



"""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    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  DownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       def   lowercase__       (							self    :						Union[str, Any]					)				->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  ResnetDownsampleBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       def   lowercase__       (							self    :						int					)				->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnDownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       def   lowercase__       (							self    :						List[Any]					)				->		Union[str, Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  CrossAttnDownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       def   lowercase__       (							self    :						List[Any]					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Tuple					)				->		str:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  SimpleCrossAttnDownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       @property
       def   lowercase__       (							self    :						Optional[int]					)				->		Optional[Any]:


             '''simple docstring'''




             return super().get_dummy_input(include_encoder_hidden_states=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Optional[int]					)				->		Tuple:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       @unittest.skipIf(torch_device == "mps"	,       "MPS result is not consistent"					)
       def   lowercase__       (							self    :						Optional[int]					)				->		Dict:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  SkipDownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       @property
       def   lowercase__       (							self    :						Optional[Any]					)				->		List[Any]:


             '''simple docstring'''




             return super().get_dummy_input(include_skip_sample=_UpperCAmelCase					)







       def   lowercase__       (							self    :						List[str]					)				->		int:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnSkipDownBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       @property
       def   lowercase__       (							self    :						str					)				->		str:


             '''simple docstring'''




             return super().get_dummy_input(include_skip_sample=_UpperCAmelCase					)







       def   lowercase__       (							self    :						str					)				->		Tuple:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  DownEncoderBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       @property
       def   lowercase__       (							self    :						List[Any]					)				->		List[Any]:


             '''simple docstring'''




             return super().get_dummy_input(include_temb=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Optional[int]					)				->		Dict:


             '''simple docstring'''




             UpperCAmelCase_    				=							{
                 "in_channels": 32,
                 "out_channels": 32,
             }
             UpperCAmelCase_    				=							self.dummy_input
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Optional[Any]					)				->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnDownEncoderBlockaD  # noqa F405
       UpperCamelCase		=  '''down'''



       @property
       def   lowercase__       (							self    :						Optional[Any]					)				->		List[Any]:


             '''simple docstring'''




             return super().get_dummy_input(include_temb=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Optional[int]					)				->		List[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							{
                 "in_channels": 32,
                 "out_channels": 32,
             }
             UpperCAmelCase_    				=							self.dummy_input
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						str					)				->		Dict:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  UNetMidBlockaD  # noqa F405
       UpperCamelCase		=  '''mid'''



       def   lowercase__       (							self    :						Optional[Any]					)				->		int:


             '''simple docstring'''




             UpperCAmelCase_    				=							{
                 "in_channels": 32,
                 "temb_channels": 128,
             }
             UpperCAmelCase_    				=							self.dummy_input
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Any					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  UNetMidBlockaDCrossAttn  # noqa F405
       UpperCamelCase		=  '''mid'''



       def   lowercase__       (							self    :						Any					)				->		str:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Any					)				->		Tuple:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  UNetMidBlockaDSimpleCrossAttn  # noqa F405
       UpperCamelCase		=  '''mid'''



       @property
       def   lowercase__       (							self    :						Union[str, Any]					)				->		List[str]:


             '''simple docstring'''




             return super().get_dummy_input(include_encoder_hidden_states=_UpperCAmelCase					)



       def   lowercase__       (							self    :						str					)				->		List[Any]:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						List[str]					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  UpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Dict					)				->		Union[str, Any]:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)







       def   lowercase__       (							self    :						Union[str, Any]					)				->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  ResnetUpsampleBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Optional[int]					)				->		Optional[int]:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)







       def   lowercase__       (							self    :						List[str]					)				->		int:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  CrossAttnUpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						int					)				->		List[str]:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Any					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						List[str]					)				->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  SimpleCrossAttnUpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Optional[Any]					)				->		Dict:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase	,       include_encoder_hidden_states=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Any					)				->		str:


             '''simple docstring'''




             UpperCAmelCase_				,					UpperCAmelCase_    				=							super().prepare_init_args_and_inputs_for_common()
             UpperCAmelCase_    				=							32
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Optional[Any]					)				->		List[str]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnUpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						str					)				->		int:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)







       @unittest.skipIf(torch_device == "mps"	,       "MPS result is not consistent"					)
       def   lowercase__       (							self    :						Tuple					)				->		Union[str, Any]:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  SkipUpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Optional[Any]					)				->		Optional[int]:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)







       def   lowercase__       (							self    :						List[str]					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_    				=							[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnSkipUpBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Union[str, Any]					)				->		int:


             '''simple docstring'''




             return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase					)







       def   lowercase__       (							self    :						Union[str, Any]					)				->		Dict:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  UpDecoderBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Optional[int]					)				->		Any:


             '''simple docstring'''




             return super().get_dummy_input(include_temb=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Any					)				->		str:


             '''simple docstring'''




             UpperCAmelCase_    				=							{"in_channels": 32, "out_channels": 32}

             UpperCAmelCase_    				=							self.dummy_input
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						int					)				->		Dict:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
             super().test_output(_UpperCAmelCase					)



class    lowercase__     (					SCREAMING_SNAKE_CASE       ,      unittest.TestCase   ):







       '''simple docstring'''


       UpperCamelCase		=  AttnUpDecoderBlockaD  # noqa F405
       UpperCamelCase		=  '''up'''



       @property
       def   lowercase__       (							self    :						Optional[int]					)				->		List[str]:


             '''simple docstring'''




             return super().get_dummy_input(include_temb=_UpperCAmelCase					)



       def   lowercase__       (							self    :						Union[str, Any]					)				->		int:


             '''simple docstring'''




