





"""simple docstring"""





def  __A   (_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)					->int:





  """simple docstring"""


  def update_area_of_max_square(_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			) -> int:
    # BASE CASE
    if row >= rows or col >= cols:
      return 0

    lowerCAmelCase__			:Optional[Any]											=							update_area_of_max_square(_SCREAMING_SNAKE_CASE     ,   col + 1			)
    lowerCAmelCase__			:Any											=							update_area_of_max_square(row + 1     ,   col + 1			)
    lowerCAmelCase__			:Dict											=							update_area_of_max_square(row + 1     ,   _SCREAMING_SNAKE_CASE			)

    if mat[row][col]:
      lowerCAmelCase__			:List[Any]											=							1 + min([right, diagonal, down]			)
      lowerCAmelCase__			:Dict											=							max(largest_square_area[0]     ,   _SCREAMING_SNAKE_CASE			)
      return sub_problem_sol
    else:
      return 0

  lowerCAmelCase__			:List[Any]											=							[0]
  update_area_of_max_square(0     ,   0			)
  return largest_square_area[0]
def  __A   (_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)					->int:





  """simple docstring"""


  def update_area_of_max_square_using_dp_array(
      _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			) -> int:
    if row >= rows or col >= cols:
      return 0
    if dp_array[row][col] != -1:
      return dp_array[row][col]

    lowerCAmelCase__			:Optional[int]											=							update_area_of_max_square_using_dp_array(_SCREAMING_SNAKE_CASE     ,   col + 1     ,   _SCREAMING_SNAKE_CASE			)
    lowerCAmelCase__			:str											=							update_area_of_max_square_using_dp_array(row + 1     ,   col + 1     ,   _SCREAMING_SNAKE_CASE			)
    lowerCAmelCase__			:str											=							update_area_of_max_square_using_dp_array(row + 1     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)

    if mat[row][col]:
      lowerCAmelCase__			:int											=							1 + min([right, diagonal, down]			)
      lowerCAmelCase__			:Union[str, Any]											=							max(largest_square_area[0]     ,   _SCREAMING_SNAKE_CASE			)
      lowerCAmelCase__			:Dict											=							sub_problem_sol
      return sub_problem_sol
    else:
      return 0

  lowerCAmelCase__			:Union[str, Any]											=							[0]
  lowerCAmelCase__			:Optional[Any]											=							[[-1] * cols for _ in range(_SCREAMING_SNAKE_CASE			)]
  update_area_of_max_square_using_dp_array(0     ,   0     ,   _SCREAMING_SNAKE_CASE			)

  return largest_square_area[0]
def  __A   (_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)					->int:





  """simple docstring"""


  lowerCAmelCase__			:Union[str, Any]											=							[[0] * (cols + 1) for _ in range(rows + 1			)]
  lowerCAmelCase__			:Union[str, Any]											=							0
  for row in range(rows - 1     ,   -1     ,   -1			):
    for col in range(cols - 1     ,   -1     ,   -1			):
      lowerCAmelCase__			:Dict											=							dp_array[row][col + 1]
      lowerCAmelCase__			:Optional[int]											=							dp_array[row + 1][col + 1]
      lowerCAmelCase__			:int											=							dp_array[row + 1][col]

      if mat[row][col] == 1:
        lowerCAmelCase__			:Dict											=							1 + min(_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)
        lowerCAmelCase__			:Tuple											=							max(dp_array[row][col]     ,   _SCREAMING_SNAKE_CASE			)
      else:
        lowerCAmelCase__			:int											=							0

  return largest_square_area
def  __A   (_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)					->int:





  """simple docstring"""


  lowerCAmelCase__			:Dict											=							[0] * (cols + 1)
  lowerCAmelCase__			:int											=							[0] * (cols + 1)
  lowerCAmelCase__			:Tuple											=							0
  for row in range(rows - 1     ,   -1     ,   -1			):
    for col in range(cols - 1     ,   -1     ,   -1			):
      lowerCAmelCase__			:Dict											=							current_row[col + 1]
      lowerCAmelCase__			:Tuple											=							next_row[col + 1]
      lowerCAmelCase__			:List[str]											=							next_row[col]

      if mat[row][col] == 1:
        lowerCAmelCase__			:Any											=							1 + min(_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)
        lowerCAmelCase__			:List[Any]											=							max(current_row[col]     ,   _SCREAMING_SNAKE_CASE			)
      else:
        lowerCAmelCase__			:Tuple											=							0
    lowerCAmelCase__			:Tuple											=							current_row

  return largest_square_area


if __name__ == "__main__":
  import doctest

  doctest.testmod()
  print(largest_square_area_in_matrix_bottom_up(2, 2, [[1, 1], [1, 1]]))







"""simple docstring"""





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

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


__A											=		logging.getLogger(__name__)






class 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def __init__(    self    , __UpperCAmelCase=-1      ):



         '''simple docstring'''

         lowerCAmelCase__			:Dict											=							label_idx






       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Optional[Any]											=							mode.value
         lowerCAmelCase__			:List[str]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:List[str]											=							1
         lowerCAmelCase__			:Union[str, Any]											=							[]
         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           lowerCAmelCase__			:str											=							[]
           lowerCAmelCase__			:Dict											=							[]
           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
                 lowerCAmelCase__			:Tuple											=							[]
                 lowerCAmelCase__			:List[str]											=							[]
             else:
               lowerCAmelCase__			:List[str]											=							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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							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]:
             lowerCAmelCase__			:Optional[Any]											=							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      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:Any											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			: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 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def __init__(    self      ):



         '''simple docstring'''

         super().__init__(label_idx=-2      )






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:str											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			:Optional[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 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Union[str, Any]											=							mode.value
         lowerCAmelCase__			:Union[str, Any]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:Any											=							1
         lowerCAmelCase__			:Optional[Any]											=							[]

         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           for sentence in parse_incr(__UpperCAmelCase      ):
             lowerCAmelCase__			:Dict											=							[]
             lowerCAmelCase__			:Dict											=							[]
             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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							0
         for sentence in parse_incr(__UpperCAmelCase      ):
           lowerCAmelCase__			:Optional[int]											=							preds_list[example_id]
           lowerCAmelCase__			:Tuple											=							''
           for token in sentence:
             out += F"{token['form']} ({token['upos']}|{s_p.pop(0      )}) "
           out += "\n"
           writer.write(__UpperCAmelCase      )
           example_id += 1






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''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",
           ]
