Datasets:
Multilinguality:
monolingual
Language Creators:
found
Annotations Creators:
expert-generated
Source Datasets:
original
License:
| # coding=utf-8 | |
| # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """UniMorph: Universal Morphologies.""" | |
| import datasets | |
| _CITATION = """\ | |
| @article{sylak2016composition, | |
| title={The composition and use of the universal morphological feature schema (unimorph schema)}, | |
| author={Sylak-Glassman, John}, | |
| journal={Johns Hopkins University}, | |
| year={2016} | |
| } | |
| """ | |
| _DESCRIPTION = """\ | |
| The Universal Morphology (UniMorph) project is a collaborative effort to improve how NLP handles complex morphology in the world’s languages. | |
| The goal of UniMorph is to annotate morphological data in a universal schema that allows an inflected word from any language to be defined by its lexical meaning, | |
| typically carried by the lemma, and by a rendering of its inflectional form in terms of a bundle of morphological features from our schema. | |
| The specification of the schema is described in Sylak-Glassman (2016). | |
| """ | |
| _HOMEPAGE = "https://unimorph.github.io/" | |
| _LICENSE = "CC-BY-SA-3.0" | |
| _URLs = { | |
| "ady": "https://raw.githubusercontent.com/unimorph/ady/master/ady", | |
| "sqi": "https://raw.githubusercontent.com/unimorph/sqi/master/sqi", | |
| "grc": "https://raw.githubusercontent.com/unimorph/grc/master/grc", | |
| "ara": "https://raw.githubusercontent.com/unimorph/ara/master/ara", | |
| "hye": "https://raw.githubusercontent.com/unimorph/hye/master/hye", | |
| "ast": "https://raw.githubusercontent.com/unimorph/ast/master/ast", | |
| "aze": "https://raw.githubusercontent.com/unimorph/aze/master/aze", | |
| "bak": "https://raw.githubusercontent.com/unimorph/bak/master/bak", | |
| "eus": "https://raw.githubusercontent.com/unimorph/eus/master/eus", | |
| "bel": "https://raw.githubusercontent.com/unimorph/bel/master/bel", | |
| "ben": "https://raw.githubusercontent.com/unimorph/ben/master/ben", | |
| "bre": "https://raw.githubusercontent.com/unimorph/bre/master/bre", | |
| "bul": "https://raw.githubusercontent.com/unimorph/bul/master/bul", | |
| "cat": "https://raw.githubusercontent.com/unimorph/cat/master/cat", | |
| "ckb": "https://raw.githubusercontent.com/unimorph/ckb/master/ckb", | |
| "syc": "https://raw.githubusercontent.com/unimorph/syc/master/syc", | |
| "cor": "https://raw.githubusercontent.com/unimorph/cor/master/cor", | |
| "crh": "https://raw.githubusercontent.com/unimorph/crh/master/crh", | |
| "ces": "https://raw.githubusercontent.com/unimorph/ces/master/ces", | |
| "dan": "https://raw.githubusercontent.com/unimorph/dan/master/dan", | |
| "nld": "https://raw.githubusercontent.com/unimorph/nld/master/nld", | |
| "eng": "https://raw.githubusercontent.com/unimorph/eng/master/eng", | |
| "est": "https://raw.githubusercontent.com/unimorph/est/master/est", | |
| "fao": "https://raw.githubusercontent.com/unimorph/fao/master/fao", | |
| "fin|1": "https://raw.githubusercontent.com/unimorph/fin/master/fin.1", | |
