Index

_

__init__() (flair.data._PartOfSentence method) (flair.data.BoundingBox method) (flair.data.ConcatFlairDataset method) (flair.data.Corpus method) (flair.data.DataPair method) (flair.data.DataPoint method) (flair.data.DataTriple method) (flair.data.Dictionary method) (flair.data.EntityCandidate method) (flair.data.FlairDataset method) (flair.data.Image method) (flair.data.Label method) (flair.data.MultiCorpus method) (flair.data.Relation method) (flair.data.Sentence method) (flair.data.Span method) (flair.data.Token method) (flair.datasets.base.DataLoader 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.BIOBERT_CHEMICAL_BC4CHEMD method) (flair.datasets.biomedical.BIOBERT_CHEMICAL_BC5CDR method) (flair.datasets.biomedical.BIOBERT_DISEASE_BC5CDR method) (flair.datasets.biomedical.BIOBERT_DISEASE_NCBI method) (flair.datasets.biomedical.BIOBERT_GENE_BC2GM method) (flair.datasets.biomedical.BIOBERT_GENE_JNLPBA method) (flair.datasets.biomedical.BIOBERT_SPECIES_LINNAEUS method) (flair.datasets.biomedical.BIOBERT_SPECIES_S800 method) (flair.datasets.biomedical.BioBertHelper method) (flair.datasets.biomedical.BIONLP2013_CG method) (flair.datasets.biomedical.BIONLP2013_PC 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.DpEntry method) (flair.datasets.biomedical.Entity method) (flair.datasets.biomedical.FSU method) (flair.datasets.biomedical.GELLUS method) (flair.datasets.biomedical.GPRO method) (flair.datasets.biomedical.HUNER_ALL_BIOID method) (flair.datasets.biomedical.HUNER_ALL_BIONLP2013_CG 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_CHEBI method) (flair.datasets.biomedical.HUNER_ALL_CPI method) (flair.datasets.biomedical.HUNER_ALL_CRAFT_V4 method) (flair.datasets.biomedical.HUNER_ALL_DRUGPROT method) (flair.datasets.biomedical.HUNER_ALL_JNLPBA method) (flair.datasets.biomedical.HUNER_ALL_LOCTEXT method) (flair.datasets.biomedical.HUNER_ALL_MIRNA 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 method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIOID method) (flair.datasets.biomedical.HUNER_CELL_LINE_BIORED method) (flair.datasets.biomedical.HUNER_CELL_LINE_CELL_FINDER method) (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_CHEBI method) (flair.datasets.biomedical.HUNER_CHEMICAL method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIOID method) (flair.datasets.biomedical.HUNER_CHEMICAL_BIONLP2013_CG 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_CHEBI method) (flair.datasets.biomedical.HUNER_CHEMICAL_CHEMDNER method) (flair.datasets.biomedical.HUNER_CHEMICAL_CPI method) (flair.datasets.biomedical.HUNER_CHEMICAL_CRAFT_V4 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 method) (flair.datasets.biomedical.HUNER_DISEASE_BIONLP2013_CG method) (flair.datasets.biomedical.HUNER_DISEASE_BIORED method) (flair.datasets.biomedical.HUNER_DISEASE_CDR method) (flair.datasets.biomedical.HUNER_DISEASE_MIRNA 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 method) (flair.datasets.biomedical.HUNER_GENE_BC2GM method) (flair.datasets.biomedical.HUNER_GENE_BIO_INFER method) (flair.datasets.biomedical.HUNER_GENE_BIOID method) (flair.datasets.biomedical.HUNER_GENE_BIONLP2013_CG 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_CELL_FINDER method) (flair.datasets.biomedical.HUNER_GENE_CHEBI method) (flair.datasets.biomedical.HUNER_GENE_CPI method) (flair.datasets.biomedical.HUNER_GENE_CRAFT_V4 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_IEPA method) (flair.datasets.biomedical.HUNER_GENE_JNLPBA method) (flair.datasets.biomedical.HUNER_GENE_LOCTEXT method) (flair.datasets.biomedical.HUNER_GENE_MIRNA 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 method) (flair.datasets.biomedical.HUNER_SPECIES_BIOID method) (flair.datasets.biomedical.HUNER_SPECIES_BIONLP2013_CG 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_CELL_FINDER method) (flair.datasets.biomedical.HUNER_SPECIES_CHEBI method) (flair.datasets.biomedical.HUNER_SPECIES_CRAFT_V4 method) (flair.datasets.biomedical.HUNER_SPECIES_LINNEAUS method) (flair.datasets.biomedical.HUNER_SPECIES_LOCTEXT method) (flair.datasets.biomedical.HUNER_SPECIES_MIRNA method) (flair.datasets.biomedical.HUNER_SPECIES_S800 method) (flair.datasets.biomedical.HUNER_SPECIES_VARIOME method) (flair.datasets.biomedical.HunerDataset method) (flair.datasets.biomedical.HunerJNLPBA method) (flair.datasets.biomedical.HunerMiRNAHelper method) (flair.datasets.biomedical.HunerMultiCorpus method) (flair.datasets.biomedical.IEPA method) (flair.datasets.biomedical.InternalBioNerDataset method) (flair.datasets.biomedical.JNLPBA method) (flair.datasets.biomedical.KaewphanCorpusHelper 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.SCAI_CHEMICALS method) (flair.datasets.biomedical.SCAI_DISEASE 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.GLUE_SST2 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.BIGBIO_EL_BC5CDR_CHEMICAL method) (flair.datasets.entity_linking.BIGBIO_EL_GNORMPLUS method) (flair.datasets.entity_linking.BIGBIO_EL_NCBI_DISEASE method) (flair.datasets.entity_linking.BigBioEntityLinkingCorpus method) (flair.datasets.entity_linking.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.entity_linking.CTD_DISEASES_DICTIONARY method) (flair.datasets.entity_linking.EntityLinkingDictionary method) (flair.datasets.entity_linking.HunerEntityLinkingDictionary method) (flair.datasets.entity_linking.InMemoryEntityLinkingDictionary method) (flair.datasets.entity_linking.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.entity_linking.NCBI_TAXONOMY_DICTIONARY 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_CONLL04 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.BIOSCOPE method) (flair.datasets.sequence_labeling.CLEANCONLL 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.FEWNERD method) (flair.datasets.sequence_labeling.JsonlCorpus method) (flair.datasets.sequence_labeling.JsonlDataset method) (flair.datasets.sequence_labeling.KEYPHRASE_INSPEC method) (flair.datasets.sequence_labeling.KEYPHRASE_SEMEVAL2010 method) (flair.datasets.sequence_labeling.KEYPHRASE_SEMEVAL2017 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_BASQUE method) (flair.datasets.sequence_labeling.NER_CHINESE_WEIBO method) (flair.datasets.sequence_labeling.NER_DANISH_DANE 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_FINNISH method) (flair.datasets.sequence_labeling.NER_GERMAN_BIOFID 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_WIKINER method) (flair.datasets.sequence_labeling.NER_MULTI_XTREME method) (flair.datasets.sequence_labeling.NER_NERMUD method) (flair.datasets.sequence_labeling.NER_NOISEBENCH 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.ONTONOTES 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.sequence_labeling.WNUT_17 method) (flair.datasets.text_image.FeideggerCorpus method) (flair.datasets.text_image.FeideggerDataset 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_STSB method) (flair.datasets.text_text.GLUE_WNLI method) (flair.datasets.text_text.OpusParallelCorpus method) (flair.datasets.text_text.ParallelTextCorpus method) (flair.datasets.text_text.ParallelTextDataset method) (flair.datasets.text_text.SUPERGLUE_RTE method) (flair.datasets.treebanks.UD_AFRIKAANS method) (flair.datasets.treebanks.UD_ANCIENT_GREEK method) (flair.datasets.treebanks.UD_ARABIC method) (flair.datasets.treebanks.UD_ARMENIAN method) (flair.datasets.treebanks.UD_BASQUE method) (flair.datasets.treebanks.UD_BAVARIAN_MAIBAAM method) (flair.datasets.treebanks.UD_BELARUSIAN method) (flair.datasets.treebanks.UD_BULGARIAN method) (flair.datasets.treebanks.UD_BURYAT method) (flair.datasets.treebanks.UD_CATALAN method) (flair.datasets.treebanks.UD_CHINESE method) (flair.datasets.treebanks.UD_CHINESE_KYOTO method) (flair.datasets.treebanks.UD_COPTIC method) (flair.datasets.treebanks.UD_CROATIAN method) (flair.datasets.treebanks.UD_CZECH method) (flair.datasets.treebanks.UD_DANISH method) (flair.datasets.treebanks.UD_DUTCH method) (flair.datasets.treebanks.UD_ENGLISH method) (flair.datasets.treebanks.UD_ESTONIAN method) (flair.datasets.treebanks.UD_FAROESE method) (flair.datasets.treebanks.UD_FINNISH method) (flair.datasets.treebanks.UD_FRENCH method) (flair.datasets.treebanks.UD_GALICIAN method) (flair.datasets.treebanks.UD_GERMAN method) (flair.datasets.treebanks.UD_GERMAN_HDT method) (flair.datasets.treebanks.UD_GOTHIC method) (flair.datasets.treebanks.UD_GREEK method) (flair.datasets.treebanks.UD_HEBREW method) (flair.datasets.treebanks.UD_HINDI method) (flair.datasets.treebanks.UD_INDONESIAN method) (flair.datasets.treebanks.UD_IRISH method) (flair.datasets.treebanks.UD_ITALIAN method) (flair.datasets.treebanks.UD_JAPANESE method) (flair.datasets.treebanks.UD_KAZAKH method) (flair.datasets.treebanks.UD_KOREAN method) (flair.datasets.treebanks.UD_LATIN method) (flair.datasets.treebanks.UD_LATVIAN method) (flair.datasets.treebanks.UD_LITHUANIAN method) (flair.datasets.treebanks.UD_LIVVI method) (flair.datasets.treebanks.UD_MALTESE method) (flair.datasets.treebanks.UD_MARATHI method) (flair.datasets.treebanks.UD_NAIJA method) (flair.datasets.treebanks.UD_NORTH_SAMI method) (flair.datasets.treebanks.UD_NORWEGIAN method) (flair.datasets.treebanks.UD_OLD_CHURCH_SLAVONIC method) (flair.datasets.treebanks.UD_OLD_FRENCH method) (flair.datasets.treebanks.UD_PERSIAN method) (flair.datasets.treebanks.UD_POLISH method) (flair.datasets.treebanks.UD_PORTUGUESE method) (flair.datasets.treebanks.UD_ROMANIAN method) (flair.datasets.treebanks.UD_RUSSIAN method) (flair.datasets.treebanks.UD_SERBIAN method) (flair.datasets.treebanks.UD_SLOVAK method) (flair.datasets.treebanks.UD_SLOVENIAN method) (flair.datasets.treebanks.UD_SPANISH method) (flair.datasets.treebanks.UD_SWEDISH method) (flair.datasets.treebanks.UD_TURKISH method) (flair.datasets.treebanks.UD_UKRAINIAN method) (flair.datasets.treebanks.UD_WOLOF method) (flair.datasets.treebanks.UniversalDependenciesCorpus method) (flair.datasets.treebanks.UniversalDependenciesDataset method) (flair.embeddings.base.DocumentEmbeddings method) (flair.embeddings.base.Embeddings method) (flair.embeddings.base.ScalarMix method) (flair.embeddings.base.TokenEmbeddings method) (flair.embeddings.document.DocumentCNNEmbeddings method) (flair.embeddings.document.DocumentLMEmbeddings 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.image.ConvTransformNetworkImageEmbeddings method) (flair.embeddings.image.IdentityImageEmbeddings method) (flair.embeddings.image.ImageEmbeddings method) (flair.embeddings.image.NetworkImageEmbeddings method) (flair.embeddings.image.PrecomputedImageEmbeddings method) (flair.embeddings.legacy.CharLMEmbeddings method) (flair.embeddings.legacy.DocumentLSTMEmbeddings method) (flair.embeddings.legacy.DocumentMeanEmbeddings method) (flair.embeddings.legacy.ELMoEmbeddings method) (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.CharacterEmbeddings method) (flair.embeddings.token.FastTextEmbeddings method) (flair.embeddings.token.FlairEmbeddings method) (flair.embeddings.token.HashEmbeddings method) (flair.embeddings.token.MuseCrosslingualEmbeddings method) (flair.embeddings.token.NILCEmbeddings method) (flair.embeddings.token.OneHotEmbeddings method) (flair.embeddings.token.PooledFlairEmbeddings method) (flair.embeddings.token.StackedEmbeddings method) (flair.embeddings.token.TransformerWordEmbeddings method) (flair.embeddings.token.WordEmbeddings method) (flair.embeddings.transformer.TransformerBaseEmbeddings method) (flair.embeddings.transformer.TransformerEmbeddings method) (flair.embeddings.transformer.TransformerJitDocumentEmbeddings method) (flair.embeddings.transformer.TransformerJitEmbeddings method) (flair.embeddings.transformer.TransformerJitWordEmbeddings method) (flair.embeddings.transformer.TransformerOnnxDocumentEmbeddings method) (flair.embeddings.transformer.TransformerOnnxEmbeddings method) (flair.embeddings.transformer.TransformerOnnxWordEmbeddings method) (flair.models.EntityMentionLinker method) (flair.models.FewshotClassifier method) (flair.models.LanguageModel method) (flair.models.Lemmatizer method) (flair.models.MultitaskModel method) (flair.models.PrefixedSequenceTagger 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.TextRegressor method) (flair.models.TextTripleClassifier method) (flair.models.TokenClassifier method) (flair.models.WordTagger method) (flair.nn.Classifier method) (flair.nn.DefaultClassifier method) (flair.nn.LabelVerbalizerDecoder method) (flair.nn.LockedDropout method) (flair.nn.Model method) (flair.nn.PrototypicalDecoder method) (flair.nn.WordDropout method) (flair.splitter.NewlineSentenceSplitter method) (flair.splitter.NoSentenceSplitter method) (flair.splitter.SciSpacySentenceSplitter method) (flair.splitter.SegtokSentenceSplitter method) (flair.splitter.SentenceSplitter method) (flair.splitter.SpacySentenceSplitter method) (flair.splitter.TagSentenceSplitter method) (flair.tokenization.JapaneseTokenizer method) (flair.tokenization.SciSpacyTokenizer method) (flair.tokenization.SegtokTokenizer method) (flair.tokenization.SpaceTokenizer method) (flair.tokenization.SpacyTokenizer method) (flair.tokenization.Tokenizer method) (flair.tokenization.TokenizerWrapper method) (flair.trainers.LanguageModelTrainer method) (flair.trainers.ModelTrainer method) (flair.trainers.plugins.AnnealingPlugin method) (flair.trainers.plugins.BasePlugin method) (flair.trainers.plugins.CheckpointPlugin method) (flair.trainers.plugins.ClearmlLoggerPlugin method) (flair.trainers.plugins.LinearSchedulerPlugin method) (flair.trainers.plugins.LogFilePlugin method) (flair.trainers.plugins.LossFilePlugin method) (flair.trainers.plugins.MetricHistoryPlugin method) (flair.trainers.plugins.MetricName method) (flair.trainers.plugins.MetricRecord method) (flair.trainers.plugins.Pluggable method) (flair.trainers.plugins.ReduceTransformerVocabPlugin method) (flair.trainers.plugins.TensorboardLogger method) (flair.trainers.plugins.TrainerPlugin method) (flair.trainers.plugins.WeightExtractorPlugin method) (flair.trainers.TextCorpus method)

