




# Lint as: python3

import hashlib
from typing import Union






def    snake_case   (				A     )				->				bytes:




	'''simple docstring'''


	if isinstance(A		,  A     ):
		# Data already in bytes, returns as it as
		return hash_data
	elif isinstance(A		,  A     ):
		# We keep the data as it as for it ot be later encoded to UTF-8
		# However replace `\\` with `/` for Windows compatibility
		lowerCamelCase_				:						List[Any]				  =				hash_data.replace('\\'		,  '/'     )
	elif isinstance(A		,  A     ):
		lowerCamelCase_				:						str				  =				str(A     )
	else:
		# If data is not of the required type, raise error
		raise InvalidKeyError(A     )

	return hash_data.encode('utf-8'     )


class 							__SCREAMING_SNAKE_CASE				(						lowerCamelCase    ):

					def __init__(							self					,			__lowercase   ):







						'''simple docstring'''




						lowerCamelCase_				:						Optional[int]				  =				'\nFAILURE TO GENERATE DATASET: Invalid key type detected'
						lowerCamelCase_				:						int				  =				f"\nFound Key {hash_data} of type {type(__lowercase   )}"
						lowerCamelCase_				:						Optional[int]				  =				'\nKeys should be either str, int or bytes type'
						super().__init__(f"{self.prefix}{self.err_msg}{self.suffix}"   )


class 							__SCREAMING_SNAKE_CASE				(						lowerCamelCase    ):

					def __init__(							self					,			__lowercase					,			__lowercase					,			__lowercase=""   ):







						'''simple docstring'''




						lowerCamelCase_				:						Optional[int]				  =				key
						lowerCamelCase_				:						List[str]				  =				duplicate_key_indices
						lowerCamelCase_				:						List[Any]				  =				fix_msg
						lowerCamelCase_				:						Dict				  =				'Found multiple examples generated with the same key'
						if len(__lowercase   ) <= 20:
							lowerCamelCase_				:						List[Any]				  =				f"\nThe examples at index {', '.join(__lowercase   )} have the key {key}"
						else:
							lowerCamelCase_				:						str				  =				f"\nThe examples at index {', '.join(duplicate_key_indices[:20]   )}... ({len(__lowercase   ) - 20} more) have the key {key}"
						lowerCamelCase_				:						Tuple				  =				'\n' + fix_msg if fix_msg else ''
						super().__init__(f"{self.prefix}{self.err_msg}{self.suffix}"   )


class 							__SCREAMING_SNAKE_CASE				:

					def __init__(							self					,			__lowercase   ):







						'''simple docstring'''




						lowerCamelCase_				:						Optional[int]				  =				hashlib.mda(_as_bytes(__lowercase   )   )





					def       lowercase_				(							self					,			__lowercase   ):







						'''simple docstring'''




						lowerCamelCase_				:						int				  =				self._split_mda.copy()
						lowerCamelCase_				:						str				  =				_as_bytes(__lowercase   )
						mda.update(__lowercase   )
						# Convert to integer with hexadecimal conversion
						return int(mda.hexdigest()					,			16   )

"""simple docstring"""







from ...configuration_utils import PretrainedConfig
from ...utils import logging


SCREAMING_SNAKE_CASE						=    logging.get_logger(__name__)

SCREAMING_SNAKE_CASE						=    {
    'facebook/regnet-y-040': 'https://huggingface.co/facebook/regnet-y-040/blob/main/config.json',
}



class 			_lowerCamelCase      (__lowerCamelCase  ):
				_snake_case  =	"regnet"
				_snake_case  =	["x", "y"]







				def __init__(			self     :							Any      ,       lowerCamelCase_     :							Optional[Any]=3      ,       lowerCamelCase_     :							List[str]=3_2      ,       lowerCamelCase_     :							str=[1_2_8, 1_9_2, 5_1_2, 1_0_8_8]      ,       lowerCamelCase_     :							int=[2, 6, 1_2, 2]      ,       lowerCamelCase_     :							Union[str, Any]=6_4      ,       lowerCamelCase_     :							int="y"      ,       lowerCamelCase_     :							Optional[Any]="relu"      ,       **lowerCamelCase_     :							Optional[Any]      ,       ):

					"""simple docstring"""






					super().__init__(**lowerCamelCase_    )
					if layer_type not in self.layer_types:
						raise ValueError(F'''layer_type={layer_type} is not one of {','.join(self.layer_types    )}'''    )
					_lowercase			:     str      					=				num_channels
					_lowercase			:     Optional[Any]      					=				embedding_size
					_lowercase			:     Union[str, Any]      					=				hidden_sizes
					_lowercase			:     Optional[int]      					=				depths
					_lowercase			:     Optional[int]      					=				groups_width
					_lowercase			:     Tuple      					=				layer_type
					_lowercase			:     Union[str, Any]      					=				hidden_act
					# always downsample in the first stage
					_lowercase			:     Optional[int]      					=				True



