import typing as T from conllu.exceptions import ParseException from conllu.models import Metadata, TokenList from conllu.parser import (DEFAULT_FIELD_PARSERS, DEFAULT_FIELDS, _FieldParserType, _MetadataParserType, parse_comment_line, parse_line) imputed_sent_id: int = 1 def parse_token_and_impute_metadata(data: str, fields: T.Optional[T.Sequence[str]] = None, field_parsers: T.Optional[T.Dict[str, _FieldParserType]] = None, metadata_parsers: T.Optional[T.Dict[str, _MetadataParserType]] = None) -> TokenList: """ Overrides conllu.parse_token_and_metadata via monkey patching. This function imputes the following metadata, if these are not found in the .conllu file: - sent_id (int): an integer identifier for each sentence. - text (str): a concatenated string of token forms. This assumes that all token forms are separated with an empty space ' ', and does not consider the `SpaceAfter` field. """ if not data: raise ParseException("Can't create TokenList, no data sent to constructor.") fields = fields or DEFAULT_FIELDS global imputed_sent_id if not field_parsers: field_parsers = DEFAULT_FIELD_PARSERS.copy() elif sorted(field_parsers.keys()) != sorted(fields): new_field_parsers = DEFAULT_FIELD_PARSERS.copy() new_field_parsers.update(field_parsers) field_parsers = new_field_parsers tokens = [] metadata = Metadata() for line in data.split('\n'): line = line.strip() if not line: continue if line.startswith('#'): pairs = parse_comment_line(line, metadata_parsers=metadata_parsers) for key, value in pairs: metadata[key] = value else: tokens.append(parse_line(line, fields, field_parsers)) if 'sent_id' not in metadata: metadata['sent_id'] = str(imputed_sent_id) imputed_sent_id += 1 if 'text' not in metadata: imputed_text = "" for token in tokens: imputed_text += str(token['form']) + " " metadata['text'] = imputed_text return TokenList(tokens, metadata, default_fields=fields)