def 				_snake_case     (       lowerCAmelCase							:       list[list[int]]     ):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		Union[str, Any]    				=   [list(lowerCAmelCase     ) for row in matrix]
		if matrix and isinstance(lowerCAmelCase       ,			lowerCAmelCase     ):
				if isinstance(matrix[0]       ,			lowerCAmelCase     ):
						SCREAMING_SNAKE_CASE_  :		List[str]    				=   0
						for row in matrix:
								if prev_len == 0:
										SCREAMING_SNAKE_CASE_  :		Any    				=   len(lowerCAmelCase     )
										SCREAMING_SNAKE_CASE_  :		str    				=   True
								else:
										SCREAMING_SNAKE_CASE_  :		Dict    				=   prev_len == len(lowerCAmelCase     )
				else:
						SCREAMING_SNAKE_CASE_  :		Optional[int]    				=   True
		else:
				SCREAMING_SNAKE_CASE_  :		Optional[Any]    				=   False

		return result




def 				_snake_case     (       lowerCAmelCase							:       list[list[int]]     ):
		"""simple docstring"""







		if check_matrix(lowerCAmelCase     ) and len(lowerCAmelCase     ) > 0:
				SCREAMING_SNAKE_CASE_  :		Optional[int]    				=   [list(lowerCAmelCase     ) for row in a]
				SCREAMING_SNAKE_CASE_  :		List[Any]    				=   len(lowerCAmelCase     )
				if isinstance(a[0]       ,			lowerCAmelCase     ):
						SCREAMING_SNAKE_CASE_  :		Union[str, Any]    				=   len(a[0]     )
				else:
						for dat in a:
								print(lowerCAmelCase     )
						return

				# horizotal printing increasing
				for i in range(0       ,			lowerCAmelCase     ):
						print(a[0][i]     )
				# vertical printing down
				for i in range(1       ,			lowerCAmelCase     ):
						print(a[i][mat_col - 1]     )
				# horizotal printing decreasing
				if mat_row > 1:
						for i in range(mat_col - 2       ,			-1       ,			-1     ):
								print(a[mat_row - 1][i]     )
        # vertical printing up
				for i in range(mat_row - 2       ,			0       ,			-1     ):
						print(a[i][0]     )
				SCREAMING_SNAKE_CASE_  :		int    				=   [row[1 : mat_col - 1] for row in a[1 : mat_row - 1]]
				if len(lowerCAmelCase     ) > 0:
						spiral_print_clockwise(lowerCAmelCase     )
				else:
						return
		else:
				print("Not a valid matrix"     )
				return




def 				_snake_case     (       lowerCAmelCase							:       list[list]     ):
		"""simple docstring"""







		if matrix:
				return list(matrix.pop(0     )     ) + spiral_traversal(list(zip(*lowerCAmelCase     )     )[::-1]     )
		else:
				return []


# driver code
if __name__ == "__main__":
		import doctest

		doctest.testmod()

		__lowerCamelCase :     Optional[Any]          =  [[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]
		spiral_print_clockwise(a)

from ..utils import deprecate
from .attention_processor import (  # noqa: F401
    Attention,
    AttentionProcessor,
    AttnAddedKVProcessor,
    AttnProcessor2_0,
    LoRAAttnProcessor,
    LoRALinearLayer,
    LoRAXFormersAttnProcessor,
    SlicedAttnAddedKVProcessor,
    SlicedAttnProcessor,
    XFormersAttnProcessor,
)
from .attention_processor import AttnProcessor as AttnProcessorRename  # noqa: F401


deprecate(
    '''cross_attention''',
    '''0.20.0''',
    '''Importing from cross_attention is deprecated. Please import from diffusers.models.attention_processor instead.''',
    standard_warn=False,
)


__lowerCamelCase :     str          =  AttentionProcessor






class 		a__						( A__ ):

					def __init__(   self				:	Tuple,*_A				:	Union[str, Any],**_A				:	Any   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Any    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	str,*_A				:	Optional[Any],**_A				:	List[str]   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Union[str, Any]    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	str,*_A				:	Dict,**_A				:	Optional[int]   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Any    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	List[Any],*_A				:	List[str],**_A				:	str   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Tuple    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	Optional[int],*_A				:	Any,**_A				:	int   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Union[str, Any]    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	Union[str, Any],*_A				:	Union[str, Any],**_A				:	Any   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		List[Any]    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	Dict,*_A				:	Dict,**_A				:	Optional[Any]   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		List[Any]    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )







class 		a__						( A__ ):

					def __init__(   self				:	int,*_A				:	Dict,**_A				:	Union[str, Any]   ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		str    				=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"   )   )} instead.'
							deprecate("cross_attention","0.20.0",_A,standard_warn=_A   )
							super().__init__(*_A,**_A   )