__version__ (in module flair) _download_wassa_if_not_there() (in module flair.datasets.document_classification) _get_processed_token_text() (in module flair.embeddings.transformer) _iter_dataset() (in module flair.data) _legacy_reconstruct_word_ids() (in module flair.embeddings.transformer) _len_dataset() (in module flair.data) _PartOfSentence (class in flair.data) _reconstruct_word_ids_from_subtokens() (in module flair.embeddings.transformer)

A

add_and_switch_to_new_task() (flair.models.FewshotClassifier method), [1] add_item() (flair.data.Dictionary method), [1] add_label() (flair.data._PartOfSentence method) (flair.data.DataPoint method), [1] (flair.data.Token method), [1] add_label_noise() (flair.data.Corpus method), [1] add_metadata() (flair.data.DataPoint method), [1] add_tags_proba_dist() (flair.data.Token method), [1] 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) (class in flair.datasets.document_classification) allow_unk_tag (flair.models.RelationClassifier property), [1] AMAZON_REVIEWS (class in flair.datasets) (class in flair.datasets.document_classification)

ANAT_EM (class in flair.datasets) (class in flair.datasets.biomedical) AnnealingPlugin (class in flair.trainers.plugins) append_plugin() (flair.trainers.plugins.Pluggable method) archive_url (flair.datasets.ONTONOTES attribute) (flair.datasets.sequence_labeling.ONTONOTES attribute) attach_to() (flair.trainers.plugins.BasePlugin method) attach_to_all_processes (flair.trainers.plugins.BasePlugin property) (flair.trainers.plugins.CheckpointPlugin property) (flair.trainers.plugins.ClearmlLoggerPlugin property) (flair.trainers.plugins.LogFilePlugin property) (flair.trainers.plugins.LossFilePlugin property) (flair.trainers.plugins.MetricHistoryPlugin property) (flair.trainers.plugins.ReduceTransformerVocabPlugin property) (flair.trainers.plugins.TensorboardLogger property) (flair.trainers.plugins.WeightExtractorPlugin property) augment_sentences() (flair.models.PrefixedSequenceTagger method), [1] AZDZ (class in flair.datasets) (class in flair.datasets.biomedical)

B

BasePlugin (class in flair.trainers.plugins) batch_size (flair.datasets.DataLoader attribute) BC2GM (class in flair.datasets) (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) (class in flair.datasets.biomedical) BIOBERT_CHEMICAL_BC4CHEMD (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_CHEMICAL_BC5CDR (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_DISEASE_BC5CDR (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_DISEASE_NCBI (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_GENE_BC2GM (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_GENE_JNLPBA (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_SPECIES_LINNAEUS (class in flair.datasets) (class in flair.datasets.biomedical) BIOBERT_SPECIES_S800 (class in flair.datasets) (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) (class in flair.datasets.biomedical) BIONLP2013_PC (class in flair.datasets) (class in flair.datasets.biomedical) BioNLPCorpus (class in flair.datasets.biomedical) BIOSCOPE (class in flair.datasets) (class in flair.datasets.sequence_labeling) BIOSEMANTICS (class in flair.datasets) (class in flair.datasets.biomedical)

bottom (flair.data.BoundingBox attribute), [1] BoundingBox (class in flair.data), [1] brat_to_internal() (in module flair.datasets.biomedical) build() (flair.models.EntityMentionLinker class method), [1] 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), [1] candidates (flair.datasets.entity_linking.EntityLinkingDictionary property) (flair.datasets.EntityLinkingDictionary property) CDR (class in flair.datasets) (class in flair.datasets.biomedical) CELL_FINDER (class in flair.datasets) (class in flair.datasets.biomedical) CELL_LINE_TAG (in module flair.datasets.biomedical) CEMP (class in flair.datasets) (class in flair.datasets.biomedical) char_contexts() (flair.visual.Visualizer static method) char_spans_to_token_spans() (flair.datasets.RE_ENGLISH_DRUGPROT method) (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), [1] CheckpointPlugin (class in flair.trainers.plugins) CHEMDNER (class in flair.datasets) (class in flair.datasets.biomedical) CHEMICAL_TAG (in module flair.datasets.biomedical) ClassificationCorpus (class in flair.datasets) (class in flair.datasets.document_classification) ClassificationDataset (class in flair.datasets) (class in flair.datasets.document_classification) Classifier (class in flair.nn), [1] CLEANCONLL (class in flair.datasets) (class in flair.datasets.sequence_labeling) clear_embeddings() (flair.data.DataPair method), [1] (flair.data.DataPoint method), [1] (flair.data.DataTriple method), [1] (flair.data.Sentence method), [1] ClearmlLoggerPlugin (class in flair.trainers.plugins) CLL (class in flair.datasets) (class in flair.datasets.biomedical) close_file_handler() (flair.trainers.plugins.LogFilePlugin method) collect_dynamic_axes() (flair.embeddings.transformer.TransformerOnnxEmbeddings class method) ColumnCorpus (class in flair.datasets) (class in flair.datasets.sequence_labeling) ColumnDataset (class in flair.datasets) (class in flair.datasets.sequence_labeling) combine_strided_tensors() (in module flair.embeddings.transformer)