| "fin|2": "https://raw.githubusercontent.com/unimorph/fin/master/fin.2", | |
| "fur": "https://raw.githubusercontent.com/unimorph/fur/master/fur", | |
| "gal": "https://raw.githubusercontent.com/unimorph/gal/master/gal", | |
| "ell": "https://raw.githubusercontent.com/unimorph/ell/master/ell", | |
| "kal": "https://raw.githubusercontent.com/unimorph/kal/master/kal", | |
| "izh": "https://raw.githubusercontent.com/unimorph/izh/master/izh", | |
| "kbd": "https://raw.githubusercontent.com/unimorph/kbd/master/kbd", | |
| "kan": "https://raw.githubusercontent.com/unimorph/kan/master/kan", | |
| "krl": "https://raw.githubusercontent.com/unimorph/krl/master/krl", | |
| "csb": "https://raw.githubusercontent.com/unimorph/csb/master/csb", | |
| "kaz": "https://raw.githubusercontent.com/unimorph/kaz/master/kaz", | |
| "kjh": "https://raw.githubusercontent.com/unimorph/kjh/master/kjh", | |
| "lld": "https://raw.githubusercontent.com/unimorph/lld/master/lld", | |
| "liv": "https://raw.githubusercontent.com/unimorph/liv/master/liv", | |
| "mlt": "https://raw.githubusercontent.com/unimorph/mlt/master/mlt", | |
| "glv": "https://raw.githubusercontent.com/unimorph/glv/master/glv", | |
| "arn": "https://raw.githubusercontent.com/unimorph/arn/master/arn", | |
| "frm": "https://raw.githubusercontent.com/unimorph/frm/master/frm", | |
| "gmh": "https://raw.githubusercontent.com/unimorph/gmh/master/gmh", | |
| "gml": "https://raw.githubusercontent.com/unimorph/gml/master/gml", | |
| "mwf": "https://raw.githubusercontent.com/unimorph/mwf/master/mwf", | |
| "nap": "https://raw.githubusercontent.com/unimorph/nap/master/nap", | |
| "xno": "https://raw.githubusercontent.com/unimorph/xno/master/xno", | |
| "frr": "https://raw.githubusercontent.com/unimorph/frr/master/frr", | |
| "oci": "https://raw.githubusercontent.com/unimorph/oci/master/oci", | |
| "xcl": "https://raw.githubusercontent.com/unimorph/xcl/master/xcl", | |
| "chu": "https://raw.githubusercontent.com/unimorph/chu/master/chu", | |
| "ang": "https://raw.githubusercontent.com/unimorph/ang/master/ang", | |
| "fro": "https://raw.githubusercontent.com/unimorph/fro/master/fro", | |
| "sga": "https://raw.githubusercontent.com/unimorph/sga/master/sga", | |
| "osx": "https://raw.githubusercontent.com/unimorph/osx/master/osx", | |
| "pus": "https://raw.githubusercontent.com/unimorph/pus/master/pus", | |
| "san": "https://raw.githubusercontent.com/unimorph/san/master/san", | |
| "hbs": "https://raw.githubusercontent.com/unimorph/hbs/master/hbs", | |
| "swc": "https://raw.githubusercontent.com/unimorph/swc/master/swc", | |
| "tgk": "https://raw.githubusercontent.com/unimorph/tgk/master/tgk", | |
| "tat": "https://raw.githubusercontent.com/unimorph/tat/master/tat", | |
| "tel": "https://raw.githubusercontent.com/unimorph/tel/master/tel", | |
| "bod": "https://raw.githubusercontent.com/unimorph/bod/master/bod", | |
| "tuk": "https://raw.githubusercontent.com/unimorph/tuk/master/tuk", | |
| "uzb": "https://raw.githubusercontent.com/unimorph/uzb/master/uzb", | |
| "vec": "https://raw.githubusercontent.com/unimorph/vec/master/vec", | |
