

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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


lowerCamelCase      				=     logging.get_logger(__name__)

lowerCamelCase      				=     {
    '''microsoft/resnet-50''': '''https://huggingface.co/microsoft/resnet-50/blob/main/config.json''',
}





class     snake_case_			(				_a			, _a							):


							"""simple docstring"""





							__UpperCAmelCase       ="""resnet"""
							__UpperCAmelCase       =["""basic""", """bottleneck"""]




							def __init__( self					,						_A=3					,						_A=6_4					,						_A=[2_5_6, 5_1_2, 1_0_2_4, 2_0_4_8]					,						_A=[3, 4, 6, 3]					,						_A="bottleneck"					,						_A="relu"					,						_A=False					,						_A=None					,						_A=None					,						**_A					,						):
												super().__init__(**_A							)
												if layer_type not in self.layer_types:
																	raise ValueError(F"""layer_type={layer_type} is not one of {','.join(self.layer_types							)}"""							)
												__lowerCAmelCase					=							num_channels
												__lowerCAmelCase					=							embedding_size
												__lowerCAmelCase					=							hidden_sizes
												__lowerCAmelCase					=							depths
												__lowerCAmelCase					=							layer_type
												__lowerCAmelCase					=							hidden_act
												__lowerCAmelCase					=							downsample_in_first_stage
												__lowerCAmelCase					=							['stem'] + [F"""stage{idx}""" for idx in range(1					,						len(_A							) + 1							)]
												__lowerCAmelCase,	__lowerCAmelCase					=							get_aligned_output_features_output_indices(
												    out_features=_A					,						out_indices=_A					,						stage_names=self.stage_names							)





class     snake_case_			(				_a							):


							"""simple docstring"""





							__UpperCAmelCase       =version.parse("""1.11"""							)




							@property
							def        A__  ( self							):
												return OrderedDict(
												    [
												        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
												    ]							)




							@property
							def        A__  ( self							):
												return 1e-3









def        __lowercase    (  UpperCAmelCase__ = 10		,					UpperCAmelCase__ = 1_000		,					UpperCAmelCase__ = True      ):

					"""simple docstring"""






					assert (
					    isinstance(UpperCAmelCase__		,					UpperCAmelCase__      )
					    and isinstance(UpperCAmelCase__		,					UpperCAmelCase__      )
					    and isinstance(UpperCAmelCase__		,					UpperCAmelCase__      )
					), "Invalid type of value(s) specified to function!"

					if min_val > max_val:
										raise ValueError('Invalid value for min_val or max_val (min_value < max_value)'      )
					return min_val if option else max_val


def        __lowercase    (  UpperCAmelCase__		,					UpperCAmelCase__      ):

					"""simple docstring"""






					return int((number_a + number_a) / 2      )


def        __lowercase    (  UpperCAmelCase__		,					UpperCAmelCase__		,					UpperCAmelCase__      ):

					"""simple docstring"""






					assert (
					    isinstance(UpperCAmelCase__		,					UpperCAmelCase__      ) and isinstance(UpperCAmelCase__		,					UpperCAmelCase__      ) and isinstance(UpperCAmelCase__		,					UpperCAmelCase__      )
					), 'argument values must be type of "int"'

					if lower > higher:
										raise ValueError('argument value for lower and higher must be(lower > higher)'      )

					if not lower < to_guess < higher:
										raise ValueError(
										    'guess value must be within the range of lower and higher value'      )

					def answer(UpperCAmelCase__      ) -> str:
										if number > to_guess:
															return "high"
										elif number < to_guess:
															return "low"
										else:
															return "same"

					print('started...'      )

					__lowerCAmelCase					=							lower
					__lowerCAmelCase					=							higher

					__lowerCAmelCase					=							[]

					while True:
										__lowerCAmelCase					=							get_avg(UpperCAmelCase__		,					UpperCAmelCase__      )
										last_numbers.append(UpperCAmelCase__      )

										if answer(UpperCAmelCase__      ) == "low":
															__lowerCAmelCase					=							number
										elif answer(UpperCAmelCase__      ) == "high":
															__lowerCAmelCase					=							number
										else:
															break

					print(F"""guess the number : {last_numbers[-1]}"""      )
					print(F"""details : {last_numbers!s}"""      )


def        __lowercase    (  ):

					"""simple docstring"""






					__lowerCAmelCase					=							int(input('Enter lower value : '      ).strip()      )
					__lowerCAmelCase					=							int(input('Enter high value : '      ).strip()      )
					__lowerCAmelCase					=							int(input('Enter value to guess : '      ).strip()      )
					guess_the_number(UpperCAmelCase__		,					UpperCAmelCase__		,					UpperCAmelCase__      )


if __name__ == "__main__":
		main()






