




"""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 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			DownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





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




											"""simple docstring"""







											_lowerCAmelCase:Optional[int]						=	[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			ResnetDownsampleBlockaD  # noqa F405
						snake_case__							   =			"""down"""





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




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnDownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





						def    __UpperCamelCase  (				self   :						List[str])    ->							Dict:




											"""simple docstring"""







											_lowerCAmelCase:Tuple						=	[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			CrossAttnDownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





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




											"""simple docstring"""







											_lowerCAmelCase:Tuple						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Any						=	32
											return init_dict, inputs_dict







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




											"""simple docstring"""







											_lowerCAmelCase:Optional[int]						=	[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			SimpleCrossAttnDownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





						@property
						def    __UpperCamelCase  (				self   :						Optional[Any])    ->							str:




											"""simple docstring"""







											return super().get_dummy_input(include_encoder_hidden_states=snake_case__)





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




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Union[str, Any]						=	32
											return init_dict, inputs_dict







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




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			SkipDownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





						@property
						def    __UpperCamelCase  (				self   :						Tuple)    ->							Any:




											"""simple docstring"""







											return super().get_dummy_input(include_skip_sample=snake_case__)







						def    __UpperCamelCase  (				self   :						int)    ->							Dict:




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnSkipDownBlockaD  # noqa F405
						snake_case__							   =			"""down"""





						@property
						def    __UpperCamelCase  (				self   :						Tuple)    ->							str:




											"""simple docstring"""







											return super().get_dummy_input(include_skip_sample=snake_case__)







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




											"""simple docstring"""







											_lowerCAmelCase:List[Any]						=	[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			DownEncoderBlockaD  # noqa F405
						snake_case__							   =			"""down"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_temb=snake_case__)





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




											"""simple docstring"""







											_lowerCAmelCase:Optional[int]						=	{
											    """in_channels""": 32,
											    """out_channels""": 32,
											}
											_lowerCAmelCase:Dict						=	self.dummy_input
											return init_dict, inputs_dict







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




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnDownEncoderBlockaD  # noqa F405
						snake_case__							   =			"""down"""





						@property
						def    __UpperCamelCase  (				self   :						Dict)    ->							str:




											"""simple docstring"""







											return super().get_dummy_input(include_temb=snake_case__)





						def    __UpperCamelCase  (				self   :						Any)    ->							Any:




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	{
											    """in_channels""": 32,
											    """out_channels""": 32,
											}
											_lowerCAmelCase:int						=	self.dummy_input
											return init_dict, inputs_dict







						def    __UpperCamelCase  (				self   :						Dict)    ->							List[Any]:




											"""simple docstring"""







											_lowerCAmelCase:Any						=	[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			UNetMidBlockaD  # noqa F405
						snake_case__							   =			"""mid"""





						def    __UpperCamelCase  (				self   :						Tuple)    ->							List[str]:




											"""simple docstring"""







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







						def    __UpperCamelCase  (				self   :						List[str])    ->							Tuple:




											"""simple docstring"""







											_lowerCAmelCase:List[Any]						=	[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			UNetMidBlockaDCrossAttn  # noqa F405
						snake_case__							   =			"""mid"""





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




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Optional[Any]						=	32
											return init_dict, inputs_dict







						def    __UpperCamelCase  (				self   :						Optional[int])    ->							str:




											"""simple docstring"""







											_lowerCAmelCase:Tuple						=	[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			UNetMidBlockaDSimpleCrossAttn  # noqa F405
						snake_case__							   =			"""mid"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_encoder_hidden_states=snake_case__)





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




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Dict						=	32
											return init_dict, inputs_dict







						def    __UpperCamelCase  (				self   :						str)    ->							Optional[int]:




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			UpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





						@property
						def    __UpperCamelCase  (				self   :						Tuple)    ->							List[str]:




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)







						def    __UpperCamelCase  (				self   :						int)    ->							str:




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			ResnetUpsampleBlockaD  # noqa F405
						snake_case__							   =			"""up"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)







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




											"""simple docstring"""







											_lowerCAmelCase:str						=	[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			CrossAttnUpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)





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




											"""simple docstring"""







											_lowerCAmelCase:List[str]						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Optional[Any]						=	32
											return init_dict, inputs_dict







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




											"""simple docstring"""







											_lowerCAmelCase:Tuple						=	[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			SimpleCrossAttnUpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





						@property
						def    __UpperCamelCase  (				self   :						Tuple)    ->							Optional[Any]:




											"""simple docstring"""







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





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




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	super().prepare_init_args_and_inputs_for_common()
											_lowerCAmelCase:Union[str, Any]						=	32
											return init_dict, inputs_dict







						def    __UpperCamelCase  (				self   :						Dict)    ->							Tuple:




											"""simple docstring"""







											_lowerCAmelCase:Any						=	[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnUpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





						@property
						def    __UpperCamelCase  (				self   :						str)    ->							Optional[Any]:




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)







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




											"""simple docstring"""







											_lowerCAmelCase:List[Any]						=	[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			SkipUpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)







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




											"""simple docstring"""







											_lowerCAmelCase:int						=	[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnSkipUpBlockaD  # noqa F405
						snake_case__							   =			"""up"""





						@property
						def    __UpperCamelCase  (				self   :						List[str])    ->							Dict:




											"""simple docstring"""







											return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)







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




											"""simple docstring"""







											_lowerCAmelCase:List[Any]						=	[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			UpDecoderBlockaD  # noqa F405
						snake_case__							   =			"""up"""





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




											"""simple docstring"""







											return super().get_dummy_input(include_temb=snake_case__)





						def    __UpperCamelCase  (				self   :						Tuple)    ->							List[Any]:




											"""simple docstring"""







