
'''simple docstring'''

import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING


UpperCAmelCase__ :			Optional[int]											=		logging.get_logger(__name__)






class  A  (						SCREAMING_SNAKE_CASE__     ):
	snake_case__   :List[Any]   =  'upernet'





	def __init__(       self      :							Optional[Any]   ,				__magic_name__      :							Any=None   ,				__magic_name__      :							str=512   ,				__magic_name__      :							List[Any]=0.02   ,				__magic_name__      :							int=[1, 2, 3, 6]   ,				__magic_name__      :							Dict=True   ,				__magic_name__      :							str=0.4   ,				__magic_name__      :							Optional[Any]=384   ,				__magic_name__      :							Optional[Any]=256   ,				__magic_name__      :							str=1   ,				__magic_name__      :							str=False   ,				__magic_name__      :							str=255   ,				**__magic_name__      :							str   ,				):


				"""simple docstring"""

				super().__init__(**__magic_name__				)

				if backbone_config is None:
							logger.info("`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."				)
							lowerCAmelCase__										=				CONFIG_MAPPING["resnet"](out_features=["stage1", "stage2", "stage3", "stage4"]				)
				elif isinstance(__magic_name__   ,				__magic_name__				):
							lowerCAmelCase__										=				backbone_config.get("model_type"				)
							lowerCAmelCase__										=				CONFIG_MAPPING[backbone_model_type]
							lowerCAmelCase__										=				config_class.from_dict(__magic_name__				)

				lowerCAmelCase__										=				backbone_config
				lowerCAmelCase__										=				hidden_size
				lowerCAmelCase__										=				initializer_range
				lowerCAmelCase__										=				pool_scales
				lowerCAmelCase__										=				use_auxiliary_head
				lowerCAmelCase__										=				auxiliary_loss_weight
				lowerCAmelCase__										=				auxiliary_in_channels
				lowerCAmelCase__										=				auxiliary_channels
				lowerCAmelCase__										=				auxiliary_num_convs
				lowerCAmelCase__										=				auxiliary_concat_input
				lowerCAmelCase__										=				loss_ignore_index







	def 				__SCREAMING_SNAKE_CASE	(       self      :							Any				):


				"""simple docstring"""

				lowerCAmelCase__										=				copy.deepcopy(self.__dict__				)
				lowerCAmelCase__										=				self.backbone_config.to_dict()
				lowerCAmelCase__										=				self.__class__.model_type
				return output










'''simple docstring'''





def 							lowerCamelCase	(					):





    '''simple docstring'''


    return [list(range(1_000 - i  ,-1_000 - i  ,-1							)							) for i in range(1_000							)]


SCREAMING_SNAKE_CASE__          =  generate_large_matrix()
SCREAMING_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 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''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 							lowerCamelCase	(					_snake_case	:    list[int]							):





    '''simple docstring'''


    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 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    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 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


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




def 							lowerCamelCase	(					_snake_case	:    list[list[int]]							):





    '''simple docstring'''


    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 							lowerCamelCase	(					):





    '''simple docstring'''


    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()




