


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	:		Optional[Any]    =       logging.get_logger(__name__)

A	:		Dict    =       {
    'sail/poolformer_s12': 'https://huggingface.co/sail/poolformer_s12/resolve/main/config.json',
    # See all PoolFormer models at https://huggingface.co/models?filter=poolformer
}



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






					A__      =			"""poolformer"""

					def __init__(self   :						str				, _UpperCAmelCase   :						Dict=3				, _UpperCAmelCase   :						Tuple=16				, _UpperCAmelCase   :						Optional[int]=16				, _UpperCAmelCase   :						Any=3				, _UpperCAmelCase   :						int=4.0				, _UpperCAmelCase   :						List[str]=[2, 2, 6, 2]				, _UpperCAmelCase   :						Any=[64, 128, 320, 512]				, _UpperCAmelCase   :						str=[7, 3, 3, 3]				, _UpperCAmelCase   :						str=[4, 2, 2, 2]				, _UpperCAmelCase   :						Union[str, Any]=[2, 1, 1, 1]				, _UpperCAmelCase   :						Optional[int]=4				, _UpperCAmelCase   :						Dict=0.0				, _UpperCAmelCase   :						Any="gelu"				, _UpperCAmelCase   :						Optional[int]=True				, _UpperCAmelCase   :						Union[str, Any]=1E-5				, _UpperCAmelCase   :						Tuple=0.02				, **_UpperCAmelCase   :						Any				, )						->       Union[str, Any]:




							"""simple docstring"""


							lowercase__					      =		num_channels
							lowercase__					      =		patch_size
							lowercase__					      =		stride
							lowercase__					      =		padding
							lowercase__					      =		pool_size
							lowercase__					      =		hidden_sizes
							lowercase__					      =		mlp_ratio
							lowercase__					      =		depths
							lowercase__					      =		patch_sizes
							lowercase__					      =		strides
							lowercase__					      =		num_encoder_blocks
							lowercase__					      =		drop_path_rate
							lowercase__					      =		hidden_act
							lowercase__					      =		use_layer_scale
							lowercase__					      =		layer_scale_init_value
							lowercase__					      =		initializer_range
							super().__init__(**_A		)






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






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

					@property
					def   lowerCamelCase__					(self   :						Dict		)						->       Union[str, Any]:




							"""simple docstring"""


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


					@property
					def   lowerCamelCase__					(self   :						Tuple		)						->       Union[str, Any]:




							"""simple docstring"""


							return 2E-3








from functools import lru_cache






def 			UpperCamelCase (     __magic_name__					:							int					)       ->  set:
		"""simple docstring"""




		lowercase__					      =		2
		lowercase__					      =		set()
		while i * i <= n:
				if n % i:
						i += 1
				else:
						n //= i
						factors.add(__magic_name__					)
		if n > 1:
				factors.add(__magic_name__					)
		return factors






@lru_cache
def 			UpperCamelCase (     __magic_name__					:							int					)       ->  int:
		"""simple docstring"""




		return len(unique_prime_factors(__magic_name__					)					)






def 			UpperCamelCase (     __magic_name__					:							list					)       ->  bool:
		"""simple docstring"""




		return len(set(__magic_name__					)					) in (0, 1)






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




		lowercase__					      =		2

		while True:
				# Increment each value of a generated range
				lowercase__					      =		[base + i for i in range(__magic_name__					)]

				# Run elements through out unique_prime_factors function
				# Append our target number to the end.
				lowercase__					      =		[upf_len(__magic_name__					) for x in group]
				checker.append(__magic_name__					)

				# If all numbers in the list are equal, return the group variable.
				if equality(__magic_name__					):
						return group

				# Increment our base variable by 1
				base += 1






def 			UpperCamelCase (     __magic_name__					:							int = 4					)       ->  int:
		"""simple docstring"""




		lowercase__					      =		run(__magic_name__					)
		return results[0] if len(__magic_name__					) else None


if __name__ == "__main__":
	print(solution())

