






"""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 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	str						 = DownBlockaD  # noqa F405
   A_						:	Optional[int]						 = "down"


   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[Any]  ):

     '''simple docstring'''
     __A									= [-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = ResnetDownsampleBlockaD  # noqa F405
   A_						:	List[str]						 = "down"


   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= [0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Any						 = AttnDownBlockaD  # noqa F405
   A_						:	List[Any]						 = "down"


   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A									= [0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	List[str]						 = CrossAttnDownBlockaD  # noqa F405
   A_						:	Dict						 = "down"


   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[Any]  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     __A									= [0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = SimpleCrossAttnDownBlockaD  # noqa F405
   A_						:	List[Any]						 = "down"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     return super().get_dummy_input(include_encoder_hidden_states=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   @unittest.skipIf(torch_device == '''mps''',       '''MPS result is not consistent'''  )
   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[Any]  ):

     '''simple docstring'''
     __A									= [0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Tuple						 = SkipDownBlockaD  # noqa F405
   A_						:	Dict						 = "down"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     List[str]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_skip_sample=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A									= [-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	str						 = AttnSkipDownBlockaD  # noqa F405
   A_						:	Dict						 = "down"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[int]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_skip_sample=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= [0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Optional[Any]						 = DownEncoderBlockaD  # noqa F405
   A_						:	Dict						 = "down"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_temb=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= {
         '''in_channels''': 32,
         '''out_channels''': 32,
     }
     __A									= self.dummy_input
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A									= [1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	str						 = AttnDownEncoderBlockaD  # noqa F405
   A_						:	Optional[int]						 = "down"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[int]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_temb=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Tuple  ):

     '''simple docstring'''
     __A									= {
         '''in_channels''': 32,
         '''out_channels''': 32,
     }
     __A									= self.dummy_input
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= [0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	List[str]						 = UNetMidBlockaD  # noqa F405
   A_						:	Tuple						 = "mid"


   def 				_SCREAMING_SNAKE_CASE				(	self :     Tuple  ):

     '''simple docstring'''
     __A									= {
         '''in_channels''': 32,
         '''temb_channels''': 1_28,
     }
     __A									= self.dummy_input
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     __A									= [-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = UNetMidBlockaDCrossAttn  # noqa F405
   A_						:	str						 = "mid"


   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     str  ):

     '''simple docstring'''
     __A									= [0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = UNetMidBlockaDSimpleCrossAttn  # noqa F405
   A_						:	Union[str, Any]						 = "mid"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     int  ):

     '''simple docstring'''
     return super().get_dummy_input(include_encoder_hidden_states=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[int]  ):

     '''simple docstring'''
     __A									= [0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = UpBlockaD  # noqa F405
   A_						:	Tuple						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A									= [-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Any						 = ResnetUpsampleBlockaD  # noqa F405
   A_						:	Any						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     int  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[str]  ):

     '''simple docstring'''
     __A									= [0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	List[Any]						 = CrossAttnUpBlockaD  # noqa F405
   A_						:	Optional[Any]						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[int]  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     int  ):

     '''simple docstring'''
     __A									= [-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	int						 = SimpleCrossAttnUpBlockaD  # noqa F405
   A_						:	Any						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase,       include_encoder_hidden_states=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[Any]  ):

     '''simple docstring'''
     __A			,    __A									= super().prepare_init_args_and_inputs_for_common()
     __A									= 32
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[int]  ):

     '''simple docstring'''
     __A									= [0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Optional[int]						 = AttnUpBlockaD  # noqa F405
   A_						:	Optional[int]						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Dict  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )






   @unittest.skipIf(torch_device == '''mps''',       '''MPS result is not consistent'''  )
   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= [0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Optional[int]						 = SkipUpBlockaD  # noqa F405
   A_						:	int						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     str  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= [-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Optional[int]						 = AttnSkipUpBlockaD  # noqa F405
   A_						:	Any						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     List[str]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCamelCase  )






   def 				_SCREAMING_SNAKE_CASE				(	self :     Optional[Any]  ):

     '''simple docstring'''
     __A									= [0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Tuple						 = UpDecoderBlockaD  # noqa F405
   A_						:	int						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Union[str, Any]  ):

     '''simple docstring'''
     return super().get_dummy_input(include_temb=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     List[str]  ):

     '''simple docstring'''
     __A									= {'''in_channels''': 32, '''out_channels''': 32}

     __A									= self.dummy_input
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     __A									= [0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
     super().test_output(_lowerCamelCase  )





class 					snake_case		(							_lowerCAmelCase   ,	unittest.TestCase						):


   '''simple docstring'''

   A_						:	Tuple						 = AttnUpDecoderBlockaD  # noqa F405
   A_						:	Optional[Any]						 = "up"


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     return super().get_dummy_input(include_temb=_lowerCamelCase  )


   def 				_SCREAMING_SNAKE_CASE				(	self :     Any  ):

     '''simple docstring'''
     __A									= {'''in_channels''': 32, '''out_channels''': 32}

     __A									= self.dummy_input
     return init_dict, inputs_dict






   def 				_SCREAMING_SNAKE_CASE				(	self :     List[str]  ):

     '''simple docstring'''
     __A									= [0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
     super().test_output(_lowerCamelCase  )












"""simple docstring"""


from __future__ import annotations


class 					snake_case		:


   '''simple docstring'''

   def __init__(	self :     int,       _lowerCamelCase :     List[Any]=None  ):

     '''simple docstring'''
     __A									= data
     __A									= None






   def __repr__(	self :     Union[str, Any]  ):

     '''simple docstring'''
     __A									= []
     __A									= self
     while temp:
       string_rep.append(f'{temp.data}'  )
       __A									= temp.next
     return "->".join(_lowerCamelCase  )





def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  if not elements_list:
    raise Exception('''The Elements List is empty''' )

  __A									= __A									= Node(elements_list[0] )
  for i in range(1		,       len(__UpperCamelCase ) ):
    __A									= Node(elements_list[i] )
    __A									= current.next
  return head



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  if head_node is not None and isinstance(__UpperCamelCase		,       __UpperCamelCase ):
    print_reverse(head_node.next )
    print(head_node.data )



def 					lowerCAmelCase				(    ):




  """simple docstring"""







  from doctest import testmod

  testmod()

  __A									= make_linked_list([1_4, 5_2, 1_4, 1_2, 4_3] )
  print('''Linked List:''' )
  print(__UpperCamelCase )
  print('''Elements in Reverse:''' )
  print_reverse(__UpperCamelCase )


if __name__ == "__main__":
       main()