											_lowerCAmelCase:Union[str, Any]						=	{"""in_channels""": 32, """out_channels""": 32}

											_lowerCAmelCase:str						=	self.dummy_input
											return init_dict, inputs_dict







						def    __UpperCamelCase  (				self   :						List[Any])    ->							Tuple:




											"""simple docstring"""







											_lowerCAmelCase:str						=	[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
											super().test_output(snake_case__)




class 	a__      (							lowerCamelCase__       ,						unittest.TestCase	):
						snake_case__							   =			AttnUpDecoderBlockaD  # noqa F405
						snake_case__							   =			"""up"""





						@property
						def    __UpperCamelCase  (				self   :						Tuple)    ->							Optional[Any]:




											"""simple docstring"""







											return super().get_dummy_input(include_temb=snake_case__)





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




											"""simple docstring"""







											_lowerCAmelCase:int						=	{"""in_channels""": 32, """out_channels""": 32}

											_lowerCAmelCase:List[Any]						=	self.dummy_input
											return init_dict, inputs_dict







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




											"""simple docstring"""







											_lowerCAmelCase:Optional[Any]						=	[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
											super().test_output(snake_case__)













def  __magic_name__  (				lowercase				)				-> list[list]:

							"""simple docstring"""



							lowercase_	:   int  				=     current_set.copy()
							for row_index, row in enumerate(lowercase				):
														lowercase_	:   Tuple  				=     row[0]
														for column_index, column in enumerate(lowercase				):
																					if magnitude == 0:
																												lowercase_	:   Optional[int]  				=     column
																												continue
																					lowercase_	:   List[str]  				=     column / magnitude
    # Subtract to cancel term
							lowercase_	:   List[str]  				=     current_set[0]
							lowercase_	:   Optional[int]  				=     [first_row]
							lowercase_	:   Optional[Any]  				=     current_set[1::]
							for row in current_set:
														lowercase_	:   Union[str, Any]  				=     []
														# If first term is 0, it is already in form we want, so we preserve it
														if row[0] == 0:
																					final_set.append(lowercase				)
																					continue
														for column_index in range(len(lowercase				)				):
																					temp_row.append(first_row[column_index] - row[column_index]				)
														final_set.append(lowercase				)
							# Create next recursion iteration set
							if len(final_set[0]				) != 3:
														lowercase_	:   Tuple  				=     final_set[0]
														lowercase_	:   Dict  				=     []
														lowercase_	:   Any  				=     []
														for row in final_set[1::]:
																					current_first_column.append(row[0]				)
																					next_iteration.append(row[1::]				)
														lowercase_	:   Optional[Any]  				=     simplify(lowercase				)
														for i in range(len(lowercase				)				):
																					resultant[i].insert(0				,       current_first_column[i]				)
														resultant.insert(0				,       lowercase				)
														lowercase_	:   Tuple  				=     resultant
							return final_set





def  __magic_name__  (				lowercase				)				-> list:

							"""simple docstring"""



							if len(lowercase				) == 0:
														raise IndexError("""solve_simultaneous() requires n lists of length n+1"""				)
							lowercase_	:   Tuple  				=     len(lowercase				) + 1
							if any(len(lowercase				) != _length for item in equations				):
														raise IndexError("""solve_simultaneous() requires n lists of length n+1"""				)
							for row in equations:
														if any(not isinstance(lowercase				,       (int, float)				) for column in row				):
																					raise ValueError("""solve_simultaneous() requires lists of integers"""				)
							if len(lowercase				) == 1:
														return [equations[0][-1] / equations[0][0]]
							lowercase_	:   List[str]  				=     equations.copy()
							if any(0 in row for row in data_set				):
														lowercase_	:   int  				=     data_set.copy()
														lowercase_	:   Dict  				=     []
														for row_index, row in enumerate(lowercase				):
																					if 0 not in row:
																												lowercase_	:   Dict  				=     data_set.pop(lowercase				)
																												break
														if not full_row:
																					raise ValueError("""solve_simultaneous() requires at least 1 full equation"""				)
														data_set.insert(0				,       lowercase				)
							lowercase_	:   Tuple  				=     data_set.copy()
							lowercase_	:   List[Any]  				=     simplify(lowercase				)
							lowercase_	:   Dict  				=     simplified[::-1]
							lowercase_	:   list  				=     []
							for row in simplified:
														lowercase_	:   Union[str, Any]  				=     row[-1]
														if not solutions:
																					if row[-2] == 0:
																												solutions.append(0				)
																												continue
																					solutions.append(current_solution / row[-2]				)
																					continue
														lowercase_	:   Any  				=     row.copy()[: len(lowercase				) - 1 :]
														while temp_row[0] == 0:
																					temp_row.pop(0				)
														if len(lowercase				) == 0:
																					solutions.append(0				)
																					continue
														lowercase_	:   Any  				=     temp_row[1::]
														lowercase_	:   Union[str, Any]  				=     temp_row[::-1]
														for column_index, column in enumerate(lowercase				):
																					current_solution -= column * solutions[column_index]
														solutions.append(lowercase				)
							lowercase_	:   Any  				=     []
							for item in solutions:
														final.append(float(round(lowercase				,       5				)				)				)
							return final[::-1]


if __name__ == "__main__":
							import doctest

							doctest.testmod()
							UpperCAmelCase_							=				[
							    [2, 1, 1, 1, 1, 4],
							    [1, 2, 1, 1, 1, 5],
							    [1, 1, 2, 1, 1, 6],
							    [1, 1, 1, 2, 1, 7],
							    [1, 1, 1, 1, 2, 8],
							]
							print(solve_simultaneous(eq))
							print(solve_simultaneous([[4, 2]]))