COMMUNICATIVE_FUNCTIONS (class in flair.datasets) (class in flair.datasets.document_classification) ConcatFlairDataset (class in flair.data), [1] CONLL_03 (class in flair.datasets) (class in flair.datasets.sequence_labeling) CONLL_03_DUTCH (class in flair.datasets) (class in flair.datasets.sequence_labeling) CONLL_03_GERMAN (class in flair.datasets) (class in flair.datasets.sequence_labeling) CONLL_03_SPANISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) CONLL_2000 (class in flair.datasets) (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.RE_ENGLISH_CONLL04 method) (flair.datasets.relation_extraction.RE_ENGLISH_CONLL04 method) ConvTransformNetworkImageEmbeddings (class in flair.embeddings.image) copy_context_from_sentence() (flair.data.Sentence method), [1] Corpus (class in flair.data), [1] corpus (flair.trainers.ModelTrainer attribute) (flair.trainers.plugins.TrainerPlugin property) CRAFT (class in flair.datasets) (class in flair.datasets.biomedical) CRAFT_V4 (class in flair.datasets) (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) (class in flair.datasets.document_classification) CSVClassificationDataset (class in flair.datasets) (class in flair.datasets.document_classification) CTD_CHEMICALS_DICTIONARY (class in flair.datasets) (class in flair.datasets.entity_linking) CTD_DISEASES_DICTIONARY (class in flair.datasets) (class in flair.datasets.entity_linking) cummulative_sizes (flair.data.ConcatFlairDataset property), [1] cumsum() (flair.data.ConcatFlairDataset static method), [1] cumulative_sizes (flair.data.ConcatFlairDataset attribute), [1]

D

data_url (flair.datasets.NER_ESTONIAN_NOISY attribute) (flair.datasets.sequence_labeling.NER_ESTONIAN_NOISY attribute) database_name (flair.datasets.entity_linking.EntityLinkingDictionary property) (flair.datasets.EntityLinkingDictionary property) DataLoader (class in flair.datasets) (class in flair.datasets.base) DataPair (class in flair.data), [1] DataPairCorpus (class in flair.datasets) (class in flair.datasets.text_text) DataPairDataset (class in flair.datasets) (class in flair.datasets.text_text) DataPoint (class in flair.data), [1] dataset (flair.datasets.DataLoader attribute) dataset_document_iterator() (flair.datasets.ONTONOTES class method) (flair.datasets.sequence_labeling.ONTONOTES class method) datasets (flair.data.ConcatFlairDataset attribute), [1] DataTriple (class in flair.data), [1] DataTripleCorpus (class in flair.datasets) (class in flair.datasets.text_text) DataTripleDataset (class in flair.datasets) (class in flair.datasets.text_text) DECA (class in flair.datasets) (class in flair.datasets.biomedical) decode() (flair.models.Lemmatizer method), [1] DefaultClassifier (class in flair.nn), [1] detach() (flair.trainers.plugins.BasePlugin method) determine_tsv_file() (in module flair.datasets.entity_linking) dev (flair.data.Corpus property), [1] device (in module flair) Dictionary (class in flair.data), [1] dictionary (flair.models.EntityMentionLinker property), [1] DISEASE_TAG (in module flair.datasets.biomedical) dispatch() (flair.trainers.plugins.Pluggable method) document_cls_pooling() (in module flair.embeddings.transformer) 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) (flair.datasets.LINNEAUS static method) download_and_prepare() (flair.datasets.biomedical.CELL_FINDER class method) (flair.datasets.CELL_FINDER class method) download_and_prepare_amazon_product_file() (flair.datasets.AMAZON_REVIEWS method) (flair.datasets.document_classification.AMAZON_REVIEWS method) download_and_prepare_data() (flair.datasets.CLEANCONLL static method) (flair.datasets.sequence_labeling.CLEANCONLL static method) download_and_prepare_test() (flair.datasets.biomedical.HunerJNLPBA class method) (flair.datasets.biomedical.MIRNA class method) (flair.datasets.MIRNA class method) download_and_prepare_train() (flair.datasets.biomedical.HunerJNLPBA class method) (flair.datasets.biomedical.MIRNA class method) (flair.datasets.MIRNA class method) download_cll_dataset() (flair.datasets.biomedical.KaewphanCorpusHelper static method) download_corpora() (flair.datasets.biomedical.BioBertHelper static method) download_corpus() (flair.datasets.ANAT_EM static method) (flair.datasets.AZDZ class method) (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) (flair.datasets.BIONLP2013_CG static method) (flair.datasets.BIONLP2013_PC static method) (flair.datasets.CRAFT class method) (flair.datasets.CRAFT_V4 class method) (flair.datasets.DECA class method) (flair.datasets.FSU class method) (flair.datasets.NCBI_DISEASE class method) (flair.datasets.PDR class method) (flair.datasets.SCAI_CHEMICALS method) (flair.datasets.SCAI_DISEASE method)

download_dataset() (flair.datasets.BC2GM static method) (flair.datasets.BIO_INFER class method) (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) (flair.datasets.BIOSEMANTICS static method) (flair.datasets.CDR static method) (flair.datasets.CHEMDNER static method) (flair.datasets.IEPA static method) (flair.datasets.LOCTEXT static method) (flair.datasets.OSIRIS class method) (flair.datasets.S800 static method) (flair.datasets.VARIOME static method) download_dev_corpus() (flair.datasets.biomedical.CEMP class method) (flair.datasets.biomedical.GPRO class method) (flair.datasets.CEMP class method) (flair.datasets.GPRO class method) download_dictionary() (flair.datasets.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.CTD_DISEASES_DICTIONARY method) (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) (flair.datasets.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.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) (flair.datasets.CEMP class method) (flair.datasets.GPRO class method) downsample() (flair.data.Corpus method), [1] DpEntry (class in flair.datasets.biomedical) drop_last (flair.datasets.DataLoader attribute) drugprot_document_to_tokenlists() (flair.datasets.RE_ENGLISH_DRUGPROT method) (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) DT (in module flair.data) DT2 (in module flair.data) DT3 (in module flair.data)

E

ELMoEmbeddings (class in flair.embeddings.legacy) emb_first() (flair.models.SpanClassifier method), [1] emb_firstAndLast() (flair.models.SpanClassifier method), [1] emb_last() (flair.models.SpanClassifier method), [1] emb_mean() (flair.models.SpanClassifier method), [1] 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), [1] (flair.data.DataPoint property), [1] (flair.data.DataTriple property), [1] (flair.data.Image property), [1] (flair.data.Relation property), [1] (flair.data.Sentence property), [1] (flair.data.Span property), [1] (flair.data.Token property), [1] EMBEDDING_CLASSES (in module flair.embeddings.base) 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.Embeddings 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.NetworkImageEmbeddings attribute) (flair.embeddings.image.PrecomputedImageEmbeddings 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.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), [1] encode_token() (flair.models.Lemmatizer method), [1] end_position (flair.data.DataPair property), [1] (flair.data.DataPoint property), [1] (flair.data.DataTriple property), [1] (flair.data.Image property), [1] (flair.data.Relation property), [1] (flair.data.Sentence property), [1] (flair.data.Span property), [1] (flair.data.Token property), [1] 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), [1] EntityLinkingDictionary (class in flair.datasets) (class in flair.datasets.entity_linking) EntityMentionLinker (class in flair.models), [1] evaluate() (flair.models.EntityMentionLinker method), [1] (flair.models.Lemmatizer method), [1] (flair.models.MultitaskModel method), [1] (flair.models.TextPairRegressor method), [1] (flair.models.TextRegressor method), [1] (flair.nn.Classifier method), [1] (flair.nn.Model method), [1] (flair.trainers.LanguageModelTrainer method), [1] 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), [1] (flair.nn.WordDropout method), [1] extract_and_convert_to_conllu() (flair.datasets.RE_ENGLISH_DRUGPROT method) (flair.datasets.RE_ENGLISH_SEMEVAL2010 method) (flair.datasets.RE_ENGLISH_TACRED 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) extract_entities_mentions() (flair.models.EntityMentionLinker method), [1]

F

FastTextEmbeddings (class in flair.embeddings.token) FEATS (flair.datasets.ColumnDataset attribute) (flair.datasets.sequence_labeling.ColumnDataset attribute) FeideggerCorpus (class in flair.datasets) (class in flair.datasets.text_image) FeideggerDataset (class in flair.datasets) (class in flair.datasets.text_image) FEWNERD (class in flair.datasets) (class in flair.datasets.sequence_labeling) FewshotClassifier (class in flair.models), [1] 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), [1] filter_entities() (flair.datasets.biomedical.CRAFT_V4 method) (flair.datasets.CRAFT_V4 method) filter_long_sentences() (flair.data.Corpus method), [1] filter_nested_entities() (in module flair.datasets.biomedical) find_train_dev_test_files() (in module flair.datasets.base) fine_tune() (flair.trainers.ModelTrainer method), [1] flair.data module flair.datasets module flair.models module flair.nn module flair.trainers module flair.visual module FlairDatapointDataset (class in flair.datasets) (class in flair.datasets.base) FlairDataset (class in flair.data), [1] 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), [1] (flair.models.Lemmatizer method), [1] (flair.models.MultitaskModel method), [1] (flair.models.SequenceTagger method), [1] (flair.models.TextRegressor method), [1] (flair.nn.LabelVerbalizerDecoder method), [1] (flair.nn.LockedDropout method), [1] (flair.nn.PrototypicalDecoder method), [1] (flair.nn.WordDropout method), [1]

forward_labels_and_loss() (flair.models.TextRegressor method), [1] forward_loss() (flair.models.EntityMentionLinker method), [1] (flair.models.FewshotClassifier method), [1] (flair.models.Lemmatizer method), [1] (flair.models.MultitaskModel method), [1] (flair.models.PrefixedSequenceTagger method), [1] (flair.models.SequenceTagger method), [1] (flair.models.TextPairRegressor method), [1] (flair.models.TextRegressor method), [1] (flair.nn.DefaultClassifier method), [1] (flair.nn.Model method), [1] forward_pass() (flair.models.Lemmatizer method), [1] 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) (class in flair.datasets.biomedical)

