






from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding

class 				lowerCAmelCase_	(		__snake_case			):
				_UpperCamelCase					:       str							       = ["image_processor", "tokenizer"]
				_UpperCamelCase					:       Union[str, Any]							       = "AutoImageProcessor"
				_UpperCamelCase					:       Union[str, Any]							       = "AutoTokenizer"


				def __init__(					self ,						_lowerCAmelCase ,						_lowerCAmelCase      ):
											super().__init__(_lowerCAmelCase ,						_lowerCAmelCase      )
											_lowercase							:   Union[str, Any] 							=   self.image_processor


				def __call__(					self ,						_lowerCAmelCase=None ,						_lowerCAmelCase=None ,						_lowerCAmelCase=None ,						**_lowerCAmelCase      ):

											if text is None and images is None:
																		raise ValueError('You have to specify either text or images. Both cannot be none.'      )

											if text is not None:
																		_lowercase							:   Dict 							=   self.tokenizer(_lowerCAmelCase ,						return_tensors=_lowerCAmelCase ,						**_lowerCAmelCase      )

											if images is not None:
																		_lowercase							:   Union[str, Any] 							=   self.image_processor(_lowerCAmelCase ,						return_tensors=_lowerCAmelCase ,						**_lowerCAmelCase      )

											if text is not None and images is not None:
																		_lowercase							:   Optional[Any] 							=   image_features.pixel_values
																		return encoding
											elif text is not None:
																		return encoding
											else:
																		return BatchEncoding(data=dict(**_lowerCAmelCase      ) ,						tensor_type=_lowerCAmelCase      )


				def 						__a					(					self ,						*_lowerCAmelCase ,						**_lowerCAmelCase      ):
											return self.tokenizer.batch_decode(*_lowerCAmelCase ,						**_lowerCAmelCase      )


				def 						__a					(					self ,						*_lowerCAmelCase ,						**_lowerCAmelCase      ):
											return self.tokenizer.decode(*_lowerCAmelCase ,						**_lowerCAmelCase      )


				@property
				def 						__a					(					self      ):
											return ["input_ids", "attention_mask", "pixel_values"]











def  SCREAMING_SNAKE_CASE				(      snake_case						,   snake_case						,   snake_case							)		->    bool:
		return not any(
		    neighbour == 1 and colored_vertices[i] == color
		    for i, neighbour in enumerate(snake_case							)							)



def  SCREAMING_SNAKE_CASE				(      snake_case						,   snake_case						,   snake_case						,   snake_case							)		->    bool:

		# Base Case
		if index == len(snake_case							):
				return True

		# Recursive Step
		for i in range(snake_case							):
				if valid_coloring(graph[index]						,   snake_case						,   snake_case							):
						# Color current vertex
						__lowercase											=     i
						# Validate coloring
						if util_color(snake_case						,   snake_case						,   snake_case						,   index + 1							):
								return True
						# Backtrack
						__lowercase											=     -1
		return False



def  SCREAMING_SNAKE_CASE				(      snake_case						,   snake_case							)		->    list[int]:
		__lowercase											=     [-1] * len(snake_case							)

		if util_color(snake_case						,   snake_case						,   snake_case						,   0							):
				return colored_vertices

		return []




