'''simple docstring'''




def 				snake_case__							(			)    ->	list[list[int]]:

		'''simple docstring'''


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


__lowercase          =  generate_large_matrix()
__lowercase          =  (
    [[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]] )    ->	None:

		'''simple docstring'''


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






def 				snake_case__							(			_A:					list[int] )    ->	int:

		'''simple docstring'''


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






def 				snake_case__							(			_A:					list[list[int]] )    ->	int:

		'''simple docstring'''


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

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






def 				snake_case__							(			_A:					list[list[int]] )    ->	int:

		'''simple docstring'''


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






def 				snake_case__							(			_A:					list[list[int]] )    ->	int:

		'''simple docstring'''


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






def 				snake_case__							(			)    ->	None:

		'''simple docstring'''


		from timeit import timeit

		print("""Running benchmarks""" )
		lowerCAmelCase   					=  (
		    """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
		):
				lowerCAmelCase   					=  timeit(f"{func}(grid=grid)"      ,   setup=_A      ,   number=500 )
				print(f"{func}() took {time:0.4f} seconds" )


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						benchmark()





'''simple docstring'''




from ...utils import logging
from ..ta.modeling_tf_ta import TFTaEncoderModel, TFTaForConditionalGeneration, TFTaModel
from .configuration_mta import MTaConfig


__lowercase          =  logging.get_logger(__name__)

__lowercase          =  '''T5Config'''






class 				a__(					lowerCAmelCase__	):


			'''simple docstring'''






			UpperCAmelCase_			:     List[str]      =       '''mt5'''
			UpperCAmelCase_			:     Tuple      =       MTaConfig







class 				a__(					lowerCAmelCase__	):


			'''simple docstring'''






			UpperCAmelCase_			:     List[Any]      =       '''mt5'''
			UpperCAmelCase_			:     int      =       MTaConfig







class 				a__(					lowerCAmelCase__	):


			'''simple docstring'''






			UpperCAmelCase_			:     Tuple      =       '''mt5'''
			UpperCAmelCase_			:     Union[str, Any]      =       MTaConfig