             UpperCAmelCase_    				=							{"in_channels": 32, "out_channels": 32}

             UpperCAmelCase_    				=							self.dummy_input
             return init_dict, inputs_dict







       def   lowercase__       (							self    :						Optional[Any]					)				->		Any:


             '''simple docstring'''




             UpperCAmelCase_    				=							[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
             super().test_output(_UpperCAmelCase					)









"""simple docstring"""





from __future__ import annotations

from decimal import Decimal

from numpy import array
def      a__			(   lowerCAmelCase__   ):
      UpperCAmelCase_    				=							Decimal

      # Check if the provided matrix has 2 rows and 2 columns
      # since this implementation only works for 2x2 matrices
      if len(lowerCAmelCase__   ) == 2 and len(matrix[0]   ) == 2 and len(matrix[1]   ) == 2:
            # Calculate the determinant of the matrix
            UpperCAmelCase_    				=							float(
                d(matrix[0][0]   ) * d(matrix[1][1]   ) - d(matrix[1][0]   ) * d(matrix[0][1]   )   )
            if determinant == 0:
                  raise ValueError("This matrix has no inverse."   )

            # Creates a copy of the matrix with swapped positions of the elements
            UpperCAmelCase_    				=							[[0.0, 0.0], [0.0, 0.0]]
            UpperCAmelCase_				,					UpperCAmelCase_    				=							matrix[1][1], matrix[0][0]
            UpperCAmelCase_				,					UpperCAmelCase_    				=							-matrix[1][0], -matrix[0][1]

            # Calculate the inverse of the matrix
            return [
                [(float(d(lowerCAmelCase__   )   ) / determinant) or 0.0 for n in row] for row in swapped_matrix
            ]
      elif (
          len(lowerCAmelCase__   ) == 3
          and len(matrix[0]   ) == 3
          and len(matrix[1]   ) == 3
          and len(matrix[2]   ) == 3
      ):
            # Calculate the determinant of the matrix using Sarrus rule
            UpperCAmelCase_    				=							float(
                (
                    (d(matrix[0][0]   ) * d(matrix[1][1]   ) * d(matrix[2][2]   ))
                    + (d(matrix[0][1]   ) * d(matrix[1][2]   ) * d(matrix[2][0]   ))
                    + (d(matrix[0][2]   ) * d(matrix[1][0]   ) * d(matrix[2][1]   ))
                )
                - (
                    (d(matrix[0][2]   ) * d(matrix[1][1]   ) * d(matrix[2][0]   ))
                    + (d(matrix[0][1]   ) * d(matrix[1][0]   ) * d(matrix[2][2]   ))
                    + (d(matrix[0][0]   ) * d(matrix[1][2]   ) * d(matrix[2][1]   ))
                )   )
            if determinant == 0:
                  raise ValueError("This matrix has no inverse."   )

            # Creating cofactor matrix
            UpperCAmelCase_    				=							[
                [d(0.0   ), d(0.0   ), d(0.0   )],
                [d(0.0   ), d(0.0   ), d(0.0   )],
                [d(0.0   ), d(0.0   ), d(0.0   )],
            ]
            UpperCAmelCase_    				=							(d(matrix[1][1]   ) * d(matrix[2][2]   )) - (
                d(matrix[1][2]   ) * d(matrix[2][1]   )
            )
            UpperCAmelCase_    				=							-(
                (d(matrix[1][0]   ) * d(matrix[2][2]   )) - (d(matrix[1][2]   ) * d(matrix[2][0]   ))
            )
            UpperCAmelCase_    				=							(d(matrix[1][0]   ) * d(matrix[2][1]   )) - (
                d(matrix[1][1]   ) * d(matrix[2][0]   )
            )
            UpperCAmelCase_    				=							-(
                (d(matrix[0][1]   ) * d(matrix[2][2]   )) - (d(matrix[0][2]   ) * d(matrix[2][1]   ))
            )
            UpperCAmelCase_    				=							(d(matrix[0][0]   ) * d(matrix[2][2]   )) - (
                d(matrix[0][2]   ) * d(matrix[2][0]   )
            )
            UpperCAmelCase_    				=							-(
                (d(matrix[0][0]   ) * d(matrix[2][1]   )) - (d(matrix[0][1]   ) * d(matrix[2][0]   ))
            )
            UpperCAmelCase_    				=							(d(matrix[0][1]   ) * d(matrix[1][2]   )) - (
                d(matrix[0][2]   ) * d(matrix[1][1]   )
            )
            UpperCAmelCase_    				=							-(
                (d(matrix[0][0]   ) * d(matrix[1][2]   )) - (d(matrix[0][2]   ) * d(matrix[1][0]   ))
            )
            UpperCAmelCase_    				=							(d(matrix[0][0]   ) * d(matrix[1][1]   )) - (
                d(matrix[0][1]   ) * d(matrix[1][0]   )
            )

            # Transpose the cofactor matrix (Adjoint matrix)
            UpperCAmelCase_    				=							array(lowerCAmelCase__   )
            for i in range(3   ):
                  for j in range(3   ):
                        UpperCAmelCase_    				=							cofactor_matrix[j][i]

        # Inverse of the matrix using the formula (1/determinant) * adjoint matrix
            UpperCAmelCase_    				=							array(lowerCAmelCase__   )
            for i in range(3   ):
                  for j in range(3   ):
                        inverse_matrix[i][j] /= d(lowerCAmelCase__   )

        # Calculate the inverse of the matrix
            return [[float(d(lowerCAmelCase__   )   ) or 0.0 for n in row] for row in inverse_matrix]
      raise ValueError("Please provide a matrix of size 2x2 or 3x3."   )