| "vot": "https://raw.githubusercontent.com/unimorph/vot/master/vot", | |
| "fry": "https://raw.githubusercontent.com/unimorph/fry/master/fry", | |
| "zul": "https://raw.githubusercontent.com/unimorph/zul/master/zul", | |
| "fra": "https://raw.githubusercontent.com/unimorph/fra/master/fra", | |
| "kat": "https://raw.githubusercontent.com/unimorph/kat/master/kat", | |
| "deu": "https://raw.githubusercontent.com/unimorph/deu/master/deu", | |
| "hai": "https://raw.githubusercontent.com/unimorph/hai/master/hai", | |
| "heb": "https://raw.githubusercontent.com/unimorph/heb/master/heb", | |
| "hin": "https://raw.githubusercontent.com/unimorph/hin/master/hin", | |
| "hun": "https://raw.githubusercontent.com/unimorph/hun/master/hun", | |
| "isl": "https://raw.githubusercontent.com/unimorph/isl/master/isl", | |
| "gle": "https://raw.githubusercontent.com/unimorph/gle/master/gle", | |
| "ita": "https://raw.githubusercontent.com/unimorph/ita/master/ita", | |
| "klr": "https://raw.githubusercontent.com/unimorph/klr/master/klr", | |
| "lat": "https://raw.githubusercontent.com/unimorph/lat/master/lat", | |
| "lav": "https://raw.githubusercontent.com/unimorph/lav/master/lav", | |
| "lit": "https://raw.githubusercontent.com/unimorph/lit/master/lit", | |
| "dsb": "https://raw.githubusercontent.com/unimorph/dsb/master/dsb", | |
| "mkd": "https://raw.githubusercontent.com/unimorph/mkd/master/mkd", | |
| "nav": "https://raw.githubusercontent.com/unimorph/nav/master/nav", | |
| "kmr": "https://raw.githubusercontent.com/unimorph/kmr/master/kmr", | |
| "sme": "https://raw.githubusercontent.com/unimorph/sme/master/sme", | |
| "nob": "https://raw.githubusercontent.com/unimorph/nob/master/nob", | |
| "nno": "https://raw.githubusercontent.com/unimorph/nno/master/nno", | |
| "fas": "https://raw.githubusercontent.com/unimorph/fas/master/fas", | |
| "pol": "https://raw.githubusercontent.com/unimorph/pol/master/pol", | |
| "por": "https://raw.githubusercontent.com/unimorph/por/master/por", | |
| "que": "https://raw.githubusercontent.com/unimorph/que/master/que", | |
| "ron": "https://raw.githubusercontent.com/unimorph/ron/master/ron", | |
| "rus": "https://raw.githubusercontent.com/unimorph/rus/master/rus", | |
| "gla": "https://raw.githubusercontent.com/unimorph/gla/master/gla", | |
| "slv": "https://raw.githubusercontent.com/unimorph/slv/master/slv", | |
| "spa": "https://raw.githubusercontent.com/unimorph/spa/master/spa", | |
| "swe": "https://raw.githubusercontent.com/unimorph/swe/master/swe", | |
| "tur": "https://raw.githubusercontent.com/unimorph/tur/master/tur", | |
| "ukr": "https://raw.githubusercontent.com/unimorph/ukr/master/ukr", | |
| "urd": "https://raw.githubusercontent.com/unimorph/urd/master/urd", | |
| "cym": "https://raw.githubusercontent.com/unimorph/cym/master/cym", | |
| "yid": "https://raw.githubusercontent.com/unimorph/yid/master/yid", | |
| "lud|mikhailovskoye": "https://raw.githubusercontent.com/unimorph/lud/e23186327c595be1c6e7f1a761a76f21106c1621/lud-mikhailovskoye-dialect.txt", | |
| "lud|new_written": "https://raw.githubusercontent.com/unimorph/lud/e23186327c595be1c6e7f1a761a76f21106c1621/lud-new-written-ludian-dialect.txt", | |
