



'''simple docstring'''




import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin

class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = DownBlockaD  # noqa F405
	lowercase          = 'down'





	def  _lowercase(  self    )			->			List[str]:
								UpperCAmelCase     :		List[Any]							     =		[-0.0_2_3_2, -0.9_8_6_9, 0.8_0_5_4, -0.0_6_3_7, -0.1_6_8_8, -1.4_2_6_4, 0.4_4_7_0, -1.3_3_9_4, 0.0_9_0_4]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = ResnetDownsampleBlockaD  # noqa F405
	lowercase          = 'down'





	def  _lowercase(  self    )			->			List[Any]:
								UpperCAmelCase     :		List[Any]							     =		[0.0_7_1_0, 0.2_4_1_0, -0.7_3_2_0, -1.0_7_5_7, -1.1_3_4_3, 0.3_5_4_0, -0.0_1_3_3, -0.2_5_7_6, 0.0_9_4_8]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnDownBlockaD  # noqa F405
	lowercase          = 'down'





	def  _lowercase(  self    )			->			List[str]:
								UpperCAmelCase     :		Tuple							     =		[0.0_6_3_6, 0.8_9_6_4, -0.6_2_3_4, -1.0_1_3_1, 0.0_8_4_4, 0.4_9_3_5, 0.3_4_3_7, 0.0_9_1_1, -0.2_9_5_7]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = CrossAttnDownBlockaD  # noqa F405
	lowercase          = 'down'





	def  _lowercase(  self    )			->			Optional[Any]:
								UpperCAmelCase     :		Any							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		Optional[Any]							     =		32
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Optional[int]:
								UpperCAmelCase     :		Optional[Any]							     =		[0.2_2_3_8, -0.7_3_9_6, -0.2_2_5_5, -0.3_8_2_9, 0.1_9_2_5, 1.1_6_6_5, 0.0_6_0_3, -0.7_2_9_5, 0.1_9_8_3]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = SimpleCrossAttnDownBlockaD  # noqa F405
	lowercase          = 'down'





	@property
	def  _lowercase(  self    )			->			int:
								return super().get_dummy_input(include_encoder_hidden_states=A_    )





	def  _lowercase(  self    )			->			Union[str, Any]:
								UpperCAmelCase     :		Optional[int]							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		int							     =		32
								return init_dict, inputs_dict






	@unittest.skipIf(torch_device == """mps"""		,		"""MPS result is not consistent"""    )
	def  _lowercase(  self    )			->			Union[str, Any]:
								UpperCAmelCase     :		int							     =		[0.7_9_2_1, -0.0_9_9_2, -0.1_9_6_2, -0.7_6_9_5, -0.4_2_4_2, 0.7_8_0_4, 0.4_7_3_7, 0.2_7_6_5, 0.3_3_3_8]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = SkipDownBlockaD  # noqa F405
	lowercase          = 'down'





	@property
	def  _lowercase(  self    )			->			List[Any]:
								return super().get_dummy_input(include_skip_sample=A_    )






	def  _lowercase(  self    )			->			int:
								UpperCAmelCase     :		Optional[Any]							     =		[-0.0_8_4_5, -0.2_0_8_7, -0.2_4_6_5, 0.0_9_7_1, 0.1_9_0_0, -0.0_4_8_4, 0.2_6_6_4, 0.4_1_7_9, 0.5_0_6_9]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnSkipDownBlockaD  # noqa F405
	lowercase          = 'down'





	@property
	def  _lowercase(  self    )			->			Optional[int]:
								return super().get_dummy_input(include_skip_sample=A_    )






	def  _lowercase(  self    )			->			Optional[int]:
								UpperCAmelCase     :		Union[str, Any]							     =		[0.5_5_3_9, 0.1_6_0_9, 0.4_9_2_4, 0.0_5_3_7, -0.1_9_9_5, 0.4_0_5_0, 0.0_9_7_9, -0.2_7_2_1, -0.0_6_4_2]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = DownEncoderBlockaD  # noqa F405
	lowercase          = 'down'





	@property
	def  _lowercase(  self    )			->			List[str]:
								return super().get_dummy_input(include_temb=A_    )





	def  _lowercase(  self    )			->			Optional[int]:
								UpperCAmelCase     :		Optional[int]							     =		{
								    "in_channels": 32,
								    "out_channels": 32,
								}
								UpperCAmelCase     :		Any							     =		self.dummy_input
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Dict:
								UpperCAmelCase     :		Any							     =		[1.1_1_0_2, 0.5_3_0_2, 0.4_8_7_2, -0.0_0_2_3, -0.8_0_4_2, 0.0_4_8_3, -0.3_4_8_9, -0.5_6_3_2, 0.7_6_2_6]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnDownEncoderBlockaD  # noqa F405
	lowercase          = 'down'





