


'''simple docstring'''






# Lint as: python3

import hashlib
from typing import Union


def 					_snake_case   (     A       )						->    bytes:
							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__          =	hash_data.replace('''\\''' ,    '''/'''       )
							elif isinstance(A ,    A       ):
														lowerCAmelCase__          =	str(A       )
							else:
														# If data is not of the required type, raise error
														raise InvalidKeyError(A       )

							return hash_data.encode('''utf-8'''       )




class 		a__				(							a__  ):





							'''simple docstring'''






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




class 		a__				(							a__  ):





							'''simple docstring'''






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




class 		a__				:





							'''simple docstring'''






							def __init__(		self					,    lowerCamelCase_   )       ->							Union[str, Any]:
														lowerCAmelCase__          =	hashlib.mda(_as_bytes(lowerCamelCase_   )   )







							def   __SCREAMING_SNAKE_CASE							(		self					,    lowerCamelCase_   )       ->							int:
														lowerCAmelCase__          =	self._split_mda.copy()
														lowerCAmelCase__          =	_as_bytes(lowerCamelCase_   )
														mda.update(lowerCamelCase_   )
														# Convert to integer with hexadecimal conversion
														return int(mda.hexdigest()					,    16   )



'''simple docstring'''






import warnings

from ...utils import logging
from .image_processing_mobilenet_va import MobileNetVaImageProcessor


__UpperCAmelCase    				=							logging.get_logger(__name__)




class 		a__				(							a__  ):





							'''simple docstring'''






							def __init__(		self					,    *lowerCamelCase_					,    **lowerCamelCase_   )       ->							None:
														warnings.warn(
														    '''The class MobileNetV2FeatureExtractor is deprecated and will be removed in version 5 of Transformers.'''
														    ''' Please use MobileNetV2ImageProcessor instead.'''					,    lowerCamelCase_					,    )
														super().__init__(*lowerCamelCase_					,    **lowerCamelCase_   )