets.treebanks) UD_CZECH (class in flair.datasets.treebanks) UD_DANISH (class in flair.datasets.treebanks) UD_DUTCH (class in flair.datasets.treebanks) UD_ENGLISH (class in flair.datasets.treebanks) UD_ESTONIAN (class in flair.datasets.treebanks) UD_FAROESE (class in flair.datasets.treebanks) UD_FINNISH (class in flair.datasets.treebanks) UD_FRENCH (class in flair.datasets.treebanks) UD_GALICIAN (class in flair.datasets.treebanks) UD_GERMAN (class in flair.datasets.treebanks) UD_GERMAN_HDT (class in flair.datasets.treebanks) UD_GOTHIC (class in flair.datasets.treebanks) UD_GREEK (class in flair.datasets.treebanks) UD_HEBREW (class in flair.datasets.treebanks) UD_HINDI (class in flair.datasets.treebanks) UD_INDONESIAN (class in flair.datasets.treebanks) UD_IRISH (class in flair.datasets.treebanks) UD_ITALIAN (class in flair.datasets.treebanks) UD_JAPANESE (class in flair.datasets.treebanks) UD_KAZAKH (class in flair.datasets.treebanks) UD_KOREAN (class in flair.datasets.treebanks) UD_LATIN (class in flair.datasets.treebanks) UD_LATVIAN (class in flair.datasets.treebanks) UD_LITHUANIAN (class in flair.datasets.treebanks) UD_LIVVI (class in flair.datasets.treebanks) UD_MALTESE (class in flair.datasets.treebanks) UD_MARATHI (class in flair.datasets.treebanks) UD_NAIJA (class in flair.datasets.treebanks) UD_NORTH_SAMI (class in flair.datasets.treebanks) UD_NORWEGIAN (class in flair.datasets.treebanks) UD_OLD_CHURCH_SLAVONIC (class in flair.datasets.treebanks) UD_OLD_FRENCH (class in flair.datasets.treebanks) UD_PERSIAN (class in flair.datasets.treebanks) UD_POLISH (class in flair.datasets.treebanks) UD_PORTUGUESE (class in flair.datasets.treebanks) UD_ROMANIAN (class in flair.datasets.treebanks) UD_RUSSIAN (class in flair.datasets.treebanks) UD_SERBIAN (class in flair.datasets.treebanks) UD_SLOVAK (class in flair.datasets.treebanks) UD_SLOVENIAN (class in flair.datasets.treebanks) UD_SPANISH (class in flair.datasets.treebanks) UD_SWEDISH (class in flair.datasets.treebanks) UD_TURKISH (class in flair.datasets.treebanks) UD_UKRAINIAN (class in flair.datasets.treebanks) UD_WOLOF (class in flair.datasets.treebanks) UniversalDependenciesCorpus (class in flair.datasets.treebanks) UniversalDependenciesDataset (class in flair.datasets.treebanks) unlabeled_identifier (flair.data.DataPair property) (flair.data.DataPoint property) (flair.data.DataTriple property) (flair.data.Image property) (flair.data.Label property) (flair.data.Relation property) (flair.data.Sentence property) (flair.data.Span property) (flair.data.Token property) UP_CHINESE (class in flair.datasets.sequence_labeling) UP_ENGLISH (class in flair.datasets.sequence_labeling) UP_FINNISH (class in flair.datasets.sequence_labeling) UP_FRENCH (class in flair.datasets.sequence_labeling) UP_GERMAN (class in flair.datasets.sequence_labeling) UP_ITALIAN (class in flair.datasets.sequence_labeling) UP_SPANISH (class in flair.datasets.sequence_labeling) UP_SPANISH_ANCORA (class in flair.datasets.sequence_labeling) use_layers_all() (flair.embeddings.legacy.ELMoEmbeddings method) use_layers_average() (flair.embeddings.legacy.ELMoEmbeddings method) use_layers_top() (flair.embeddings.legacy.ELMoEmbeddings method) V valid_events (flair.trainers.ModelTrainer attribute) (flair.trainers.plugins.Pluggable attribute) validate_event() (flair.trainers.plugins.Pluggable method) value (flair.data.Label property) VARIOME (class in flair.datasets.biomedical) verbalize_labels() (flair.nn.LabelVerbalizerDecoder static method) W WASSA_ANGER (class in flair.datasets.document_classification) WASSA_FEAR (class in flair.datasets.document_classification) WASSA_JOY (class in flair.datasets.document_classification) WASSA_SADNESS (class in flair.datasets.document_classification) WeightExtractorPlugin (class in flair.trainers.plugins) WNUT_17 (class in flair.datasets.sequence_labeling) WordDropout (class in flair.nn) WordEmbeddings (class in flair.embeddings.token) words_to_char_indices() (flair.models.Lemmatizer method) WordTagger (class in flair.models) write_to_conll() (flair.datasets.biomedical.CoNLLWriter method) WSD_MASC (class in flair.datasets.entity_linking) WSD_OMSTI (class in flair.datasets.entity_linking) WSD_RAGANATO_ALL (class in flair.datasets.entity_linking) WSD_SEMCOR (class in flair.datasets.entity_linking) WSD_TRAINOMATIC (class in flair.datasets.entity_linking) WSD_UFSAC (class in flair.datasets.entity_linking) WSD_WORDNET_GLOSS_TAGGED (class in flair.datasets.entity_linking) Y YAHOO_ANSWERS (class in flair.datasets.document_classification) Z ZELDA (class in flair.datasets.entity_linking) zero_tag_value (flair.models.RelationClassifier property)