| "lud|southern_ludian_svjatozero": "https://raw.githubusercontent.com/unimorph/lud/e23186327c595be1c6e7f1a761a76f21106c1621/lud-southern-ludian-svjatozero-dialect.txt", | |
| "olo|kotkozero": "https://raw.githubusercontent.com/unimorph/olo/2e0798b40dd1e40770c39e4a5791b8dfd4a2c6ef/olo-kotkozero-dialect.txt", | |
| "olo|new_written": "https://raw.githubusercontent.com/unimorph/olo/2e0798b40dd1e40770c39e4a5791b8dfd4a2c6ef/olo-new-written-livvic-dialect.txt", | |
| "olo|syamozero": "https://raw.githubusercontent.com/unimorph/olo/2e0798b40dd1e40770c39e4a5791b8dfd4a2c6ef/olo-syamozero-dialect.txt", | |
| "olo|vedlozero": "https://raw.githubusercontent.com/unimorph/olo/2e0798b40dd1e40770c39e4a5791b8dfd4a2c6ef/olo-vedlozero-dialect.txt", | |
| "olo|vidlitsa": "https://raw.githubusercontent.com/unimorph/olo/2e0798b40dd1e40770c39e4a5791b8dfd4a2c6ef/olo-vidlitsa-dialect.txt", | |
| "vep|central_eastern": "https://raw.githubusercontent.com/unimorph/vep/7f9b0934b8831793929e219baa7d6f0cbc06e32f/vep-central-eastern-veps.txt", | |
| "vep|central_western": "https://raw.githubusercontent.com/unimorph/vep/7f9b0934b8831793929e219baa7d6f0cbc06e32f/vep-central-western-veps.txt", | |
| "vep|new_written": "https://raw.githubusercontent.com/unimorph/vep/7f9b0934b8831793929e219baa7d6f0cbc06e32f/vep-new-written-veps.txt", | |
| "vep|northern": "https://raw.githubusercontent.com/unimorph/vep/7f9b0934b8831793929e219baa7d6f0cbc06e32f/vep-northern-veps.txt", | |
| "vep|southern": "https://raw.githubusercontent.com/unimorph/vep/7f9b0934b8831793929e219baa7d6f0cbc06e32f/vep-southern-veps.txt", | |
| } | |
| _LANGUAGES = sorted(set([ln.split("|")[0] for ln in _URLs])) | |
| # make multiple splits for the languages with several dialects | |
| _SPLITS = {} | |
| for ln in _URLs: | |
| if "|" in ln: | |
| ln_conf, ln_split = ln.split("|") | |
| _SPLITS[ln_conf] = _SPLITS.get(ln_conf, []) + [ln_split] | |
| _CATEGORIES = { | |
| "Aktionsart": ["STAT", "DYN", "TEL", "ATEL", "PCT", "DUR", "ACH", "ACCMP", "SEMEL", "ACTY"], | |
| "Animacy": ["ANIM", "INAN", "HUM", "NHUM"], | |
| "Argument_Marking": [ | |
| "ARGNO1S", | |
| "ARGNO2S", | |
| "ARGNO3S", | |
| "ARGNO1P", | |
| "ARGNO2P", | |
| "ARGNO3P", | |
| "ARGAC1S", | |
| "ARGAC2S", | |
| "ARGAC3S", | |
| "ARGAC1P", | |
| "ARGAC2P", | |
| "ARGAC3P", | |
| "ARGAB1S", | |
| "ARGAB2S", | |
| "ARGAB3S", | |
| "ARGAB1P", | |
| "ARGAB2P", | |
| "ARGAB3P", | |
| "ARGER1S", | |
| "ARGER2S", | |
| "ARGER3S", | |
| "ARGER1P", | |
| "ARGER2P", | |
| "ARGER3P", | |
| "ARGDA1S", | |
| "ARGDA2S", | |
| "ARGDA3S", | |
| "ARGDA1P", | |
| "ARGDA2P", | |
| "ARGDA3P", | |
| "ARGBE1S", | |
| "ARGBE2S", | |
| "ARGBE3S", | |
| "ARGBE1P", | |
| "ARGBE2P", | |
| "ARGBE3P", | |
| ], | |
| "Aspect": ["IPFV", "PFV", "PRF", "PROG", "PROSP", "ITER", "HAB"], | |
| "Case": [ | |
| "NOM", | |
| "ACC", | |
| "ERG", | |
| "ABS", | |
| "NOMS", | |
| "DAT", | |
| "BEN", | |
| "PRP", | |
| "GEN", | |
| "REL", | |
| "PRT", | |
| "INS", | |
| "COM", | |
| "VOC", | |
| "COMPV", | |
| "EQTV", | |
| "PRIV", | |
| "PROPR", | |
| "AVR", | |
| "FRML", | |