	@property
	def  _lowercase(  self    )			->			Any:
								return super().get_dummy_input(include_temb=A_    )





	def  _lowercase(  self    )			->			str:
								UpperCAmelCase     :		str							     =		{
								    "in_channels": 32,
								    "out_channels": 32,
								}
								UpperCAmelCase     :		Tuple							     =		self.dummy_input
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Tuple:
								UpperCAmelCase     :		Tuple							     =		[0.8_9_6_6, -0.1_4_8_6, 0.8_5_6_8, 0.8_1_4_1, -0.9_0_4_6, -0.1_3_4_2, -0.0_9_7_2, -0.7_4_1_7, 0.1_5_3_8]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = UNetMidBlockaD  # noqa F405
	lowercase          = 'mid'





	def  _lowercase(  self    )			->			int:
								UpperCAmelCase     :		Optional[Any]							     =		{
								    "in_channels": 32,
								    "temb_channels": 128,
								}
								UpperCAmelCase     :		int							     =		self.dummy_input
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Any:
								UpperCAmelCase     :		Tuple							     =		[-0.1_0_6_2, 1.7_2_4_8, 0.3_4_9_4, 1.4_5_6_9, -0.0_9_1_0, -1.2_4_2_1, -0.9_9_8_4, 0.6_7_3_6, 1.0_0_2_8]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = UNetMidBlockaDCrossAttn  # noqa F405
	lowercase          = 'mid'





	def  _lowercase(  self    )			->			str:
								UpperCAmelCase     :		List[Any]							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		Optional[int]							     =		32
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			int:
								UpperCAmelCase     :		List[Any]							     =		[0.0_1_8_7, 2.4_2_2_0, 0.4_4_8_4, 1.1_2_0_3, -0.6_1_2_1, -1.5_1_2_2, -0.8_2_7_0, 0.7_8_5_1, 1.8_3_3_5]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = UNetMidBlockaDSimpleCrossAttn  # noqa F405
	lowercase          = 'mid'





	@property
	def  _lowercase(  self    )			->			List[Any]:
								return super().get_dummy_input(include_encoder_hidden_states=A_    )





	def  _lowercase(  self    )			->			Any:
								UpperCAmelCase     :		str							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		Dict							     =		32
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			str:
								UpperCAmelCase     :		Optional[Any]							     =		[0.7_1_4_3, 1.9_9_7_4, 0.5_4_4_8, 1.3_9_7_7, 0.1_2_8_2, -1.1_2_3_7, -1.4_2_3_8, 0.5_5_3_0, 0.8_8_8_0]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = UpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Optional[Any]:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )






	def  _lowercase(  self    )			->			Tuple:
								UpperCAmelCase     :		Union[str, Any]							     =		[-0.2_0_4_1, -0.4_1_6_5, -0.3_0_2_2, 0.0_0_4_1, -0.6_6_2_8, -0.7_0_5_3, 0.1_9_2_8, -0.0_3_2_5, 0.0_5_2_3]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = ResnetUpsampleBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Dict:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )






	def  _lowercase(  self    )			->			List[Any]:
								UpperCAmelCase     :		List[Any]							     =		[0.2_2_8_7, 0.3_5_4_9, -0.1_3_4_6, 0.4_7_9_7, -0.1_7_1_5, -0.9_6_4_9, 0.7_3_0_5, -0.5_8_6_4, -0.6_2_4_4]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = CrossAttnUpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Optional[int]:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )





	def  _lowercase(  self    )			->			Optional[int]:
								UpperCAmelCase     :		Union[str, Any]							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		Dict							     =		32
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			List[str]:
								UpperCAmelCase     :		int							     =		[-0.1_4_0_3, -0.3_5_1_5, -0.0_4_2_0, -0.1_4_2_5, 0.3_1_6_7, 0.5_0_9_4, -0.2_1_8_1, 0.5_9_3_1, 0.5_5_8_2]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = SimpleCrossAttnUpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			List[str]:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_		,		include_encoder_hidden_states=A_    )





	def  _lowercase(  self    )			->			int:
								UpperCAmelCase     :		List[Any]							     =		super().prepare_init_args_and_inputs_for_common()
								UpperCAmelCase     :		str							     =		32
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Any:
								UpperCAmelCase     :		Union[str, Any]							     =		[0.2_6_4_5, 0.1_4_8_0, 0.0_9_0_9, 0.8_0_4_4, -0.9_7_5_8, -0.9_0_8_3, 0.0_9_9_4, -1.1_4_5_3, -0.7_4_0_2]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnUpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Optional[Any]:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )






