




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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Union[str, Any]						=     DownBlockaD  # noqa F405
				__a     :       str						=     """down"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Any					  =      [-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Union[str, Any]						=     ResnetDownsampleBlockaD  # noqa F405
				__a     :       Any						=     """down"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : str					  =      [0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       str						=     AttnDownBlockaD  # noqa F405
				__a     :       Optional[Any]						=     """down"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Any					  =      [0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       str						=     CrossAttnDownBlockaD  # noqa F405
				__a     :       List[Any]						=     """down"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : List[Any]					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      32
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Tuple					  =      [0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Tuple						=     SimpleCrossAttnDownBlockaD  # noqa F405
				__a     :       Optional[int]						=     """down"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_encoder_hidden_states=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : List[Any]					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      32
							return init_dict, inputs_dict






				@unittest.skipIf(torch_device == 'mps'      ,'MPS result is not consistent' )
				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Tuple					  =      [0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Optional[int]						=     SkipDownBlockaD  # noqa F405
				__a     :       Tuple						=     """down"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_skip_sample=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : 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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Tuple						=     AttnSkipDownBlockaD  # noqa F405
				__a     :       Any						=     """down"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_skip_sample=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Dict					  =      [0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Optional[Any]						=     DownEncoderBlockaD  # noqa F405
				__a     :       Dict						=     """down"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_temb=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Any					  =      {
							    'in_channels': 32,
							    'out_channels': 32,
							}
							SCREAMING_SNAKE_CASE_   : Tuple					  =      self.dummy_input
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[Any]					  =      [1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       List[Any]						=     AttnDownEncoderBlockaD  # noqa F405
				__a     :       Union[str, Any]						=     """down"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_temb=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Optional[int]					  =      {
							    'in_channels': 32,
							    'out_channels': 32,
							}
							SCREAMING_SNAKE_CASE_   : Any					  =      self.dummy_input
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       int						=     UNetMidBlockaD  # noqa F405
				__a     :       str						=     """mid"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : str					  =      {
							    'in_channels': 32,
							    'temb_channels': 128,
							}
							SCREAMING_SNAKE_CASE_   : List[Any]					  =      self.dummy_input
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Optional[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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Any						=     UNetMidBlockaDCrossAttn  # noqa F405
				__a     :       Union[str, Any]						=     """mid"""






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : List[Any]					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      32
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : int					  =      [0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Tuple						=     UNetMidBlockaDSimpleCrossAttn  # noqa F405
				__a     :       Optional[Any]						=     """mid"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_encoder_hidden_states=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : str					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : List[str]					  =      32
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[Any]					  =      [0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Union[str, Any]						=     UpBlockaD  # noqa F405
				__a     :       Any						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : str					  =      [-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Union[str, Any]						=     ResnetUpsampleBlockaD  # noqa F405
				__a     :       Tuple						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Dict					  =      [0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       List[str]						=     CrossAttnUpBlockaD  # noqa F405
				__a     :       Optional[int]						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : int					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : Dict					  =      32
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Union[str, Any]					  =      [-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       str						=     SimpleCrossAttnUpBlockaD  # noqa F405
				__a     :       Any						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      ,include_encoder_hidden_states=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_  ,    SCREAMING_SNAKE_CASE_   : Any					  =      super().prepare_init_args_and_inputs_for_common()
							SCREAMING_SNAKE_CASE_   : List[Any]					  =      32
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : str					  =      [0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       List[Any]						=     AttnUpBlockaD  # noqa F405
				__a     :       Any						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				@unittest.skipIf(torch_device == 'mps'      ,'MPS result is not consistent' )
				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[str]					  =      [0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Optional[int]						=     SkipUpBlockaD  # noqa F405
				__a     :       Any						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : 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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Dict						=     AttnSkipUpBlockaD  # noqa F405
				__a     :       int						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : 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 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       Union[str, Any]						=     UpDecoderBlockaD  # noqa F405
				__a     :       List[Any]						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_temb=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Optional[Any]					  =      {'in_channels': 32, 'out_channels': 32}

							SCREAMING_SNAKE_CASE_   : str					  =      self.dummy_input
							return init_dict, inputs_dict






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[Any]					  =      [0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
							super().test_output(snake_case__ )







class 				lowerCAmelCase_       (					lowercase_						,     unittest.TestCase							):
				__a     :       List[str]						=     AttnUpDecoderBlockaD  # noqa F405
				__a     :       Union[str, Any]						=     """up"""






				@property
				def 		snake_case	(			self ):
							return super().get_dummy_input(include_temb=snake_case__ )






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : Any					  =      {'in_channels': 32, 'out_channels': 32}

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






				def 		snake_case	(			self ):
							SCREAMING_SNAKE_CASE_   : List[str]					  =      [0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
							super().test_output(snake_case__ )







'''simple docstring'''

def _SCREAMING_SNAKE_CASE (A			)			->			bool:






       """simple docstring"""







       lowercase__      =					[int(A			) for i in ip_va_address.split('''.'''			) if i.isdigit()]
       return len(A			) == 4 and all(0 <= int(A			) <= 254 for octet in octets			)


if __name__ == "__main__":
 lowerCamelCase				:  Optional[Any]    		=      input().strip()
 lowerCamelCase				:  Union[str, Any]    		=      'valid' if is_ip_va_address_valid(ip) else 'invalid'
 print(f"""{ip} is a {valid_or_invalid} IP v4 address.""")




