




def 							SCREAMING_SNAKE_CASE__       (  )      ->						list[list[int]]:
  return [list(range(1000 - i			,							-1000 - i			,							-1     )     ) for i in range(1000     )]


snake_case 				=       generate_large_matrix()
snake_case 				=       (
    [[4, 3, 2, -1], [3, 2, 1, -1], [1, 1, -1, -2], [-1, -1, -2, -3]],
    [[3, 2], [1, 0]],
    [[7, 7, 6]],
    [[7, 7, 6], [-1, -2, -3]],
    grid,
)

def 							SCREAMING_SNAKE_CASE__       (  snake_case__  :list[list[int]]     )      ->						None:
  assert all(row == sorted(snake_case__			,							reverse=snake_case__     ) for row in grid     )
  assert all(list(snake_case__     ) == sorted(snake_case__			,							reverse=snake_case__     ) for col in zip(*snake_case__     )     )

def 							SCREAMING_SNAKE_CASE__       (  snake_case__  :list[int]     )      ->						int:
  _lowercase							= 0
  _lowercase							= len(snake_case__     ) - 1

  # Edge cases such as no values or all numbers are negative.
  if not array or array[0] < 0:
    return 0

  while right + 1 > left:
    _lowercase							= (left + right) // 2
    _lowercase							= array[mid]

    # Num must be negative and the index must be greater than or equal to 0.
    if num < 0 and array[mid - 1] >= 0:
      return mid

    if num >= 0:
      _lowercase							= mid + 1
    else:
      _lowercase							= mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
  return len(snake_case__     )

def 							SCREAMING_SNAKE_CASE__       (  snake_case__  :list[list[int]]     )      ->						int:
  _lowercase							= 0
  _lowercase							= len(grid[0]     )

  for i in range(len(snake_case__     )     ):
    _lowercase							= find_negative_index(grid[i][:bound]     )
    total += bound
  return (len(snake_case__     ) * len(grid[0]     )) - total

def 							SCREAMING_SNAKE_CASE__       (  snake_case__  :list[list[int]]     )      ->						int:
  return len([number for row in grid for number in row if number < 0]     )

def 							SCREAMING_SNAKE_CASE__       (  snake_case__  :list[list[int]]     )      ->						int:
  _lowercase							= 0
  for row in grid:
    for i, number in enumerate(snake_case__     ):
      if number < 0:
        total += len(snake_case__     ) - i
        break
  return total

def 							SCREAMING_SNAKE_CASE__       (  )      ->						None:
  from timeit import timeit

  print('Running benchmarks'     )
  _lowercase							= (
      """from __main__ import count_negatives_binary_search, """
      """count_negatives_brute_force, count_negatives_brute_force_with_break, grid"""
  )
  for func in (
      "count_negatives_binary_search",  # took 0.7727 seconds
      "count_negatives_brute_force_with_break",  # took 4.6505 seconds
      "count_negatives_brute_force",  # took 12.8160 seconds
  ):
    _lowercase							= timeit(F"""{func}(grid=grid)"""			,							setup=snake_case__			,							number=500     )
    print(F"""{func}() took {time:0.4f} seconds"""     )


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      benchmark()






from ....utils import logging


snake_case 				=       logging.get_logger(__name__)





class 				A_				(      UpperCAmelCase	):







       """simple docstring"""





       def __init__(    self	:	Union[str, Any]						,__A	:	int						,__A	:	List[Any]=None						,__A	:	List[str]=2048  )						->					List[Any]:
         _lowercase							= config.__dict__
         _lowercase							= modal_hidden_size
         if num_labels:
           _lowercase							= num_labels