






"""simple docstring"""


def       snake_case  ():







		'''simple docstring'''

		return [list(range(1_0_0_0 - i     ,      -1_0_0_0 - i     ,      -1				)				) for i in range(1_0_0_0				)]


_UpperCamelCase    :   Dict   			=						generate_large_matrix()
_UpperCamelCase    :   Optional[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       snake_case  (A_				:list[list[int]]				):







		'''simple docstring'''

		assert all(row == sorted(lowerCAmelCase__     ,      reverse=lowerCAmelCase__				) for row in grid				)
		assert all(list(lowerCAmelCase__				) == sorted(lowerCAmelCase__     ,      reverse=lowerCAmelCase__				) for col in zip(*lowerCAmelCase__				)				)




def       snake_case  (A_				:list[int]				):







		'''simple docstring'''

		a					:      int    =       0
		a					:      Union[str, Any]    =       len(lowerCAmelCase__				) - 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:
				a					:      Tuple    =       (left + right) // 2
				a					:      Dict    =       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:
						a					:      List[Any]    =       mid + 1
				else:
						a					:      Optional[Any]    =       mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
		return len(lowerCAmelCase__				)




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







		'''simple docstring'''

		a					:      Union[str, Any]    =       0
		a					:      Union[str, Any]    =       len(grid[0]				)

		for i in range(len(lowerCAmelCase__				)				):
				a					:      List[Any]    =       find_negative_index(grid[i][:bound]				)
				total += bound
		return (len(lowerCAmelCase__				) * len(grid[0]				)) - total




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







		'''simple docstring'''

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




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







		'''simple docstring'''

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




def       snake_case  ():







		'''simple docstring'''

		from timeit import timeit

		print('Running benchmarks'				)
		a					:      Optional[int]    =       (
		    '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
		):
				a					:      List[Any]    =       timeit(f'''{func}(grid=grid)'''     ,      setup=lowerCAmelCase__     ,      number=5_0_0				)
				print(f'''{func}() took {time:0.4f} seconds'''				)


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			benchmark()












"""simple docstring"""


from .glue import glue_convert_examples_to_features, glue_output_modes, glue_processors, glue_tasks_num_labels
from .squad import SquadExample, SquadFeatures, SquadVaProcessor, SquadVaProcessor, squad_convert_examples_to_features
from .utils import DataProcessor, InputExample, InputFeatures, SingleSentenceClassificationProcessor
from .xnli import xnli_output_modes, xnli_processors, xnli_tasks_num_labels




