





'''simple docstring'''


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				:	List[Any]				    =       AttentionProcessor



class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Dict      ,      *_lowerCAmelCase						:      Dict      ,      **_lowerCAmelCase						:      Any      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Optional[int]      ,      *_lowerCAmelCase						:      Optional[Any]      ,      **_lowerCAmelCase						:      List[str]      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Optional[int]      ,      *_lowerCAmelCase						:      Any      ,      **_lowerCAmelCase						:      Dict      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Any      ,      *_lowerCAmelCase						:      List[Any]      ,      **_lowerCAmelCase						:      int      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Any      ,      *_lowerCAmelCase						:      str      ,      **_lowerCAmelCase						:      List[Any]      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Optional[Any]      ,      *_lowerCAmelCase						:      int      ,      **_lowerCAmelCase						:      Any      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Union[str, Any]      ,      *_lowerCAmelCase						:      List[Any]      ,      **_lowerCAmelCase						:      Tuple      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )






class 							__UpperCAmelCase  (       A__						):







		'''simple docstring'''







		def __init__(self						:      Optional[Any]      ,      *_lowerCAmelCase						:      Optional[int]      ,      **_lowerCAmelCase						:      List[Any]      ):
			A							  =      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"""      ,      _lowerCAmelCase      ,      standard_warn=_lowerCAmelCase      )
			super().__init__(*_lowerCAmelCase      ,      **_lowerCAmelCase      )








'''simple docstring'''


class 							__UpperCAmelCase  :







		'''simple docstring'''







		def __init__(self						:      List[str]      ):
			# numbermap keys are the number and its values are lists of indexes sorted
			# in ascending order
			A							  =      {}
			# indexmap keys are an index and it's values are the number at that index
			A							  =      {}







		def        A     (self						:      Union[str, Any]      ,      _lowerCAmelCase						:      list | str | range      ,      _lowerCAmelCase						:      int      ):
			if isinstance(_lowerCAmelCase      ,      (range, str)      ):
				A							  =      list(_lowerCAmelCase      )
			elif not isinstance(_lowerCAmelCase      ,      _lowerCAmelCase      ):
				raise TypeError(
				    """binary_search_delete() only accepts either a list, range or str"""      )

			A							  =      0
			A							  =      len(_lowerCAmelCase      ) - 1

			while low <= high:
				A							  =      (low + high) // 2
				if array[mid] == item:
					array.pop(_lowerCAmelCase      )
					return array
				elif array[mid] < item:
					A							  =      mid + 1
				else:
					A							  =      mid - 1
			raise ValueError(
			    """Either the item is not in the array or the array was unsorted"""      )







		def        A     (self						:      Dict      ,      _lowerCAmelCase						:      list | str | range      ,      _lowerCAmelCase						:      int      ):
			if isinstance(_lowerCAmelCase      ,      (range, str)      ):
				A							  =      list(_lowerCAmelCase      )
			elif not isinstance(_lowerCAmelCase      ,      _lowerCAmelCase      ):
				raise TypeError(
				    """binary_search_insert() only accepts either a list, range or str"""      )

			A							  =      0
			A							  =      len(_lowerCAmelCase      ) - 1

			while low <= high:
				A							  =      (low + high) // 2
				if array[mid] == index:
					# If the item already exists in the array,
					# insert it after the existing item
					array.insert(mid + 1      ,      _lowerCAmelCase      )
					return array
				elif array[mid] < index:
					A							  =      mid + 1
				else:
					A							  =      mid - 1

        # If the item doesn't exist in the array, insert it at the appropriate position
			array.insert(_lowerCAmelCase      ,      _lowerCAmelCase      )
			return array







		def        A     (self						:      List[str]      ,      _lowerCAmelCase						:      int      ,      _lowerCAmelCase						:      int      ):
			# Remove previous index
			if index in self.indexmap:
				A							  =      self.indexmap[index]
				if len(self.numbermap[n]      ) == 1:
					del self.numbermap[n]
				else:
					A							  =      self.binary_search_delete(self.numbermap[n]      ,      _lowerCAmelCase      )

        # Set new index
			A							  =      number

			# Number not seen before or empty so insert number value
			if number not in self.numbermap:
				A							  =      [index]

			# Here we need to perform a binary search insertion in order to insert
			# The item in the correct place
			else:
				A							  =      self.binary_search_insert(
				    self.numbermap[number]      ,      _lowerCAmelCase      )







		def        A     (self						:      int      ,      _lowerCAmelCase						:      int      ):
			return self.numbermap.get(_lowerCAmelCase      ,      [-1]      )[0]


if __name__ == "__main__":
				import doctest

				doctest.testmod()

