

"""simple docstring"""



from __future__ import annotations





def 			_snake_case  (     UpperCAmelCase_	:       Tuple       , UpperCAmelCase_	:       Optional[int]      ):
     A__				      =	0
     A__				      =	len(UpperCAmelCase_      ) - 1
     while left <= right:
          A__				      =	(left + right) // 2
          if left == right:
               if sorted_list[middle] < item:
                    A__				      =	middle + 1
               break
          elif sorted_list[middle] < item:
               A__				      =	middle + 1
          else:
               A__				      =	middle - 1
     sorted_list.insert(UpperCAmelCase_       , UpperCAmelCase_      )
     return sorted_list





def 			_snake_case  (     UpperCAmelCase_	:       Dict       , UpperCAmelCase_	:       Tuple      ):
     A__				      =	[]
     while left and right:
          if left[0][0] < right[0][0]:
               result.append(left.pop(0      )      )
          else:
               result.append(right.pop(0      )      )
     return result + left + right





def 			_snake_case  (     UpperCAmelCase_	:       List[str]      ):
     A__				      =	len(UpperCAmelCase_      )
     if length <= 1:
          return list_ad
     A__				      =	length // 2
     return merge(sortlist_ad(list_ad[:middle]      )       , sortlist_ad(list_ad[middle:]      )      )





def 			_snake_case  (     UpperCAmelCase_	:       list[int]      ):

     if len(UpperCAmelCase_      ) <= 1:
          return collection
     A__				      =	[]
     A__				      =	False
     for i in range(0       , len(UpperCAmelCase_      )       , 2      ):
          if i == len(UpperCAmelCase_      ) - 1:
               A__				      =	True
          else:
               if collection[i] < collection[i + 1]:
                    two_paired_list.append([collection[i], collection[i + 1]]      )
               else:
                    two_paired_list.append([collection[i + 1], collection[i]]      )
     A__				      =	sortlist_ad(UpperCAmelCase_      )
     A__				      =	[i[0] for i in sorted_list_ad]
     result.append(sorted_list_ad[-1][1]      )
     if has_last_odd_item:
          A__				      =	collection[-1]
          A__				      =	binary_search_insertion(UpperCAmelCase_       , UpperCAmelCase_      )
     A__				      =	False
     for i in range(len(UpperCAmelCase_      ) - 1      ):
          if result[i] == collection[-1] and has_last_odd_item:
               A__				      =	True
          A__				      =	sorted_list_ad[i][1]
          # If last_odd_item is inserted before the item's index,
          # you should forward index one more.
          if is_last_odd_item_inserted_before_this_index:
               A__				      =	result[: i + 2] + binary_search_insertion(result[i + 2 :]       , UpperCAmelCase_      )
          else:
               A__				      =	result[: i + 1] + binary_search_insertion(result[i + 1 :]       , UpperCAmelCase_      )

     return result


if __name__ == "__main__":
 SCREAMING_SNAKE_CASE_       :						List[Any]					=    input('Enter numbers separated by a comma:\n').strip()
 SCREAMING_SNAKE_CASE_       :						Optional[int]					=    [int(item) for item in user_input.split(',')]
 print(merge_insertion_sort(unsorted))









"""simple docstring"""



import os

from ...utils import logging
from .utils import DataProcessor, InputExample


SCREAMING_SNAKE_CASE_       :						Dict					=    logging.get_logger(__name__)



class        a    (							_lowerCamelCase					):



    """simple docstring"""



    def __init__(  self:			Tuple     ,    UpperCamelCase:			Optional[Any]     ,    UpperCamelCase:			Optional[int]=None							):






         """simple docstring"""


         A__				      =	language
         A__				      =	train_language

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






         """simple docstring"""


         A__				      =	self.language if self.train_language is None else self.train_language
         A__				      =	self._read_tsv(os.path.join(UpperCamelCase     ,    f"""XNLI-MT-1.0/multinli/multinli.train.{lg}.tsv"""							)							)
         A__				      =	[]
         for i, line in enumerate(UpperCamelCase							):
              if i == 0:
                   continue
              A__				      =	f"""train-{i}"""
              A__				      =	line[0]
              A__				      =	line[1]
              A__				      =	"""contradiction""" if line[2] == """contradictory""" else line[2]
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training input {text_a} is not a string"""							)
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training input {text_b} is not a string"""							)
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training label {label} is not a string"""							)
              examples.append(InputExample(guid=UpperCamelCase     ,    text_a=UpperCamelCase     ,    text_b=UpperCamelCase     ,    label=UpperCamelCase							)							)
         return examples

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






         """simple docstring"""


         A__				      =	self._read_tsv(os.path.join(UpperCamelCase     ,    """XNLI-1.0/xnli.test.tsv"""							)							)
         A__				      =	[]
         for i, line in enumerate(UpperCamelCase							):
              if i == 0:
                   continue
              A__				      =	line[0]
              if language != self.language:
                   continue
              A__				      =	f"""test-{i}"""
              A__				      =	line[6]
              A__				      =	line[7]
              A__				      =	line[1]
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training input {text_a} is not a string"""							)
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training input {text_b} is not a string"""							)
              if not isinstance(UpperCamelCase     ,    UpperCamelCase							):
                   raise ValueError(f"""Training label {label} is not a string"""							)
              examples.append(InputExample(guid=UpperCamelCase     ,    text_a=UpperCamelCase     ,    text_b=UpperCamelCase     ,    label=UpperCamelCase							)							)
         return examples





    def 					UpperCamelCase						(  self:			Tuple							):






         """simple docstring"""


         return ["contradiction", "entailment", "neutral"]

SCREAMING_SNAKE_CASE_       :						int					=    {
    'xnli': XnliProcessor,
}

SCREAMING_SNAKE_CASE_       :						List[Any]					=    {
    'xnli': 'classification',
}

SCREAMING_SNAKE_CASE_       :						str					=    {
    'xnli': 3,
}






