


def 			UpperCamelCase (     __magic_name__					:							str   ,   __magic_name__					:							int					)       ->  list:
		"""simple docstring"""




		lowercase__					      =		word.split()

		def justify(__magic_name__					:							list   ,   __magic_name__					:							int   ,   __magic_name__					:							int					) -> str:
				lowercase__					      =		max_width - width
				lowercase__					      =		len(__magic_name__					)
				if len(__magic_name__					) == 1:
						# if there is only word in line
						# just insert overall_spaces_count for the remainder of line
						return line[0] + " " * overall_spaces_count
				else:
						lowercase__					      =		words_count - 1
						# num_spaces_between_words_list[i] : tells you to insert
						# num_spaces_between_words_list[i] spaces
						# after word on line[i]
						lowercase__					      =		spaces_to_insert_between_words * [
						    overall_spaces_count // spaces_to_insert_between_words
						]
						lowercase__					      =		(
						    overall_spaces_count % spaces_to_insert_between_words
						)
						# distribute spaces via round robin to the left words
						for i in range(__magic_name__					):
								num_spaces_between_words_list[i] += 1
						lowercase__					      =		[]
						for i in range(__magic_name__					):
								# add the word
								aligned_words_list.append(line[i]					)
								# add the spaces to insert
								aligned_words_list.append(num_spaces_between_words_list[i] * """ """					)
						# just add the last word to the sentence
						aligned_words_list.append(line[-1]					)
						# join the aligned words list to form a justified line
						return "".join(__magic_name__					)

		lowercase__					      =		[]
		lowercase__					      =		[]
		lowercase__					      =		0
		for word in words:
				if width + len(__magic_name__					) + len(__magic_name__					) <= max_width:
						# keep adding words until we can fill out max_width
						# width = sum of length of all words (without overall_spaces_count)
						# len(word) = length of current word
						# len(line) = number of overall_spaces_count to insert between words
						line.append(__magic_name__					)
						width += len(__magic_name__					)
				else:
						# justify the line and add it to result
						answer.append(justify(__magic_name__   ,   __magic_name__   ,   __magic_name__					)					)
						# reset new line and new width
						lowercase__      ,     lowercase__					      =		[word], len(__magic_name__					)
		lowercase__					      =		max_width - width - len(__magic_name__					)
		answer.append(""" """.join(__magic_name__					) + (remaining_spaces + 1) * """ """					)
		return answer


if __name__ == "__main__":
	from doctest import testmod

	testmod()





import warnings
from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


A	:		List[str]    =       logging.get_logger(__name__)

A	:		List[Any]    =       {
    'nvidia/segformer-b0-finetuned-ade-512-512': (
        'https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512/resolve/main/config.json'
    ),
    # See all SegFormer models at https://huggingface.co/models?filter=segformer
}



class 							A   (	UpperCAmelCase__							):
					'''simple docstring'''






					A__      =			'''segformer'''

					def __init__(self   :						Dict				, _UpperCAmelCase   :						Optional[int]=3				, _UpperCAmelCase   :						Dict=4				, _UpperCAmelCase   :						Union[str, Any]=[2, 2, 2, 2]				, _UpperCAmelCase   :						List[str]=[8, 4, 2, 1]				, _UpperCAmelCase   :						str=[32, 64, 160, 256]				, _UpperCAmelCase   :						Optional[int]=[7, 3, 3, 3]				, _UpperCAmelCase   :						int=[4, 2, 2, 2]				, _UpperCAmelCase   :						str=[1, 2, 5, 8]				, _UpperCAmelCase   :						Optional[int]=[4, 4, 4, 4]				, _UpperCAmelCase   :						List[Any]="gelu"				, _UpperCAmelCase   :						Optional[Any]=0.0				, _UpperCAmelCase   :						Dict=0.0				, _UpperCAmelCase   :						Dict=0.1				, _UpperCAmelCase   :						List[str]=0.02				, _UpperCAmelCase   :						str=0.1				, _UpperCAmelCase   :						Optional[Any]=1E-6				, _UpperCAmelCase   :						Optional[Any]=256				, _UpperCAmelCase   :						Any=255				, **_UpperCAmelCase   :						str				, )						->       Tuple:




							"""simple docstring"""


							super().__init__(**_UpperCAmelCase		)

							if "reshape_last_stage" in kwargs and kwargs["reshape_last_stage"] is False:
									warnings.warn(
									    """Reshape_last_stage is set to False in this config. This argument is deprecated and will soon be"""
									    """ removed, as the behaviour will default to that of reshape_last_stage = True."""				, _UpperCAmelCase				, )

							lowercase__					      =		num_channels
							lowercase__					      =		num_encoder_blocks
							lowercase__					      =		depths
							lowercase__					      =		sr_ratios
							lowercase__					      =		hidden_sizes
							lowercase__					      =		patch_sizes
							lowercase__					      =		strides
							lowercase__					      =		mlp_ratios
							lowercase__					      =		num_attention_heads
							lowercase__					      =		hidden_act
							lowercase__					      =		hidden_dropout_prob
							lowercase__					      =		attention_probs_dropout_prob
							lowercase__					      =		classifier_dropout_prob
							lowercase__					      =		initializer_range
							lowercase__					      =		drop_path_rate
							lowercase__					      =		layer_norm_eps
							lowercase__					      =		decoder_hidden_size
							lowercase__					      =		kwargs.get("""reshape_last_stage"""				, _UpperCAmelCase		)
							lowercase__					      =		semantic_loss_ignore_index






class 							A   (	UpperCAmelCase__							):
					'''simple docstring'''






					A__      =			version.parse('''1.11'''							)

					@property
					def   lowerCamelCase__					(self   :						Optional[int]		)						->       Mapping[str, Mapping[int, str]]:




							"""simple docstring"""


							return OrderedDict(
							    [
							        ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
							    ]		)

					@property
					def   lowerCamelCase__					(self   :						Optional[int]		)						->       float:




							"""simple docstring"""


							return 1E-4


					@property
					def   lowerCamelCase__					(self   :						Optional[Any]		)						->       int:




							"""simple docstring"""


							return 12