G

GELLUS (class in flair.datasets) (class in flair.datasets.biomedical) GENE_TAG (in module flair.datasets.biomedical) generate_text() (flair.models.LanguageModel method), [1] GERMEVAL_2018_OFFENSIVE_LANGUAGE (class in flair.datasets) (class in flair.datasets.document_classification) get_all_sentences() (flair.data.Corpus method), [1] get_available_domains() (flair.datasets.ONTONOTES class method) (flair.datasets.sequence_labeling.ONTONOTES class method) get_batch_steps() (flair.trainers.ModelTrainer static method), [1] 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) (flair.datasets.HUNER_CELL_LINE_CLL method) (flair.datasets.HUNER_CELL_LINE_GELLUS method) (flair.datasets.HUNER_GENE_FSU method) get_current_label_dictionary() (flair.models.FewshotClassifier method), [1] get_current_label_type() (flair.models.FewshotClassifier method), [1] get_each_embedding() (flair.data.DataPoint method), [1] get_embedding() (flair.data.DataPoint method), [1] get_entities() (flair.datasets.biomedical.CHEBI static method) get_entity_label_types() (flair.models.EntityMentionLinker method), [1] 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) (flair.datasets.HUNER_CHEMICAL_CDR method) (flair.datasets.HUNER_CHEMICAL_CEMP method) (flair.datasets.HUNER_CHEMICAL_SCAI method) (flair.datasets.HUNER_DISEASE_CDR method) (flair.datasets.HUNER_DISEASE_NCBI method) (flair.datasets.HUNER_DISEASE_PDR method) (flair.datasets.HUNER_DISEASE_SCAI method) (flair.datasets.HUNER_DISEASE_VARIOME method) (flair.datasets.HUNER_GENE_BIO_INFER method) (flair.datasets.HUNER_GENE_DECA method) (flair.datasets.HUNER_GENE_FSU method) (flair.datasets.HUNER_GENE_GPRO method) (flair.datasets.HUNER_GENE_OSIRIS method) (flair.datasets.HUNER_GENE_VARIOME method) (flair.datasets.HUNER_SPECIES_LINNEAUS method) (flair.datasets.HUNER_SPECIES_S800 method) (flair.datasets.HUNER_SPECIES_VARIOME method)

get_head() (flair.data.Token method), [1] get_idx_for_item() (flair.data.Dictionary method), [1] get_idx_for_items() (flair.data.Dictionary method), [1] get_instance_parameters() (flair.embeddings.base.Embeddings static method) get_item_for_index() (flair.data.Dictionary method), [1] get_items() (flair.data.Dictionary method), [1] get_label() (flair.data.DataPoint method), [1] get_label_distribution() (flair.data.Corpus method), [1] get_labels() (flair.data.DataPoint method), [1] (flair.data.Sentence method), [1] get_language_code() (flair.data.Sentence method), [1] get_metadata() (flair.data.DataPoint method), [1] get_mirna_subset() (flair.datasets.biomedical.HunerMiRNAHelper static 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), [1] get_relations() (flair.data.Sentence method), [1] get_representation() (flair.models.LanguageModel method), [1] get_span() (flair.data.Sentence method), [1] get_spans() (flair.data.Sentence method), [1] get_spans_from_bio() (in module flair.data), [1] 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), [1] get_token() (flair.data.Sentence method), [1] get_used_tokens() (flair.models.FewshotClassifier method), [1] (flair.models.MultitaskModel method), [1] (flair.models.RelationClassifier method), [1] (flair.models.TextPairClassifier method), [1] (flair.models.TextPairRegressor method), [1] (flair.models.TextRegressor method), [1] (flair.models.TextTripleClassifier method), [1] (flair.nn.Classifier method), [1] GLUE_COLA (class in flair.datasets) (class in flair.datasets.document_classification) GLUE_MNLI (class in flair.datasets) (class in flair.datasets.text_text) GLUE_MRPC (class in flair.datasets) (class in flair.datasets.text_text) GLUE_QNLI (class in flair.datasets) (class in flair.datasets.text_text) GLUE_QQP (class in flair.datasets) (class in flair.datasets.text_text) GLUE_RTE (class in flair.datasets) (class in flair.datasets.text_text) GLUE_SST2 (class in flair.datasets) (class in flair.datasets.document_classification) GLUE_STSB (class in flair.datasets) (class in flair.datasets.text_text) GLUE_WNLI (class in flair.datasets) (class in flair.datasets.text_text) GO_EMOTIONS (class in flair.datasets) (class in flair.datasets.document_classification) GPRO (class in flair.datasets) (class in flair.datasets.biomedical)

H

has_item() (flair.data.Dictionary method), [1] has_label() (flair.data.DataPoint method), [1] has_metadata() (flair.data.DataPoint method), [1] has_overlap() (flair.datasets.RE_ENGLISH_DRUGPROT method) (flair.datasets.relation_extraction.RE_ENGLISH_DRUGPROT method) HashEmbeddings (class in flair.embeddings.token) HEAD (flair.datasets.ColumnDataset attribute) (flair.datasets.sequence_labeling.ColumnDataset attribute) head_id_column (flair.datasets.ColumnDataset attribute) highlight() (flair.visual.Highlighter method) highlight_selection() (flair.visual.Highlighter method) Highlighter (class in flair.visual) 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) (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) (class in flair.datasets.biomedical) HUNER_CELL_LINE_CLL (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CELL_LINE_GELLUS (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CELL_LINE_JNLPBA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CHEBI (class in flair.datasets.biomedical) HUNER_CHEMICAL (class in flair.datasets) (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) (class in flair.datasets.biomedical) HUNER_CHEMICAL_CEMP (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CHEMICAL_CHEBI (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CHEMICAL_CHEMDNER (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_CHEMICAL_CPI (class in flair.datasets.biomedical) HUNER_CHEMICAL_CRAFT_V4 (class in flair.datasets) (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) (class in flair.datasets.biomedical) HUNER_CRAFT_V4 (class in flair.datasets.biomedical) HUNER_DISEASE (class in flair.datasets) (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) (class in flair.datasets.biomedical) HUNER_DISEASE_MIRNA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_DISEASE_NCBI (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_DISEASE_PDR (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_DISEASE_SCAI (class in flair.datasets) (class in flair.datasets.biomedical)

HUNER_DISEASE_VARIOME (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_BC2GM (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_BIO_INFER (class in flair.datasets) (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) (class in flair.datasets.biomedical) HUNER_GENE_CHEBI (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_CPI (class in flair.datasets.biomedical) HUNER_GENE_CRAFT_V4 (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_DECA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_DRUGPROT (class in flair.datasets.biomedical) HUNER_GENE_FSU (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_GNORMPLUS (class in flair.datasets.biomedical) HUNER_GENE_GPRO (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_IEPA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_JNLPBA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_LOCTEXT (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_MIRNA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_GENE_NLM_GENE (class in flair.datasets.biomedical) HUNER_GENE_OSIRIS (class in flair.datasets) (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) (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) (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) (class in flair.datasets.biomedical) HUNER_SPECIES_CHEBI (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_CRAFT_V4 (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_LINNEAUS (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_LOCTEXT (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_MIRNA (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_S800 (class in flair.datasets) (class in flair.datasets.biomedical) HUNER_SPECIES_VARIOME (class in flair.datasets) (class in flair.datasets.biomedical) HunerDataset (class in flair.datasets.biomedical) HunerEntityLinkingDictionary (class in flair.datasets) (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), [1] IEPA (class in flair.datasets) (class in flair.datasets.biomedical) Image (class in flair.data), [1] ImageEmbeddings (class in flair.embeddings.image) IMDB (class in flair.datasets) (class in flair.datasets.document_classification) infer_space_after() (flair.data.Sentence method), [1] init_hidden() (flair.models.LanguageModel method), [1] init_weights() (flair.models.LanguageModel method), [1] initialize() (flair.models.LanguageModel static method), [1] InMemoryEntityLinkingDictionary (class in flair.datasets.entity_linking) insert_missing_embeddings() (in module flair.embeddings.transformer) InternalBioNerDataset (class in flair.datasets.biomedical) is_before() (flair.datasets.biomedical.Entity method) is_context_set() (flair.data.Sentence method), [1] is_current_task_multi_label() (flair.models.FewshotClassifier method), [1] is_histogram (flair.trainers.plugins.MetricRecord property) is_in_memory() (flair.data.FlairDataset method), [1] (flair.datasets.base.FlairDatapointDataset method) (flair.datasets.base.MongoDataset method) (flair.datasets.base.StringDataset method) (flair.datasets.ClassificationDataset method) (flair.datasets.ColumnDataset method) (flair.datasets.CSVClassificationDataset method) (flair.datasets.DataPairDataset method) (flair.datasets.DataTripleDataset method) (flair.datasets.document_classification.ClassificationDataset method) (flair.datasets.document_classification.CSVClassificationDataset method) (flair.datasets.FeideggerDataset method) (flair.datasets.FlairDatapointDataset method) (flair.datasets.MongoDataset method) (flair.datasets.ocr.OcrJsonDataset method) (flair.datasets.OcrJsonDataset method) (flair.datasets.ParallelTextCorpus method) (flair.datasets.ParallelTextDataset method) (flair.datasets.sequence_labeling.ColumnDataset method) (flair.datasets.sequence_labeling.JsonlDataset method) (flair.datasets.StringDataset 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) (flair.datasets.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), [1] 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) (class in flair.datasets.biomedical) joined_name (flair.trainers.plugins.MetricRecord property)

jsonl_from_eval_dataset() (flair.datasets.SUPERGLUE_RTE method) (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) (class in flair.datasets.sequence_labeling)

