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

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


_lowerCAmelCase  :str  				=    logging.getLogger(__name__)






class 				UpperCAmelCase (       UpperCamelCase_ ):




    '''simple docstring'''







    def __init__(       self    ,							lowercase__=-1 )							-> Dict:
         SCREAMING_SNAKE_CASE					:			List[Any]    	=       label_idx






    def       _UpperCamelCase    (       self    ,							lowercase__    ,							lowercase__ )							-> List[InputExample]:






         if isinstance(__a    ,							__a ):
              SCREAMING_SNAKE_CASE					:			Dict    	=       mode.value
         SCREAMING_SNAKE_CASE					:			Tuple    	=       os.path.join(__a    ,							F"""{mode}.txt""" )
         SCREAMING_SNAKE_CASE					:			Any    	=       1
         SCREAMING_SNAKE_CASE					:			int    	=       []
         with open(__a    ,							encoding='utf-8' ) as f:
              SCREAMING_SNAKE_CASE					:			int    	=       []
              SCREAMING_SNAKE_CASE					:			int    	=       []
              for line in f:
                   if line.startswith('-DOCSTART-' ) or line == "" or line == "\n":
                        if words:
                             examples.append(InputExample(guid=F"""{mode}-{guid_index}"""    ,							words=__a    ,							labels=__a ) )
                             guid_index += 1
                             SCREAMING_SNAKE_CASE					:			Optional[Any]    	=       []
                             SCREAMING_SNAKE_CASE					:			int    	=       []
                   else:
                        SCREAMING_SNAKE_CASE					:			List[Any]    	=       line.split(' ' )
                        words.append(splits[0] )
                        if len(__a ) > 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=__a    ,							labels=__a ) )
         return examples






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






    def       _UpperCamelCase    (       self    ,							lowercase__ )							-> List[str]:






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






class 				UpperCAmelCase (       UpperCamelCase_ ):




    '''simple docstring'''







    def __init__(       self )							-> str:
         super().__init__(label_idx=-2 )






    def       _UpperCamelCase    (       self    ,							lowercase__ )							-> List[str]:






         if path:
              with open(__a    ,							'r' ) as f:
                   SCREAMING_SNAKE_CASE					:			Any    	=       f.read().splitlines()
              if "O" not in labels:
                   SCREAMING_SNAKE_CASE					:			List[Any]    	=       ['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 				UpperCAmelCase (       UpperCamelCase_ ):




    '''simple docstring'''







    def       _UpperCamelCase    (       self    ,							lowercase__    ,							lowercase__ )							-> List[InputExample]:






         if isinstance(__a    ,							__a ):
              SCREAMING_SNAKE_CASE					:			List[Any]    	=       mode.value
         SCREAMING_SNAKE_CASE					:			Dict    	=       os.path.join(__a    ,							F"""{mode}.txt""" )
         SCREAMING_SNAKE_CASE					:			Union[str, Any]    	=       1
         SCREAMING_SNAKE_CASE					:			Union[str, Any]    	=       []

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






    def       _UpperCamelCase    (       self    ,							lowercase__    ,							lowercase__    ,							lowercase__ )							-> List[Any]:
         SCREAMING_SNAKE_CASE					:			int    	=       0
         for sentence in parse_incr(__a ):
              SCREAMING_SNAKE_CASE					:			Optional[Any]    	=       preds_list[example_id]
              SCREAMING_SNAKE_CASE					:			Any    	=       ''
              for token in sentence:
                   out += F"""{token["form"]} ({token["upos"]}|{s_p.pop(0 )}) """
              out += "\n"
              writer.write(__a )
              example_id += 1






    def       _UpperCamelCase    (       self    ,							lowercase__ )							-> List[str]:






         if path:
              with open(__a    ,							'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",
              ]




'''simple docstring'''





def     __lowerCAmelCase						(       a_       ,      a_		)      ->	str:





     '''simple docstring'''





     if number < 0 or shift_amount < 0:
          raise ValueError('both inputs must be positive integers'		)

     SCREAMING_SNAKE_CASE					:			str    	=       str(bin(a_		)		)
     binary_number += "0" * shift_amount
     return binary_number


def     __lowerCAmelCase						(       a_       ,      a_		)      ->	str:





     '''simple docstring'''





     if number < 0 or shift_amount < 0:
          raise ValueError('both inputs must be positive integers'		)

     SCREAMING_SNAKE_CASE					:			Optional[Any]    	=       str(bin(a_		)		)[2:]
     if shift_amount >= len(a_		):
          return "0b0"
     SCREAMING_SNAKE_CASE					:			Dict    	=       binary_number[: len(a_		) - shift_amount]
     return "0b" + shifted_binary_number


def     __lowerCAmelCase						(       a_       ,      a_		)      ->	str:





     '''simple docstring'''





     if number >= 0:  # Get binary representation of positive number
          SCREAMING_SNAKE_CASE					:			Tuple    	=       '0' + str(bin(a_		)		).strip('-'		)[2:]
     else:  # Get binary (2's complement) representation of negative number
          SCREAMING_SNAKE_CASE					:			Union[str, Any]    	=       len(bin(a_		)[3:]		)  # Find 2's complement of number
          SCREAMING_SNAKE_CASE					:			Any    	=       bin(abs(a_		) - (1 << binary_number_length)		)[3:]
          SCREAMING_SNAKE_CASE					:			Optional[Any]    	=       (
              '1' + '0' * (binary_number_length - len(a_		)) + binary_number
          )

     if shift_amount >= len(a_		):
          return "0b" + binary_number[0] * len(a_		)
     return (
         "0b"
         + binary_number[0] * shift_amount
         + binary_number[: len(a_		) - shift_amount]
     )


if __name__ == "__main__":
 import doctest

 doctest.testmod()



