





'''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     (					__magic_name__       ,       unittest.TestCase							):
	__lowerCAmelCase       						=  DownBlockaD  # noqa F405
	__lowerCAmelCase       						=  '''down'''





	def   _snake_case   (		self		)      ->		Any:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





	def   _snake_case   (		self		)      ->		int:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	def   _snake_case   (		self		)      ->		Tuple:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	def   _snake_case   (		self		)      ->		Any:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		str:
		return super().get_dummy_input(include_encoder_hidden_states=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		Dict:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





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






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





	@property
	def   _snake_case   (		self		)      ->		Union[str, Any]:
		return super().get_dummy_input(include_skip_sample=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		Union[str, Any]:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Dict:
		return super().get_dummy_input(include_skip_sample=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





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





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__	       =   {
		    'in_channels': 32,
		    'out_channels': 32,
		}
		snake_case__	       =   self.dummy_input
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Optional[int]:
		return super().get_dummy_input(include_temb=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		Union[str, Any]:
		snake_case__	       =   {
		    'in_channels': 32,
		    'out_channels': 32,
		}
		snake_case__	       =   self.dummy_input
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	def   _snake_case   (		self		)      ->		Dict:
		snake_case__	       =   {
		    'in_channels': 32,
		    'temb_channels': 128,
		}
		snake_case__	       =   self.dummy_input
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		Optional[Any]:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Union[str, Any]:
		return super().get_dummy_input(include_encoder_hidden_states=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		Optional[int]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Tuple:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		str:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Any:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		Optional[Any]:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





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





	def   _snake_case   (		self		)      ->		Union[str, Any]:
		snake_case__       ,  snake_case__	       =   super().prepare_init_args_and_inputs_for_common()
		snake_case__	       =   32
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Tuple:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





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






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





	@property
	def   _snake_case   (		self		)      ->		Any:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		Dict:
		snake_case__	       =   [-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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Any:
		return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		Optional[Any]:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		Optional[int]:
		return super().get_dummy_input(include_temb=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   {'in_channels': 32, 'out_channels': 32}

		snake_case__	       =   self.dummy_input
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		Dict:
		snake_case__	       =   [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(UpperCamelCase_		)






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





	@property
	def   _snake_case   (		self		)      ->		int:
		return super().get_dummy_input(include_temb=UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__	       =   {'in_channels': 32, 'out_channels': 32}

		snake_case__	       =   self.dummy_input
		return init_dict, inputs_dict





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   [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(UpperCamelCase_		)










'''simple docstring'''




import cmath
import math




def 						__lowerCamelCase			(	UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)   ->complex:
	snake_case__	       =   math.radians(UpperCAmelCase_							)
	snake_case__	       =   math.radians(UpperCAmelCase_							)

	# Convert voltage and current to rectangular form
	snake_case__	       =   cmath.rect(UpperCAmelCase_					,				UpperCAmelCase_							)
	snake_case__	       =   cmath.rect(UpperCAmelCase_					,				UpperCAmelCase_							)

	# Calculate apparent power
	return voltage_rect * current_rect


if __name__ == "__main__":
			import doctest

			doctest.testmod()