KEYPHRASE_SEMEVAL2010 (class in flair.datasets) (class in flair.datasets.sequence_labeling) KEYPHRASE_SEMEVAL2017 (class in flair.datasets) (class in flair.datasets.sequence_labeling)

L

Label (class in flair.data), [1] label_dictionary (flair.nn.LabelVerbalizerDecoder attribute), [1] label_encoder (flair.nn.LabelVerbalizerDecoder attribute), [1] label_map (flair.datasets.document_classification.GLUE_SST2 attribute) (flair.datasets.GLUE_SST2 attribute) LABEL_MATCH (flair.models.TARSClassifier attribute), [1] LABEL_NO_MATCH (flair.models.TARSClassifier attribute), [1] label_type (flair.models.EntityMentionLinker property), [1] (flair.models.FewshotClassifier property), [1] (flair.models.Lemmatizer property), [1] (flair.models.MultitaskModel property), [1] (flair.models.RelationClassifier property), [1] (flair.models.RelationExtractor property), [1] (flair.models.SequenceTagger property), [1] (flair.models.SpanClassifier property), [1] (flair.models.TextClassifier property), [1] (flair.models.TextPairClassifier property), [1] (flair.models.TextPairRegressor property), [1] (flair.models.TextRegressor property), [1] (flair.models.TextTripleClassifier property), [1] (flair.models.TokenClassifier property), [1] (flair.nn.Model property), [1] label_url (flair.datasets.NER_ESTONIAN_NOISY attribute) (flair.datasets.NER_NOISEBENCH attribute) (flair.datasets.sequence_labeling.NER_ESTONIAN_NOISY attribute) (flair.datasets.sequence_labeling.NER_NOISEBENCH attribute) labeled_identifier (flair.data.Label property), [1] labels (flair.data.DataPoint property), [1] LabelVerbalizerDecoder (class in flair.nn), [1] LanguageModel (class in flair.models), [1] LanguageModelTrainer (class in flair.trainers), [1] LARGE_INTEGER (in module flair.embeddings.transformer) last_entity (flair.datasets.biomedical.DpEntry attribute) left (flair.data.BoundingBox attribute), [1] left_context() (flair.data.Sentence method), [1]

Lemmatizer (class in flair.models), [1] LinearSchedulerPlugin (class in flair.trainers.plugins) LINNEAUS (class in flair.datasets) (class in flair.datasets.biomedical) list_existing_tasks() (flair.models.FewshotClassifier method), [1] load() (flair.data.Dictionary class method), [1] (flair.models.EntityMentionLinker class method), [1] (flair.models.FewshotClassifier class method), [1] (flair.models.MultitaskModel class method), [1] (flair.models.PrefixedSequenceTagger class method), [1] (flair.models.RelationClassifier class method), [1] (flair.models.RelationExtractor class method), [1] (flair.models.SequenceTagger class method), [1] (flair.models.SpanClassifier class method), [1] (flair.models.TARSClassifier class method), [1] (flair.models.TARSTagger class method), [1] (flair.models.TextClassifier class method), [1] (flair.models.TextRegressor class method), [1] (flair.models.TokenClassifier class method), [1] (flair.nn.Classifier class method), [1] (flair.nn.DefaultClassifier class method), [1] (flair.nn.Model class method), [1] load_checkpoint() (flair.models.LanguageModel class method), [1] (flair.trainers.LanguageModelTrainer static method), [1] load_embedding() (flair.embeddings.base.Embeddings class method) load_embeddings() (in module flair.embeddings.base) load_from_file() (flair.data.Dictionary class method), [1] load_language_model() (flair.models.LanguageModel class method), [1] LockedDropout (class in flair.nn), [1] LOCTEXT (class in flair.datasets) (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), [1] make_tag_dictionary() (flair.data.Corpus method), [1] make_vocab_dictionary() (flair.data.Corpus method), [1] mark_func_as_hook() (flair.trainers.plugins.BasePlugin class method) MASAKHA_POS (class in flair.datasets) (class in flair.datasets.sequence_labeling) merge_datasets() (in module flair.datasets.biomedical) metadata_str (flair.data.Label property), [1] 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) (class in flair.datasets.biomedical) Model (class in flair.nn), [1]

model (flair.trainers.ModelTrainer attribute) (flair.trainers.plugins.TrainerPlugin property) model_card (flair.nn.Model attribute), [1] ModelTrainer (class in flair.trainers), [1] module flair.data flair.datasets flair.models flair.nn flair.trainers flair.visual MongoDataset (class in flair.datasets) (class in flair.datasets.base) multi_label_threshold (flair.nn.DefaultClassifier property), [1] MultiCorpus (class in flair.data), [1] MultiFileColumnCorpus (class in flair.datasets.sequence_labeling) MultiFileJsonlCorpus (class in flair.datasets.sequence_labeling) MultitaskModel (class in flair.models), [1] MuseCrosslingualEmbeddings (class in flair.embeddings.token)

N

name (flair.datasets.GLUE_SST2 attribute) (flair.datasets.NER_ESTONIAN_NOISY attribute) (flair.datasets.NER_NOISEBENCH attribute) (flair.datasets.ONTONOTES 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) (class in flair.datasets.biomedical) NCBI_GENE_HUMAN_DICTIONARY (class in flair.datasets) (class in flair.datasets.entity_linking) NCBI_TAXONOMY_DICTIONARY (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_ENGLISH_AIDA (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_ENGLISH_AQUAINT (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_ENGLISH_IITB (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_ENGLISH_REDDIT (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_ENGLISH_TWEEKI (class in flair.datasets) (class in flair.datasets.entity_linking) NEL_GERMAN_HIPE (class in flair.datasets) (class in flair.datasets.entity_linking) NER_ARABIC_ANER (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ARABIC_AQMAR (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_BASQUE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_CHINESE_WEIBO (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_DANISH_DANE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_MOVIE_COMPLEX (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_MOVIE_SIMPLE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_PERSON (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_RESTAURANT (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_SEC_FILLINGS (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_STACKOVERFLOW (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_TWITTER (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_WEBPAGES (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ENGLISH_WIKIGOLD (class in flair.datasets) (class in flair.datasets.sequence_labeling)

NER_ENGLISH_WNUT_2020 (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ESTONIAN_NOISY (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_FINNISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_BIOFID (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_EUROPARL (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_GERMEVAL (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_LEGAL (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_MOBIE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_GERMAN_POLITICS (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_HIPE_2022 (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_HUNGARIAN (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ICDAR_EUROPEANA (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_ICELANDIC (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_JAPANESE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MASAKHANE (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MULTI_CONER (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MULTI_CONER_V2 (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MULTI_WIKIANN (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MULTI_WIKINER (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_MULTI_XTREME (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_NERMUD (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_NOISEBENCH (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_SWEDISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_TURKU (class in flair.datasets) (class in flair.datasets.sequence_labeling) NER_UKRAINIAN (class in flair.datasets) (class in flair.datasets.sequence_labeling) NetworkImageEmbeddings (class in flair.embeddings.image) NewlineSentenceSplitter (class in flair.splitter) NEWSGROUPS (class in flair.datasets) (class in flair.datasets.document_classification) next_sentence() (flair.data.Sentence method), [1] NILCEmbeddings (class in flair.embeddings.token) NoSentenceSplitter (class in flair.splitter) num_embeddings (flair.embeddings.token.HashEmbeddings property) num_prototypes (flair.nn.PrototypicalDecoder property), [1] num_workers (flair.datasets.DataLoader attribute)

O

obtain_statistics() (flair.data.Corpus method), [1] OcrCorpus (class in flair.datasets.ocr) OcrJsonDataset (class in flair.datasets) (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) (class in flair.datasets.sequence_labeling) optimize_model() (flair.embeddings.transformer.TransformerOnnxEmbeddings method) OpusParallelCorpus (class in flair.datasets) (class in flair.datasets.text_text) OSIRIS (class in flair.datasets) (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) (class in flair.datasets.text_text) ParallelTextDataset (class in flair.datasets) (class in flair.datasets.text_text) parameter_to_list() (flair.embeddings.transformer.TransformerJitEmbeddings class method) parse_corpus() (flair.datasets.AZDZ static method) (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) (flair.datasets.CRAFT static method) (flair.datasets.CRAFT_V4 static method) (flair.datasets.DECA static method) (flair.datasets.FSU static method) (flair.datasets.VARIOME static method) parse_dataset() (flair.datasets.BC2GM static method) (flair.datasets.BIO_INFER class method) (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) (flair.datasets.BIOSEMANTICS static method) (flair.datasets.IEPA class method) (flair.datasets.LOCTEXT static method) (flair.datasets.OSIRIS class method) (flair.datasets.S800 static method) parse_dictionary() (flair.datasets.entity_linking.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.entity_linking.NCBI_TAXONOMY_DICTIONARY method) (flair.datasets.NCBI_GENE_HUMAN_DICTIONARY method) (flair.datasets.NCBI_TAXONOMY_DICTIONARY method) parse_file() (flair.datasets.biomedical.MIRNA class method) (flair.datasets.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.CTD_DISEASES_DICTIONARY method) (flair.datasets.entity_linking.CTD_CHEMICALS_DICTIONARY method) (flair.datasets.entity_linking.CTD_DISEASES_DICTIONARY method) (flair.datasets.MIRNA class 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) (flair.datasets.CEMP static method) (flair.datasets.GPRO static method) (flair.datasets.NCBI_DISEASE static method)