| "TRANS", | |
| "BYWAY", | |
| "INTER", | |
| "AT", | |
| "POST", | |
| "IN", | |
| "CIRC", | |
| "ANTE", | |
| "APUD", | |
| "ON", | |
| "ONHR", | |
| "ONVR", | |
| "SUB", | |
| "REM", | |
| "PROXM", | |
| "ESS", | |
| "ALL", | |
| "ABL", | |
| "APPRX", | |
| "TERM", | |
| ], | |
| "Comparison": ["CMPR", "SPRL", "AB", "RL", "EQT"], | |
| "Definiteness": ["DEF", "INDF", "SPEC", "NSPEC"], | |
| "Deixis": ["PROX", "MED", "REMT", "REF1", "REF2", "NOREF", "PHOR", "VIS", "NVIS", "ABV", "EVEN", "BEL"], | |
| "Evidentiality": ["FH", "DRCT", "SEN", "VISU", "NVSEN", "AUD", "NFH", "QUOT", "RPRT", "HRSY", "INFER", "ASSUM"], | |
| "Finiteness": ["FIN", "NFIN"], | |
| "Gender": [ | |
| "MASC", | |
| "FEM", | |
| "NEUT", | |
| "NAKH1", | |
| "NAKH2", | |
| "NAKH3", | |
| "NAKH4", | |
| "NAKH5", | |
| "NAKH6", | |
| "NAKH7", | |
| "NAKH8", | |
| "BANTU1", | |
| "BANTU2", | |
| "BANTU3", | |
| "BANTU4", | |
| "BANTU5", | |
| "BANTU6", | |
| "BANTU7", | |
| "BANTU8", | |
| "BANTU9", | |
| "BANTU10", | |
| "BANTU11", | |
| "BANTU12", | |
| "BANTU13", | |
| "BANTU14", | |
| "BANTU15", | |
| "BANTU16", | |
| "BANTU17", | |
| "BANTU18", | |
| "BANTU19", | |
| "BANTU20", | |
| "BANTU21", | |
| "BANTU22", | |
| "BANTU23", | |
| ], | |
| "Information_Structure": ["TOP", "FOC"], | |
| "Interrogativity": ["DECL", "INT"], | |
| "Language_Specific": [ | |
| "LGSPEC1", | |
| "LGSPEC2", | |
| "LGSPEC3", | |
| "LGSPEC4", | |
| "LGSPEC5", | |
| "LGSPEC6", | |
| "LGSPEC7", | |
| "LGSPEC8", | |
| "LGSPEC9", | |
| "LGSPEC10", | |
| ], | |
| "Mood": [ | |
| "IND", | |
| "SBJV", | |
| "REAL", | |
| "IRR", | |
| "AUPRP", | |
| "AUNPRP", | |
| "IMP", | |
| "COND", | |
| "PURP", | |
| "INTEN", | |
| "POT", | |
| "LKLY", | |
| "ADM", | |
| "OBLIG", | |
| "DEB", | |
| "PERM", | |
| "DED", | |
| "SIM", | |
| "OPT", | |
| ], | |
| "Number": ["SG", "PL", "GRPL", "DU", "TRI", "PAUC", "GRPAUC", "INVN"], | |
| "Part_Of_Speech": [ | |
| "N", | |
| "PROPN", | |
| "ADJ", | |
| "PRO", | |
| "CLF", | |
| "ART", | |
| "DET", | |
| "V", | |
| "ADV", | |
| "AUX", | |
| "V.PTCP", | |
| "V.MSDR", | |
| "V.CVB", | |
| "ADP", | |
| "COMP", | |
| "CONJ", | |
| "NUM", | |
| "PART", | |
| "INTJ", | |
| ], | |
| "Person": ["0", "1", "2", "3", "4", "INCL", "EXCL", "PRX", "OBV"], | |
| "Polarity": ["POS", "NEG"], | |
| "Politeness": [ | |
| "INFM", | |
| "FORM", | |
| "ELEV", | |
| "HUMB", | |
| "POL", | |
| "AVOID", | |
| "LOW", | |
| "HIGH", | |
| "STELEV", | |
| "STSUPR", | |
| "LIT", | |
| "FOREG", | |
| "COL", | |
| ], | |
| "Possession": [ | |
| "ALN", | |
| "NALN", | |
| "PSS1S", | |
| "PSS2S", | |
| "PSS2SF", | |
| "PSS2SM", | |
| "PSS2SINFM", | |
| "PSS2SFORM", | |
| "PSS3S", | |
| "PSS3SF", | |
| "PSS3SM", | |
| "PSS1D", | |
| "PSS1DI", | |
| "PSS1DE", | |
| "PSS2D", | |
| "PSS2DM", | |
| "PSS2DF", | |
| "PSS3D", | |
| "PSS3DF", | |
| "PSS3DM", | |
| "PSS1P", | |
| "PSS1PI", | |
| "PSS1PE", | |
| "PSS2P", | |
| "PSS2PF", | |
| "PSS2PM", | |
| "PSS3PF", | |
| "PSS3PM", | |
| ], | |
| "Switch_Reference": ["SS", "SSADV", "DS", "DSADV", "OR", "SIMMA", "SEQMA", "LOG"], | |
| "Tense": ["PRS", "PST", "FUT", "IMMED", "HOD", "1DAY", "RCT", "RMT"], | |
