
def 	A_ (							)      ->    Union[str, Any]:



						'''simple docstring'''

						return [list(range(1000 - i ,      -1000 - i ,      -1 ) ) for i in range(1000 )]


lowercase__							:							Optional[Any]									=			generate_large_matrix()
lowercase__							:							Any									=			(
    [[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 	A_ (							snake_case							:   list[list[int]] )      ->    Any:



						'''simple docstring'''

						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 	A_ (							snake_case							:   list[int] )      ->    Tuple:



						'''simple docstring'''

						__UpperCamelCase       =			0
						__UpperCamelCase       =			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:
												__UpperCamelCase       =			(left + right) // 2
												__UpperCamelCase       =			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:
																		__UpperCamelCase       =			mid + 1
												else:
																		__UpperCamelCase       =			mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
						return len(snake_case )




def 	A_ (							snake_case							:   list[list[int]] )      ->    List[Any]:



						'''simple docstring'''

						__UpperCamelCase       =			0
						__UpperCamelCase       =			len(grid[0] )

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




def 	A_ (							snake_case							:   list[list[int]] )      ->    Dict:



						'''simple docstring'''

						return len([number for row in grid for number in row if number < 0] )




def 	A_ (							snake_case							:   list[list[int]] )      ->    int:



						'''simple docstring'''

						__UpperCamelCase       =			0
						for row in grid:
												for i, number in enumerate(snake_case ):
																		if number < 0:
																								total += len(snake_case ) - i
																								break
						return total




def 	A_ (							)      ->    Optional[Any]:



						'''simple docstring'''

						from timeit import timeit

						print('''Running benchmarks''' )
						__UpperCamelCase       =			(
						    '''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
						):
												__UpperCamelCase       =			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 .configuration_bert_masked import MaskedBertConfig
from .modeling_bert_masked import (
    MaskedBertForMultipleChoice,
    MaskedBertForQuestionAnswering,
    MaskedBertForSequenceClassification,
    MaskedBertForTokenClassification,
    MaskedBertModel,
)
from .modules import *