parse_input_files() (flair.datasets.ANAT_EM static method) (flair.datasets.biomedical.ANAT_EM static method) (flair.datasets.biomedical.BioNLPCorpus static method) parse_test_dataset() (flair.datasets.BC2GM class method) (flair.datasets.biomedical.BC2GM class method) parse_train_dataset() (flair.datasets.BC2GM class method) (flair.datasets.biomedical.BC2GM class method) patch_training_file() (flair.datasets.biomedical.NCBI_DISEASE static method) (flair.datasets.NCBI_DISEASE static method) PDR (class in flair.datasets) (class in flair.datasets.biomedical) perform_corpus_download() (flair.datasets.biomedical.SCAI_CHEMICALS static method) (flair.datasets.biomedical.SCAI_DISEASE static method) (flair.datasets.SCAI_CHEMICALS static method) (flair.datasets.SCAI_DISEASE static method) pin_memory (flair.datasets.DataLoader attribute) pin_memory_device (flair.datasets.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.EntityMentionLinker method), [1] (flair.models.Lemmatizer method), [1] (flair.models.MultitaskModel method), [1] (flair.models.PrefixedSequenceTagger method), [1] (flair.models.RegexpTagger method), [1] (flair.models.RelationClassifier method), [1] (flair.models.SequenceTagger method), [1] (flair.models.TARSClassifier method), [1] (flair.models.TARSTagger method), [1] (flair.models.TextPairRegressor method), [1] (flair.models.TextRegressor method), [1] (flair.nn.Classifier method), [1] (flair.nn.DefaultClassifier method), [1] predict_zero_shot() (flair.models.FewshotClassifier method), [1] prefetch_factor (flair.datasets.DataLoader attribute) PrefixedSequenceTagger (class in flair.models), [1] prepare_and_save_dataset() (flair.datasets.biomedical.KaewphanCorpusHelper static method) prepare_char_embeddings() (flair.visual.Visualizer static method) prepare_splits() (flair.datasets.biomedical.CRAFT_V4 static method) (flair.datasets.CRAFT_V4 static method) prepare_tensors() (flair.embeddings.transformer.TransformerBaseEmbeddings method) prepare_word_embeddings() (flair.visual.Visualizer static method) previous_sentence() (flair.data.Sentence method), [1] print_model_card() (flair.nn.Model method), [1] process_dataset() (flair.datasets.biomedical.CoNLLWriter method) PrototypicalDecoder (class in flair.nn), [1] push_to_hub() (flair.models.SequenceTagger method), [1]

Q

quantize_model() (flair.embeddings.transformer.TransformerOnnxEmbeddings method)

R

randomly_split_into_two_datasets() (in module flair.data), [1] RE_ENGLISH_CONLL04 (class in flair.datasets) (class in flair.datasets.relation_extraction) RE_ENGLISH_DRUGPROT (class in flair.datasets) (class in flair.datasets.relation_extraction) RE_ENGLISH_SEMEVAL2010 (class in flair.datasets) (class in flair.datasets.relation_extraction) RE_ENGLISH_TACRED (class in flair.datasets) (class in flair.datasets.relation_extraction) read_dataset() (flair.datasets.biomedical.KaewphanCorpusHelper static method) read_file() (flair.datasets.biomedical.HunerJNLPBA class method) read_folder() (flair.datasets.biomedical.CELL_FINDER class method) (flair.datasets.CELL_FINDER class method) ReduceTransformerVocabPlugin (class in flair.trainers.plugins) RegexpTagger (class in flair.models), [1] register_embeddings() (in module flair.embeddings.base) register_hook() (flair.trainers.plugins.Pluggable method) register_labels() (flair.models.RegexpTagger method), [1] register_transformer_smaller_training_vocab() (flair.trainers.plugins.ReduceTransformerVocabPlugin method) registered_labels (flair.models.RegexpTagger property), [1]

Relation (class in flair.data), [1] RelationClassifier (class in flair.models), [1] RelationExtractor (class in flair.models), [1] remove_hook() (flair.trainers.plugins.Pluggable method) remove_item() (flair.data.Dictionary method), [1] remove_labels() (flair.data._PartOfSentence method) (flair.data.DataPoint method), [1] (flair.data.Sentence method), [1] (flair.models.RegexpTagger method), [1] remove_session() (flair.embeddings.transformer.TransformerOnnxEmbeddings method) remove_special_markup() (in module flair.embeddings.transformer) repackage_hidden() (flair.models.LanguageModel method), [1] reset_training_attributes() (flair.trainers.ModelTrainer method), [1] resolve_precomputed_path() (flair.embeddings.token.WordEmbeddings method) return_values (flair.trainers.ModelTrainer attribute) right (flair.data.BoundingBox attribute), [1] right_context() (flair.data.Sentence method), [1] RNN() (flair.models.SequenceTagger static method), [1] rte_jsonl_to_tsv() (in module flair.datasets.text_text) run_tokenize() (flair.tokenization.SegtokTokenizer static method) (flair.tokenization.SpaceTokenizer static method)

S

S800 (class in flair.datasets) (class in flair.datasets.biomedical) sampler (flair.datasets.DataLoader attribute) save() (flair.data.Dictionary method), [1] (flair.models.LanguageModel method), [1] (flair.nn.Model method), [1] save_checkpoint() (flair.models.LanguageModel method), [1] save_embeddings() (flair.embeddings.base.Embeddings method) save_model_at_the_end() (flair.trainers.plugins.ReduceTransformerVocabPlugin method) SAVE_TRAINDEV_FILE (flair.datasets.NER_NOISEBENCH attribute) (flair.datasets.sequence_labeling.NER_NOISEBENCH attribute) SCAI_CHEMICALS (class in flair.datasets) (class in flair.datasets.biomedical) SCAI_DISEASE (class in flair.datasets) (class in flair.datasets.biomedical) ScaiCorpus (class in flair.datasets.biomedical) scalar() (flair.trainers.plugins.MetricRecord class method) scalar_list() (flair.trainers.plugins.MetricRecord class method) ScalarMix (class in flair.embeddings.base) SciSpacySentenceSplitter (class in flair.splitter) SciSpacyTokenizer (class in flair.tokenization) score (flair.data.DataPoint property), [1] (flair.data.Label property), [1] SegtokSentenceSplitter (class in flair.splitter) SegtokTokenizer (class in flair.tokenization) Sentence (class in flair.data), [1] SENTENCE_BOUNDARY_TAG (in module flair.embeddings.transformer) sentence_iterator() (flair.datasets.ONTONOTES class method) (flair.datasets.sequence_labeling.ONTONOTES class method) SENTENCE_TAG (in module flair.datasets.biomedical) SentenceDataset (class in flair.datasets) (class in flair.datasets.base) sentences (flair.datasets.ColumnDataset attribute) sentences_raw (flair.datasets.ColumnDataset attribute) SentenceSplitter (class in flair.splitter) SentenceTransformerDocumentEmbeddings (class in flair.embeddings.document) SENTEVAL_CR (class in flair.datasets) (class in flair.datasets.document_classification) SENTEVAL_MPQA (class in flair.datasets) (class in flair.datasets.document_classification) SENTEVAL_MR (class in flair.datasets) (class in flair.datasets.document_classification) SENTEVAL_SST_BINARY (class in flair.datasets) (class in flair.datasets.document_classification) SENTEVAL_SST_GRANULAR (class in flair.datasets) (class in flair.datasets.document_classification) SENTEVAL_SUBJ (class in flair.datasets) (class in flair.datasets.document_classification) SENTIMENT_140 (class in flair.datasets) (class in flair.datasets.document_classification) separator (flair.models.TARSClassifier attribute) (flair.models.TARSTagger attribute) SequenceTagger (class in flair.models), [1] set_context_for_sentences() (flair.data.Sentence class method), [1] set_embedding() (flair.data.DataPoint method), [1] set_hidden() (flair.models.LanguageModel method), [1] set_label() (flair.data._PartOfSentence method) (flair.data.DataPoint method), [1] (flair.data.Token method), [1] set_proxies() (in module flair) set_seed() (in module flair) set_start_stop_tags() (flair.data.Dictionary method), [1] set_value() (flair.data.Label method), [1] shortstring (flair.data.Label property), [1] SPACE_AFTER_KEY (flair.datasets.ColumnDataset attribute) (flair.datasets.sequence_labeling.ColumnDataset attribute) SpaceTokenizer (class in flair.tokenization) SpacySentenceSplitter (class in flair.splitter) SpacyTokenizer (class in flair.tokenization) Span (class in flair.data), [1] SpanClassifier (class in flair.models), [1] SPECIES_TAG (in module flair.datasets.biomedical) split() (flair.splitter.SentenceSplitter method) split_batch_to_task_ids() (flair.models.MultitaskModel static method), [1] split_url() (flair.datasets.biomedical.HUNER_ALL_CDR static method) (flair.datasets.biomedical.HUNER_ALL_CELL_FINDER static method) (flair.datasets.biomedical.HUNER_ALL_SCAI static method) (flair.datasets.biomedical.HUNER_ALL_VARIOME static method) (flair.datasets.biomedical.HUNER_BIONLP2013_CG static method) (flair.datasets.biomedical.HUNER_CELL_LINE_CELL_FINDER static method) (flair.datasets.biomedical.HUNER_CELL_LINE_CLL static method) (flair.datasets.biomedical.HUNER_CELL_LINE_GELLUS static method) (flair.datasets.biomedical.HUNER_CHEBI static method) (flair.datasets.biomedical.HUNER_CHEMICAL_CDR static method) (flair.datasets.biomedical.HUNER_CHEMICAL_CEMP static method) (flair.datasets.biomedical.HUNER_CHEMICAL_CHEMDNER static method) (flair.datasets.biomedical.HUNER_CHEMICAL_SCAI static method) (flair.datasets.biomedical.HUNER_CRAFT_V4 static method) (flair.datasets.biomedical.HUNER_DISEASE_CDR static method) (flair.datasets.biomedical.HUNER_DISEASE_NCBI static method) (flair.datasets.biomedical.HUNER_DISEASE_PDR static method) (flair.datasets.biomedical.HUNER_DISEASE_SCAI static method) (flair.datasets.biomedical.HUNER_DISEASE_VARIOME static method) (flair.datasets.biomedical.HUNER_GENE_BC2GM static method) (flair.datasets.biomedical.HUNER_GENE_BIO_INFER static method) (flair.datasets.biomedical.HUNER_GENE_CELL_FINDER static method) (flair.datasets.biomedical.HUNER_GENE_DECA static method) (flair.datasets.biomedical.HUNER_GENE_FSU static method) (flair.datasets.biomedical.HUNER_GENE_GPRO static method) (flair.datasets.biomedical.HUNER_GENE_IEPA static method) (flair.datasets.biomedical.HUNER_GENE_OSIRIS static method) (flair.datasets.biomedical.HUNER_GENE_VARIOME static method) (flair.datasets.biomedical.HUNER_JNLPBA static method) (flair.datasets.biomedical.HUNER_LOCTEXT static method) (flair.datasets.biomedical.HUNER_MIRNA static method) (flair.datasets.biomedical.HUNER_SPECIES_CELL_FINDER static method) (flair.datasets.biomedical.HUNER_SPECIES_LINNEAUS static method) (flair.datasets.biomedical.HUNER_SPECIES_S800 static method) (flair.datasets.biomedical.HUNER_SPECIES_VARIOME static method) (flair.datasets.biomedical.HunerDataset static method) (flair.datasets.HUNER_CELL_LINE_CELL_FINDER static method) (flair.datasets.HUNER_CELL_LINE_CLL static method) (flair.datasets.HUNER_CELL_LINE_GELLUS static method) (flair.datasets.HUNER_CHEMICAL_CDR static method) (flair.datasets.HUNER_CHEMICAL_CEMP static method) (flair.datasets.HUNER_CHEMICAL_CHEMDNER static method) (flair.datasets.HUNER_CHEMICAL_SCAI static method) (flair.datasets.HUNER_DISEASE_CDR static method) (flair.datasets.HUNER_DISEASE_NCBI static method) (flair.datasets.HUNER_DISEASE_PDR static method) (flair.datasets.HUNER_DISEASE_SCAI static method) (flair.datasets.HUNER_DISEASE_VARIOME static method) (flair.datasets.HUNER_GENE_BC2GM static method) (flair.datasets.HUNER_GENE_BIO_INFER static method) (flair.datasets.HUNER_GENE_CELL_FINDER static method) (flair.datasets.HUNER_GENE_DECA static method) (flair.datasets.HUNER_GENE_FSU static method) (flair.datasets.HUNER_GENE_GPRO static method) (flair.datasets.HUNER_GENE_IEPA static method) (flair.datasets.HUNER_GENE_OSIRIS static method) (flair.datasets.HUNER_GENE_VARIOME static method) (flair.datasets.HUNER_SPECIES_CELL_FINDER static method) (flair.datasets.HUNER_SPECIES_LINNEAUS static method) (flair.datasets.HUNER_SPECIES_S800 static method) (flair.datasets.HUNER_SPECIES_VARIOME static method)

