


# Lint as: python3

import hashlib
from typing import Union




def 			a_   (					SCREAMING_SNAKE_CASE__      :   Union[str, int, bytes]  ):
       '''simple docstring'''





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

       return hash_data.encode('utf-8'  )




class A						(     UpperCamelCase_  ):






      def __init__(      self		:  List[str]    ,     lowercase_		:  List[Any]				)      ->		Optional[Any]:
             """simple docstring"""




             _lowerCamelCase :	Tuple						='\nFAILURE TO GENERATE DATASET: Invalid key type detected'
             _lowerCamelCase :	List[str]						=F'''\nFound Key {hash_data} of type {type(lowercase_				)}'''
             _lowerCamelCase :	Optional[Any]						='\nKeys should be either str, int or bytes type'
             super().__init__(F'''{self.prefix}{self.err_msg}{self.suffix}'''				)




class A						(     UpperCamelCase_  ):






      def __init__(      self		:  Tuple    ,     lowercase_		:  Tuple    ,     lowercase_		:  List[Any]    ,     lowercase_		:  Tuple=""				)      ->		List[str]:
             """simple docstring"""




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




class A						:






      def __init__(      self		:  Optional[int]    ,     lowercase_		:  str				)      ->		Dict:
             """simple docstring"""




             _lowerCamelCase :	List[Any]						=hashlib.mda(_as_bytes(lowercase_				)				)






      def  lowerCamelCase (      self		:  List[str]    ,     lowercase_		:  Union[str, int, bytes]				)      ->		int:
             """simple docstring"""




             _lowerCamelCase :	Optional[Any]						=self._split_mda.copy()
             _lowerCamelCase :	str						=_as_bytes(lowercase_				)
             mda.update(lowercase_				)
             # Convert to integer with hexadecimal conversion
             return int(mda.hexdigest()    ,     16				)






from dataclasses import dataclass
from typing import List, Optional, Union

import numpy as np
import PIL
from PIL import Image

from ...utils import is_torch_available, is_transformers_available


if is_transformers_available() and is_torch_available():
 from .image_encoder import PaintByExampleImageEncoder
 from .pipeline_paint_by_example import PaintByExamplePipeline


