

"""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	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Dict         =  DownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      List[str]         =  """down"""

				def 							lowercase_     (	self							:				Any)->   Dict:



						'''simple docstring'''


						__lowerCAmelCase:       Dict          =			[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Union[str, Any]         =  ResnetDownsampleBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Any         =  """down"""

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



						'''simple docstring'''


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





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      List[str]         =  AttnDownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Tuple         =  """down"""

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



						'''simple docstring'''


						__lowerCAmelCase:       Optional[Any]          =			[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      List[str]         =  CrossAttnDownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      str         =  """down"""

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       int          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       int          =			3_2
						return init_dict, inputs_dict




				def 							lowercase_     (	self							:				Dict)->   str:



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Dict         =  SimpleCrossAttnDownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Any         =  """down"""

				@property
				def 							lowercase_     (	self							:				Tuple)->   Union[str, Any]:



						'''simple docstring'''


						return super().get_dummy_input(include_encoder_hidden_states=UpperCamelCase__)

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       List[str]          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       str          =			3_2
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      int         =  SkipDownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      List[str]         =  """down"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_skip_sample=UpperCamelCase__)




				def 							lowercase_     (	self							:				Any)->   int:



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      str         =  AttnSkipDownBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Dict         =  """down"""

				@property
				def 							lowercase_     (	self							:				int)->   Tuple:



						'''simple docstring'''


						return super().get_dummy_input(include_skip_sample=UpperCamelCase__)




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



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Any         =  DownEncoderBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[int]         =  """down"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_temb=UpperCamelCase__)

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



						'''simple docstring'''


						__lowerCAmelCase:       Union[str, Any]          =			{
						    "in_channels": 3_2,
						    "out_channels": 3_2,
						}
						__lowerCAmelCase:       int          =			self.dummy_input
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Optional[Any]          =			[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Dict         =  AttnDownEncoderBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[int]         =  """down"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_temb=UpperCamelCase__)

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



						'''simple docstring'''


						__lowerCAmelCase:       Dict          =			{
						    "in_channels": 3_2,
						    "out_channels": 3_2,
						}
						__lowerCAmelCase:       Dict          =			self.dummy_input
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      str         =  UNetMidBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Dict         =  """mid"""

				def 							lowercase_     (	self							:				Any)->   Tuple:



						'''simple docstring'''


						__lowerCAmelCase:       Optional[Any]          =			{
						    "in_channels": 3_2,
						    "temb_channels": 1_2_8,
						}
						__lowerCAmelCase:       List[Any]          =			self.dummy_input
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Dict          =			[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  UNetMidBlockaDCrossAttn  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  """mid"""

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       Dict          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       Any          =			3_2
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       List[Any]          =			[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      int         =  UNetMidBlockaDSimpleCrossAttn  # noqa F405
				SCREAMING_SNAKE_CASE_   :      int         =  """mid"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_encoder_hidden_states=UpperCamelCase__)

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       Tuple          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       Optional[int]          =			3_2
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Optional[Any]          =			[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  UpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase__)




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



						'''simple docstring'''


						__lowerCAmelCase:       List[Any]          =			[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Optional[int]         =  ResnetUpsampleBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[int]         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase__)




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



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Dict         =  CrossAttnUpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase__)

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       Any          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       Optional[int]          =			3_2
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Optional[int]          =			[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Tuple         =  SimpleCrossAttnUpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Any         =  """up"""

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



						'''simple docstring'''


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

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



						'''simple docstring'''


						__lowerCAmelCase      , __lowerCAmelCase:       Any          =			super().prepare_init_args_and_inputs_for_common()
						__lowerCAmelCase:       Any          =			3_2
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       List[str]          =			[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      List[str]         =  AttnUpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      List[Any]         =  """up"""

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



						'''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)->   Any:



						'''simple docstring'''


						__lowerCAmelCase:       List[str]          =			[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Dict         =  SkipUpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Dict         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase__)




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



						'''simple docstring'''


						__lowerCAmelCase:       str          =			[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      Optional[Any]         =  AttnSkipUpBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Tuple         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=UpperCamelCase__)




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



						'''simple docstring'''


						__lowerCAmelCase:       Tuple          =			[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      int         =  UpDecoderBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      int         =  """up"""

				@property
				def 							lowercase_     (	self							:				int)->   Any:



						'''simple docstring'''


						return super().get_dummy_input(include_temb=UpperCamelCase__)

				def 							lowercase_     (	self							:				Dict)->   Optional[Any]:



						'''simple docstring'''


						__lowerCAmelCase:       Union[str, Any]          =			{"in_channels": 3_2, "out_channels": 3_2}

						__lowerCAmelCase:       Optional[Any]          =			self.dummy_input
						return init_dict, inputs_dict




				def 							lowercase_     (	self							:				Tuple)->   str:



						'''simple docstring'''


						__lowerCAmelCase:       Dict          =			[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
						super().test_output(UpperCamelCase__)





class     snake_case	(				__snake_case,							unittest.TestCase  ):
				SCREAMING_SNAKE_CASE_   :      List[Any]         =  AttnUpDecoderBlockaD  # noqa F405
				SCREAMING_SNAKE_CASE_   :      Optional[int]         =  """up"""

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



						'''simple docstring'''


						return super().get_dummy_input(include_temb=UpperCamelCase__)

				def 							lowercase_     (	self							:				Tuple)->   str:



						'''simple docstring'''


						__lowerCAmelCase:       Dict          =			{"in_channels": 3_2, "out_channels": 3_2}

						__lowerCAmelCase:       str          =			self.dummy_input
						return init_dict, inputs_dict




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



						'''simple docstring'''


						__lowerCAmelCase:       Any          =			[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






def     a__    (    __SCREAMING_SNAKE_CASE )	->	bool:
		__lowerCAmelCase:       Tuple          =			str(__SCREAMING_SNAKE_CASE )
		return len(__SCREAMING_SNAKE_CASE ) == 9 and set(__SCREAMING_SNAKE_CASE ) == set("123456789" )






def     a__    (    )	->	int | None:
		for base_num in range(9_9_9_9					, 4_9_9_9					, -1 ):
				__lowerCAmelCase:       Tuple          =			1_0_0_0_0_2 * base_num
				if is_9_pandigital(__SCREAMING_SNAKE_CASE ):
						return candidate

		for base_num in range(3_3_3					, 9_9					, -1 ):
				__lowerCAmelCase:       int          =			1_0_0_2_0_0_3 * base_num
				if is_9_pandigital(__SCREAMING_SNAKE_CASE ):
						return candidate

		return None


if __name__ == "__main__":
			print(F'''{solution() = }''')