| "Valency": ["IMPRS", "INTR", "TR", "DITR", "REFL", "RECP", "CAUS", "APPL"], | |
| "Voice": ["ACT", "MID", "PASS", "ANTIP", "DIR", "INV", "AGFOC", "PFOC", "LFOC", "BFOC", "ACFOC", "IFOC", "CFOC"], | |
| } | |
| _TAG_TO_CAT = dict([(tag, cat) for cat, tags in _CATEGORIES.items() for tag in tags]) | |
| class UniversalMorphologies(datasets.GeneratorBasedBuilder): | |
| """UniMorph: Universal Morphologies.""" | |
| BUILDER_CONFIGS = [ | |
| datasets.BuilderConfig( | |
| name=f"{language_iso}", | |
| version=datasets.Version("1.0.0"), | |
| description=f"Universal Morphologies for {language_iso}", | |
| ) | |
| for language_iso in _LANGUAGES | |
| ] | |
| DEFAULT_CONFIG_NAME = "ady" # It's not mandatory to have a default configuration. Just use one if it make sense. | |
| def _info(self): | |
| features = datasets.Features( | |
| { | |
| "lemma": datasets.Value("string"), | |
| "forms": datasets.Sequence( | |
| dict( | |
| [("word", datasets.Value("string"))] | |
| + [ | |
| (cat, datasets.Sequence(datasets.ClassLabel(names=tasks))) | |
| for cat, tasks in _CATEGORIES.items() | |
| ] | |
| + [("Other", datasets.Sequence(datasets.Value("string")))] # for misspecified tags | |
| ) | |
| ), | |
| } | |
| ) | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=features, # Here we define them above because they are different between the two configurations | |
| supervised_keys=None, | |
| homepage=_HOMEPAGE, | |
| license=_LICENSE, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| """Returns SplitGenerators.""" | |
| config_urls = dict([(ln, f_url) for ln, f_url in _URLs.items() if ln.split("|")[0] == self.config.name]) | |
| data_dir = dl_manager.download(config_urls) | |
| if self.config.name in _SPLITS: | |
| return [ | |
| datasets.SplitGenerator( | |
| name=spl, | |
| gen_kwargs={ | |
| "filepath": data_dir[f"{self.config.name}|{spl}"], | |
| }, | |
| ) | |
| for spl in _SPLITS[self.config.name] | |
| ] | |
| else: | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={ | |
| "filepath": data_dir[self.config.name], | |
| }, | |
| ) | |
| ] | |
| def _generate_examples(self, filepath): | |
| all_forms = {} | |
| # we need to do a full path first to gather all forms of a lemma | |
| with open(filepath, encoding="utf-8") as f: | |
| forms = [] | |
| for row in f: | |
| if row.strip() == "" or row.strip().startswith("#"): | |
| continue | |
| lemma, word, tags = row.strip().split("\t") | |
| all_forms[lemma] = all_forms.get(lemma, []) | |
| tag_list = tags.replace("NDEF", "INDF").split(";") | |
| form = dict([("word", word), ("Other", [])] + [(cat, []) for cat, tasks in _CATEGORIES.items()]) | |
| for tag_pre in tag_list: | |
| tag = tag_pre.split("+") | |
| if tag[0] in _TAG_TO_CAT: | |
| form[_TAG_TO_CAT[tag[0]]] = tag | |
| else: | |
| form["Other"] += tag | |
| all_forms[lemma] += [form] | |
| for id_, (lemma, forms) in enumerate(all_forms.items()): | |
| res = {"lemma": lemma, "forms": {}} | |
| for k in ["word", "Other"] + list(_CATEGORIES.keys()): | |
| res["forms"][k] = [form[k] for form in forms] | |
| yield id_, res | |