


'''simple docstring'''



from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union

import pyarrow as pa


if TYPE_CHECKING:
	from .features import FeatureType





@dataclass
class 							__UpperCamelCase				:
	A_				=    42
	A_				=    None
	# Automatically constructed
	A_				=    "dict"
	A_				=    None
	A_				=    field(default="Translation"		,      init=lowerCAmelCase_		,      repr=lowerCAmelCase_					)




	def __call__(   self							):

						'''simple docstring'''





						return pa.struct({lang: pa.string() for lang in sorted(self.languages							)}							)





	def       __UpperCAmelCase							(   self							):

						'''simple docstring'''





						from .features import Value

						return {k: Value('string'							) for k in sorted(self.languages							)}





@dataclass
class 							__UpperCamelCase				:
	A_				=    None
	A_				=    None
	A_				=    None
	# Automatically constructed
	A_				=    "dict"
	A_				=    None
	A_				=    field(default="TranslationVariableLanguages"		,      init=lowerCAmelCase_		,      repr=lowerCAmelCase_					)




	def       __UpperCAmelCase							(   self							):

						'''simple docstring'''





						__a			:       Union[str, Any]					    =  sorted(set(self.languages							)							) if self.languages else None
						__a			:       int					    =  len(self.languages							) if self.languages else None




	def __call__(   self							):

						'''simple docstring'''





						return pa.struct({'language': pa.list_(pa.string()							), 'translation': pa.list_(pa.string()							)}							)




	def       __UpperCAmelCase							(   self						,				__a							):

						'''simple docstring'''





						__a			:       int					    =  set(self.languages							)
						if self.languages and set(__a							) - lang_set:
											raise ValueError(
											    f"""Some languages in example ({", ".join(sorted(set(__a							) - lang_set							)							)}) are not in valid set ({", ".join(__a							)})."""							)

						# Convert dictionary into tuples, splitting out cases where there are
						# multiple translations for a single language.
						__a			:       Optional[int]					    =  []
						for lang, text in translation_dict.items():
											if isinstance(__a						,				__a							):
																translation_tuples.append((lang, text)							)
											else:
																translation_tuples.extend([(lang, el) for el in text]							)

        # Ensure translations are in ascending order by language code.
						__a    ,				__a			:       str					    =  zip(*sorted(__a							)							)

						return {"language": languages, "translation": translations}





	def       __UpperCAmelCase							(   self							):

						'''simple docstring'''





						from .features import Sequence, Value

						return {
						    "language": Sequence(Value('string'							)							),
						    "translation": Sequence(Value('string'							)							),
						}







'''simple docstring'''

import logging
import os
from typing import List, TextIO, Union

from conllu import parse_incr
from utils_ner import InputExample, Split, TokenClassificationTask


lowerCamelCase							:   List[Any]  						=	logging.getLogger(__name__)
class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def __init__(self    :    Optional[Any]   ,						UpperCamelCase    :    Any=-1 ):

             '''simple docstring'''







             lowercase__      			= label_idx



      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    Optional[Any]   ,						UpperCamelCase    :    Union[Split, str] ):

             '''simple docstring'''







             if isinstance(UpperCamelCase   ,						UpperCamelCase ):
                    lowercase__      			= mode.value
             lowercase__      			= os.path.join(UpperCamelCase   ,						f"{mode}.txt" )
             lowercase__      			= 1
             lowercase__      			= []
             with open(UpperCamelCase   ,						encoding='''utf-8''' ) as f:
                    lowercase__      			= []
                    lowercase__      			= []
                    for line in f:
                           if line.startswith('''-DOCSTART-''' ) or line == "" or line == "\n":
                                  if words:
                                         examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
                                         guid_index += 1
                                         lowercase__      			= []
                                         lowercase__      			= []
                           else:
                                  lowercase__      			= line.split(''' ''' )
                                  words.append(splits[0] )
                                  if len(UpperCamelCase ) > 1:
                                         labels.append(splits[self.label_idx].replace('''\n'''   ,						'''''' ) )
                                  else:
                                         # Examples could have no label for mode = "test"
                                         labels.append('''O''' )
                    if words:
                           examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
             return examples



      def       UpperCamelCase__		(self    :    Optional[int]   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    List ):

             '''simple docstring'''







             lowercase__      			= 0
             for line in test_input_reader:
                    if line.startswith('''-DOCSTART-''' ) or line == "" or line == "\n":
                           writer.write(UpperCamelCase )
                           if not preds_list[example_id]:
                                  example_id += 1
                    elif preds_list[example_id]:
                           lowercase__      			= line.split()[0] + ''' ''' + preds_list[example_id].pop(0 ) + '''\n'''
                           writer.write(UpperCamelCase )
                    else:
                           logger.warning('''Maximum sequence length exceeded: No prediction for \'%s\'.'''   ,						line.split()[0] )






      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           lowercase__      			= f.read().splitlines()
                    if "O" not in labels:
                           lowercase__      			= ['''O'''] + labels
                    return labels
             else:
                    return ["O", "B-MISC", "I-MISC", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC"]






class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def __init__(self    :    List[Any] ):

             '''simple docstring'''







             super().__init__(label_idx=-2 )






      def       UpperCamelCase__		(self    :    List[Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           lowercase__      			= f.read().splitlines()
                    if "O" not in labels:
                           lowercase__      			= ['''O'''] + labels
                    return labels
             else:
                    return [
                        "O",
                        "B-ADVP",
                        "B-INTJ",
                        "B-LST",
                        "B-PRT",
                        "B-NP",
                        "B-SBAR",
                        "B-VP",
                        "B-ADJP",
                        "B-CONJP",
                        "B-PP",
                        "I-ADVP",
                        "I-INTJ",
                        "I-LST",
                        "I-PRT",
                        "I-NP",
                        "I-SBAR",
                        "I-VP",
                        "I-ADJP",
                        "I-CONJP",
                        "I-PP",
                    ]






class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def       UpperCamelCase__		(self    :    Tuple   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    Union[Split, str] ):

             '''simple docstring'''







             if isinstance(UpperCamelCase   ,						UpperCamelCase ):
                    lowercase__      			= mode.value
             lowercase__      			= os.path.join(UpperCamelCase   ,						f"{mode}.txt" )
             lowercase__      			= 1
             lowercase__      			= []

             with open(UpperCamelCase   ,						encoding='''utf-8''' ) as f:
                    for sentence in parse_incr(UpperCamelCase ):
                           lowercase__      			= []
                           lowercase__      			= []
                           for token in sentence:
                                  words.append(token['''form'''] )
                                  labels.append(token['''upos'''] )
                           assert len(UpperCamelCase ) == len(UpperCamelCase )
                           if words:
                                  examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
                                  guid_index += 1
             return examples



      def       UpperCamelCase__		(self    :    Tuple   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    List ):

             '''simple docstring'''







             lowercase__      			= 0
             for sentence in parse_incr(UpperCamelCase ):
                    lowercase__      			= preds_list[example_id]
                    lowercase__      			= ''''''
                    for token in sentence:
                           out += f"{token['form']} ({token['upos']}|{s_p.pop(0 )}) "
                    out += "\n"
                    writer.write(UpperCamelCase )
                    example_id += 1






      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           return f.read().splitlines()
             else:
                    return [
                        "ADJ",
                        "ADP",
                        "ADV",
                        "AUX",
                        "CCONJ",
                        "DET",
                        "INTJ",
                        "NOUN",
                        "NUM",
                        "PART",
                        "PRON",
                        "PROPN",
                        "PUNCT",
                        "SCONJ",
                        "SYM",
                        "VERB",
                        "X",
                    ]




