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.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.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.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_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.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.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.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.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) _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) 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) 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_NER_CORPUS (class in flair.datasets.biomedical) 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_corpus_directory_name() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIOID method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIORED method) (flair.datasets.biomedical.HUNER_CELL_LINE_TMVAR_V3 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) (flair.datasets.biomedical.HUNER_SPECIES_TMVAR_V3 method) BytePairEmbeddings (class in flair.embeddings.token) C cache_root (in module flair) calculate_perplexity() (flair.models.LanguageModel method) 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.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) cummulative_sizes (flair.data.ConcatFlairDataset property) cumsum() (flair.data.ConcatFlairDataset static method) cumulative_sizes (flair.data.ConcatFlairDataset attribute) D 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) 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) 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_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.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.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) evaluate() (flair.models.ClusteringModel 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) 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.FewshotClassifier method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel 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_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_CELL_LINE_JNLPBA method) (flair.datasets.biomedical.HUNER_DISEASE_MIRNA method) (flair.datasets.biomedical.HUNER_GENE_FSU method) (flair.datasets.biomedical.HUNER_GENE_JNLPBA method) (flair.datasets.biomedical.HUNER_GENE_MIRNA method) (flair.datasets.biomedical.HUNER_SPECIES_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_type_mapping() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIOID method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIORED method) (flair.datasets.biomedical.HUNER_CELL_LINE_TMVAR_V3 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) (flair.datasets.biomedical.HUNER_SPECIES_TMVAR_V3 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_DISEASE_MIRNA method) (flair.datasets.biomedical.HUNER_GENE_MIRNA method) (flair.datasets.biomedical.HUNER_SPECIES_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.nn.Classifier method) get_vec() (flair.embeddings.token.WordEmbeddings 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_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_CELL_LINE_TMVAR_V3 (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_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_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_TMVAR_V3 (class in flair.datasets.biomedical) HUNER_SPECIES_VARIOME (class in flair.datasets.biomedical) HunerDataset (class in flair.datasets.biomedical) 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) 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 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(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) 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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_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) 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parse_input_files() (flair.datasets.biomedical.ANAT_EM static method) (flair.datasets.biomedical.BioNLPCorpus static method) parse_test_dataset() (flair.datasets.biomedical.BC2GM class method) parse_train_dataset() (flair.datasets.biomedical.BC2GM class method) patch_training_file() (flair.datasets.biomedical.NCBI_DISEASE static method) PDR (class in flair.datasets.biomedical) perform_corpus_download() (flair.datasets.biomedical.SCAI_CHEMICALS static method) (flair.datasets.biomedical.SCAI_DISEASE static method) pin_memory (flair.datasets.base.DataLoader attribute) pin_memory_device (flair.datasets.base.DataLoader attribute) Pluggable (class in flair.trainers.plugins) pluggable (flair.trainers.plugins.BasePlugin property) plugins (flair.trainers.plugins.Pluggable property) PooledFlairEmbeddings (class in flair.embeddings.token) position_end (flair.datasets.biomedical.DpEntry attribute) PrecomputedImageEmbeddings (class in flair.embeddings.image) predict() (flair.models.ClusteringModel 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