SROIE (class in flair.datasets) (class in flair.datasets.ocr) StackedEmbeddings (class in flair.embeddings.token) STACKOVERFLOW (class in flair.datasets) (class in flair.datasets.document_classification) start_position (flair.data.DataPair property), [1] (flair.data.DataPoint property), [1] (flair.data.DataTriple property), [1] (flair.data.Image property), [1] (flair.data.Relation property), [1] (flair.data.Sentence property), [1] (flair.data.Span property), [1] (flair.data.Token property), [1] start_stop_tags_are_set() (flair.data.Dictionary method), [1] state_dict() (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.WordEmbeddings method) static_label_type (flair.models.TARSClassifier attribute), [1] (flair.models.TARSTagger attribute), [1] store_learning_rate() (flair.trainers.plugins.AnnealingPlugin method) (flair.trainers.plugins.LinearSchedulerPlugin method) string() (flair.trainers.plugins.MetricRecord class method) StringDataset (class in flair.datasets) (class in flair.datasets.base) SUPERGLUE_RTE (class in flair.datasets) (class in flair.datasets.text_text) switch_to_task() (flair.models.FewshotClassifier method), [1]

T

T_co (in module flair.data) tag (flair.data.DataPoint property), [1] (flair.data.Relation property), [1] TagSentenceSplitter (class in flair.splitter) tars_embeddings (flair.models.FewshotClassifier property), [1] (flair.models.TARSClassifier property), [1] (flair.models.TARSTagger property), [1] tars_model (flair.models.TARSClassifier attribute) (flair.models.TARSTagger attribute) TARSClassifier (class in flair.models), [1] TARSTagger (class in flair.models), [1] TensorboardLogger (class in flair.trainers.plugins) test (flair.data.Corpus property), [1] text (flair.data.DataPair property), [1] (flair.data.DataPoint property), [1] (flair.data.DataTriple property), [1] (flair.data.Image property), [1] (flair.data.Relation property), [1] (flair.data.Sentence property), [1] (flair.data.Span property), [1] (flair.data.Token property), [1] text_column (flair.datasets.ColumnDataset attribute) text_to_index (flair.datasets.entity_linking.EntityLinkingDictionary property) (flair.datasets.EntityLinkingDictionary property) TextClassifier (class in flair.models), [1] TextCorpus (class in flair.trainers), [1] TextPair (in module flair.data) TextPairClassifier (class in flair.models), [1] TextPairRegressor (class in flair.models), [1] TextRegressor (class in flair.models), [1] TextTriple (in module flair.data) TextTripleClassifier (class in flair.models), [1] timeout (flair.datasets.DataLoader attribute) to() (flair.data.DataPair method), [1] (flair.data.DataPoint method), [1] (flair.data.DataTriple method), [1] (flair.data.Sentence method), [1] (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.WordEmbeddings method) to_args() (flair.embeddings.transformer.TransformerBaseEmbeddings method) to_dict() (flair.data.EntityCandidate method), [1] (flair.data.Label method), [1] (flair.data.Relation method), [1] (flair.data.Sentence method), [1] (flair.data.Span method), [1] (flair.data.Token method), [1] to_in_memory_dictionary() (flair.datasets.entity_linking.EntityLinkingDictionary method) (flair.datasets.EntityLinkingDictionary method) to_internal() (flair.datasets.biomedical.HUNER_ALL_CDR method) (flair.datasets.biomedical.HUNER_ALL_CELL_FINDER 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_CELL_FINDER method) (flair.datasets.biomedical.HUNER_CELL_LINE_CLL method) (flair.datasets.biomedical.HUNER_CELL_LINE_GELLUS method) (flair.datasets.biomedical.HUNER_CHEBI method) (flair.datasets.biomedical.HUNER_CHEMICAL_CDR method) (flair.datasets.biomedical.HUNER_CHEMICAL_CEMP method) (flair.datasets.biomedical.HUNER_CHEMICAL_CHEMDNER method) (flair.datasets.biomedical.HUNER_CHEMICAL_SCAI method) (flair.datasets.biomedical.HUNER_CRAFT_V4 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_BC2GM method) (flair.datasets.biomedical.HUNER_GENE_BIO_INFER method) (flair.datasets.biomedical.HUNER_GENE_CELL_FINDER method) (flair.datasets.biomedical.HUNER_GENE_DECA method) (flair.datasets.biomedical.HUNER_GENE_FSU method) (flair.datasets.biomedical.HUNER_GENE_GPRO method) (flair.datasets.biomedical.HUNER_GENE_IEPA method) (flair.datasets.biomedical.HUNER_GENE_OSIRIS 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_CELL_FINDER method) (flair.datasets.biomedical.HUNER_SPECIES_LINNEAUS method) (flair.datasets.biomedical.HUNER_SPECIES_S800 method) (flair.datasets.biomedical.HUNER_SPECIES_VARIOME method) (flair.datasets.biomedical.HunerDataset method) (flair.datasets.HUNER_CELL_LINE_CELL_FINDER method) (flair.datasets.HUNER_CELL_LINE_CLL method) (flair.datasets.HUNER_CELL_LINE_GELLUS method) (flair.datasets.HUNER_CHEMICAL_CDR method) (flair.datasets.HUNER_CHEMICAL_CEMP method) (flair.datasets.HUNER_CHEMICAL_CHEMDNER method) (flair.datasets.HUNER_CHEMICAL_SCAI method) (flair.datasets.HUNER_DISEASE_CDR method) (flair.datasets.HUNER_DISEASE_NCBI method) (flair.datasets.HUNER_DISEASE_PDR method) (flair.datasets.HUNER_DISEASE_SCAI method) (flair.datasets.HUNER_DISEASE_VARIOME method) (flair.datasets.HUNER_GENE_BC2GM method) (flair.datasets.HUNER_GENE_BIO_INFER method) (flair.datasets.HUNER_GENE_CELL_FINDER method) (flair.datasets.HUNER_GENE_DECA method) (flair.datasets.HUNER_GENE_FSU method) (flair.datasets.HUNER_GENE_GPRO method) (flair.datasets.HUNER_GENE_IEPA method) (flair.datasets.HUNER_GENE_OSIRIS method) (flair.datasets.HUNER_GENE_VARIOME method) (flair.datasets.HUNER_SPECIES_CELL_FINDER method) (flair.datasets.HUNER_SPECIES_LINNEAUS method) (flair.datasets.HUNER_SPECIES_S800 method) (flair.datasets.HUNER_SPECIES_VARIOME method)