	@unittest.skipIf(torch_device == """mps"""		,		"""MPS result is not consistent"""    )
	def  _lowercase(  self    )			->			Union[str, Any]:
								UpperCAmelCase     :		Any							     =		[0.0_9_7_9, 0.1_3_2_6, 0.0_0_2_1, 0.0_6_5_9, 0.2_2_4_9, 0.0_0_5_9, 0.1_1_3_2, 0.5_9_5_2, 0.1_0_3_3]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = SkipUpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Dict:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )






	def  _lowercase(  self    )			->			List[Any]:
								UpperCAmelCase     :		Tuple							     =		[-0.0_8_9_3, -0.1_2_3_4, -0.1_5_0_6, -0.0_3_3_2, 0.0_1_2_3, -0.0_2_1_1, 0.0_5_6_6, 0.0_1_4_3, 0.0_3_6_2]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnSkipUpBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Optional[Any]:
								return super().get_dummy_input(include_res_hidden_states_tuple=A_    )






	def  _lowercase(  self    )			->			Union[str, Any]:
								UpperCAmelCase     :		Optional[Any]							     =		[0.0_3_6_1, 0.0_6_1_7, 0.2_7_8_7, -0.0_3_5_0, 0.0_3_4_2, 0.3_4_2_1, -0.0_8_4_3, 0.0_9_1_3, 0.3_0_1_5]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = UpDecoderBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Any:
								return super().get_dummy_input(include_temb=A_    )





	def  _lowercase(  self    )			->			Dict:
								UpperCAmelCase     :		List[Any]							     =		{"in_channels": 32, "out_channels": 32}

								UpperCAmelCase     :		Dict							     =		self.dummy_input
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			Tuple:
								UpperCAmelCase     :		List[Any]							     =		[0.4_4_0_4, 0.1_9_9_8, -0.9_8_8_6, -0.3_3_2_0, -0.3_1_2_8, -0.7_0_3_4, -0.6_9_5_5, -0.2_3_3_8, -0.3_1_3_7]
								super().test_output(A_    )




class 			UpperCamelCase_ (							__snake_case      ,     unittest.TestCase			):
	lowercase          = AttnUpDecoderBlockaD  # noqa F405
	lowercase          = 'up'





	@property
	def  _lowercase(  self    )			->			Tuple:
								return super().get_dummy_input(include_temb=A_    )





	def  _lowercase(  self    )			->			List[Any]:
								UpperCAmelCase     :		List[Any]							     =		{"in_channels": 32, "out_channels": 32}

								UpperCAmelCase     :		Optional[int]							     =		self.dummy_input
								return init_dict, inputs_dict






	def  _lowercase(  self    )			->			str:
								UpperCAmelCase     :		Tuple							     =		[0.6_7_3_8, 0.4_4_9_1, 0.1_0_5_5, 1.0_7_1_0, 0.7_3_1_6, 0.3_3_3_9, 0.3_3_5_2, 0.1_0_2_3, 0.3_5_6_8]
								super().test_output(A_    )








import functools



def 		A_				(     _lowerCAmelCase							,   _lowerCAmelCase     )						-> int:
 UpperCamelCase	:					Optional[int]       	=   len(_lowerCAmelCase     )
 UpperCamelCase	:					List[str]       	=   len(_lowerCAmelCase     )

 @functools.cache
 def min_distance(_lowerCAmelCase							,   _lowerCAmelCase     ) -> int:
  # if first word index is overflow - delete all from the second word
  if indexa >= len_worda:
   return len_worda - indexa
  # if second word index is overflow - delete all from the first word
  if indexa >= len_worda:
   return len_worda - indexa
  UpperCamelCase	:					Union[str, Any]       	=   int(worda[indexa] != worda[indexa]     )  # current letters not identical
  return min(
      1 + min_distance(indexa + 1							,   _lowerCAmelCase     )							,   1 + min_distance(_lowerCAmelCase							,   indexa + 1     )							,   diff + min_distance(indexa + 1							,   indexa + 1     )							,   )

 return min_distance(0							,   0     )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