to_internal_dataset() (flair.datasets.biomedical.BIGBIO_NER_CORPUS method) to_original_text() (flair.data.Sentence method), [1] to_params() (flair.embeddings.base.Embeddings method) (flair.embeddings.document.DocumentCNNEmbeddings method) (flair.embeddings.document.DocumentLMEmbeddings method) (flair.embeddings.document.DocumentPoolEmbeddings method) (flair.embeddings.document.DocumentRNNEmbeddings method) (flair.embeddings.document.DocumentTFIDFEmbeddings method) (flair.embeddings.document.SentenceTransformerDocumentEmbeddings method) (flair.embeddings.image.ImageEmbeddings method) (flair.embeddings.token.BytePairEmbeddings method) (flair.embeddings.token.CharacterEmbeddings method) (flair.embeddings.token.FastTextEmbeddings method) (flair.embeddings.token.FlairEmbeddings method) (flair.embeddings.token.HashEmbeddings method) (flair.embeddings.token.MuseCrosslingualEmbeddings method) (flair.embeddings.token.OneHotEmbeddings method) (flair.embeddings.token.PooledFlairEmbeddings method) (flair.embeddings.token.StackedEmbeddings method) (flair.embeddings.token.WordEmbeddings method) (flair.embeddings.transformer.TransformerBaseEmbeddings method) (flair.embeddings.transformer.TransformerEmbeddings method) (flair.embeddings.transformer.TransformerJitEmbeddings method) (flair.embeddings.transformer.TransformerOnnxEmbeddings method) to_plain_string() (flair.data.Sentence method), [1] to_state() (flair.datasets.entity_linking.InMemoryEntityLinkingDictionary method) to_tagged_string() (flair.data.Sentence method), [1] to_tokenized_string() (flair.data.Sentence method), [1] Token (class in flair.data), [1] TokenClassifier (class in flair.models), [1] TokenEmbeddings (class in flair.embeddings.base) tokenize() (flair.tokenization.JapaneseTokenizer method) (flair.tokenization.SciSpacyTokenizer method) (flair.tokenization.SegtokTokenizer method) (flair.tokenization.SpaceTokenizer method) (flair.tokenization.SpacyTokenizer method) (flair.tokenization.Tokenizer method) (flair.tokenization.TokenizerWrapper method) Tokenizer (class in flair.tokenization) tokenizer (flair.splitter.NoSentenceSplitter property) (flair.splitter.SegtokSentenceSplitter property) (flair.splitter.SentenceSplitter property) (flair.splitter.SpacySentenceSplitter property) (flair.splitter.TagSentenceSplitter property) TokenizerWrapper (class in flair.tokenization) top (flair.data.BoundingBox attribute), [1] total_sentence_count (flair.datasets.ColumnDataset attribute) train (flair.data.Corpus property), [1] train() (flair.embeddings.legacy.CharLMEmbeddings method) (flair.embeddings.token.FlairEmbeddings method) (flair.embeddings.token.PooledFlairEmbeddings method) (flair.embeddings.token.WordEmbeddings method) (flair.models.FewshotClassifier method), [1] (flair.trainers.LanguageModelTrainer method), [1] (flair.trainers.ModelTrainer method), [1] train_custom() (flair.trainers.ModelTrainer method), [1] trainer (flair.trainers.plugins.TrainerPlugin property) TrainerPlugin (class in flair.trainers.plugins) training (flair.models.TARSClassifier attribute) (flair.models.TARSTagger attribute) (flair.nn.Model attribute) TrainingInterrupt transform_corpus() (flair.models.RelationClassifier method), [1] transform_dataset() (flair.models.RelationClassifier method), [1] transform_sentence() (flair.models.RelationClassifier method), [1] TransformerBaseEmbeddings (class in flair.embeddings.transformer) TransformerDocumentEmbeddings (class in flair.embeddings.document) TransformerEmbeddings (class in flair.embeddings.transformer) TransformerJitDocumentEmbeddings (class in flair.embeddings.transformer) TransformerJitEmbeddings (class in flair.embeddings.transformer) TransformerJitWordEmbeddings (class in flair.embeddings.transformer) TransformerOnnxDocumentEmbeddings (class in flair.embeddings.transformer) TransformerOnnxEmbeddings (class in flair.embeddings.transformer) TransformerOnnxWordEmbeddings (class in flair.embeddings.transformer) TransformerWordEmbeddings (class in flair.embeddings.token) TREC_50 (class in flair.datasets) (class in flair.datasets.document_classification) TREC_6 (class in flair.datasets) (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.GLUE_COLA method) (flair.datasets.GLUE_MNLI method) (flair.datasets.GLUE_MRPC method) (flair.datasets.GLUE_QNLI method) (flair.datasets.GLUE_QQP method) (flair.datasets.GLUE_RTE method) (flair.datasets.GLUE_SST2 method) (flair.datasets.GLUE_STSB method) (flair.datasets.GLUE_WNLI 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) (class in flair.datasets.treebanks) UD_ANCIENT_GREEK (class in flair.datasets) (class in flair.datasets.treebanks) UD_ARABIC (class in flair.datasets) (class in flair.datasets.treebanks) UD_ARMENIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_BASQUE (class in flair.datasets) (class in flair.datasets.treebanks) UD_BAVARIAN_MAIBAAM (class in flair.datasets) (class in flair.datasets.treebanks) UD_BELARUSIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_BULGARIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_BURYAT (class in flair.datasets) (class in flair.datasets.treebanks) UD_CATALAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_CHINESE (class in flair.datasets) (class in flair.datasets.treebanks) UD_CHINESE_KYOTO (class in flair.datasets) (class in flair.datasets.treebanks) UD_COPTIC (class in flair.datasets) (class in flair.datasets.treebanks) UD_CROATIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_CZECH (class in flair.datasets) (class in flair.datasets.treebanks) UD_DANISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_DUTCH (class in flair.datasets) (class in flair.datasets.treebanks) UD_ENGLISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_ESTONIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_FAROESE (class in flair.datasets) (class in flair.datasets.treebanks) UD_FINNISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_FRENCH (class in flair.datasets) (class in flair.datasets.treebanks) UD_GALICIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_GERMAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_GERMAN_HDT (class in flair.datasets) (class in flair.datasets.treebanks) UD_GOTHIC (class in flair.datasets) (class in flair.datasets.treebanks) UD_GREEK (class in flair.datasets) (class in flair.datasets.treebanks) UD_HEBREW (class in flair.datasets) (class in flair.datasets.treebanks) UD_HINDI (class in flair.datasets) (class in flair.datasets.treebanks) UD_INDONESIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_IRISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_ITALIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_JAPANESE (class in flair.datasets) (class in flair.datasets.treebanks) UD_KAZAKH (class in flair.datasets) (class in flair.datasets.treebanks) UD_KOREAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_LATIN (class in flair.datasets) (class in flair.datasets.treebanks) UD_LATVIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_LITHUANIAN (class in flair.datasets) (class in flair.datasets.treebanks)

UD_LIVVI (class in flair.datasets) (class in flair.datasets.treebanks) UD_MALTESE (class in flair.datasets) (class in flair.datasets.treebanks) UD_MARATHI (class in flair.datasets) (class in flair.datasets.treebanks) UD_NAIJA (class in flair.datasets) (class in flair.datasets.treebanks) UD_NORTH_SAMI (class in flair.datasets) (class in flair.datasets.treebanks) UD_NORWEGIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_OLD_CHURCH_SLAVONIC (class in flair.datasets) (class in flair.datasets.treebanks) UD_OLD_FRENCH (class in flair.datasets) (class in flair.datasets.treebanks) UD_PERSIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_POLISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_PORTUGUESE (class in flair.datasets) (class in flair.datasets.treebanks) UD_ROMANIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_RUSSIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_SERBIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_SLOVAK (class in flair.datasets) (class in flair.datasets.treebanks) UD_SLOVENIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_SPANISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_SWEDISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_TURKISH (class in flair.datasets) (class in flair.datasets.treebanks) UD_UKRAINIAN (class in flair.datasets) (class in flair.datasets.treebanks) UD_WOLOF (class in flair.datasets) (class in flair.datasets.treebanks) UniversalDependenciesCorpus (class in flair.datasets) (class in flair.datasets.treebanks) UniversalDependenciesDataset (class in flair.datasets) (class in flair.datasets.treebanks) unlabeled_identifier (flair.data.DataPair property), [1] (flair.data.DataPoint property), [1] (flair.data.DataTriple property), [1] (flair.data.Image property), [1] (flair.data.Label property), [1] (flair.data.Relation property), [1] (flair.data.Sentence property), [1] (flair.data.Span property), [1] (flair.data.Token property), [1] UP_CHINESE (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_ENGLISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_FINNISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_FRENCH (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_GERMAN (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_ITALIAN (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_SPANISH (class in flair.datasets) (class in flair.datasets.sequence_labeling) UP_SPANISH_ANCORA (class in flair.datasets) (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), [1] (flair.trainers.plugins.Pluggable attribute) validate_event() (flair.trainers.plugins.Pluggable method) value (flair.data.Label property), [1] VARIOME (class in flair.datasets) (class in flair.datasets.biomedical)

verbalize_labels() (flair.nn.LabelVerbalizerDecoder static method), [1] visualize() (flair.visual.Visualizer static method) visualize_char_emeddings() (flair.visual.Visualizer method) visualize_word_emeddings() (flair.visual.Visualizer method) Visualizer (class in flair.visual)

W

WASSA_ANGER (class in flair.datasets) (class in flair.datasets.document_classification) WASSA_FEAR (class in flair.datasets) (class in flair.datasets.document_classification) WASSA_JOY (class in flair.datasets) (class in flair.datasets.document_classification) WASSA_SADNESS (class in flair.datasets) (class in flair.datasets.document_classification) WeightExtractorPlugin (class in flair.trainers.plugins) WNUT_17 (class in flair.datasets) (class in flair.datasets.sequence_labeling) word_contexts() (flair.visual.Visualizer static method) WordDropout (class in flair.nn), [1] WordEmbeddings (class in flair.embeddings.token) words_to_char_indices() (flair.models.Lemmatizer method), [1]

WordTagger (class in flair.models), [1] write_to_conll() (flair.datasets.biomedical.CoNLLWriter method) WSD_MASC (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_OMSTI (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_RAGANATO_ALL (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_SEMCOR (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_TRAINOMATIC (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_UFSAC (class in flair.datasets) (class in flair.datasets.entity_linking) WSD_WORDNET_GLOSS_TAGGED (class in flair.datasets) (class in flair.datasets.entity_linking)

Y

YAHOO_ANSWERS (class in flair.datasets) (class in flair.datasets.document_classification)

Z

ZELDA (class in flair.datasets) (class in flair.datasets.entity_linking)

zero_tag_value (flair.models.RelationClassifier property), [1]