


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       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[Any]			       =		DownBlockaD  # noqa F405
		UpperCamelCase     :					Dict			       =		"down"







		def 					__A   ( self	)  -> str:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Any			       =		ResnetDownsampleBlockaD  # noqa F405
		UpperCamelCase     :					int			       =		"down"







		def 					__A   ( self	)  -> Optional[int]:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Any			       =		AttnDownBlockaD  # noqa F405
		UpperCamelCase     :					Any			       =		"down"







		def 					__A   ( self	)  -> Tuple:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					List[Any]			       =		CrossAttnDownBlockaD  # noqa F405
		UpperCamelCase     :					str			       =		"down"







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







					'''simple docstring'''







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







		def 					__A   ( self	)  -> Optional[int]:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Dict			       =		SimpleCrossAttnDownBlockaD  # noqa F405
		UpperCamelCase     :					Any			       =		"down"







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







					'''simple docstring'''







					return super().get_dummy_input(include_encoder_hidden_states=A	)







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







					'''simple docstring'''







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







		@unittest.skipIf(torch_device == """mps"""		,      """MPS result is not consistent"""	)
		def 					__A   ( self	)  -> int:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		SkipDownBlockaD  # noqa F405
		UpperCamelCase     :					List[str]			       =		"down"







		@property
		def 					__A   ( self	)  -> Any:







					'''simple docstring'''







					return super().get_dummy_input(include_skip_sample=A	)







		def 					__A   ( self	)  -> Any:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					List[str]			       =		AttnSkipDownBlockaD  # noqa F405
		UpperCamelCase     :					Tuple			       =		"down"







		@property
		def 					__A   ( self	)  -> Tuple:







					'''simple docstring'''







					return super().get_dummy_input(include_skip_sample=A	)







		def 					__A   ( self	)  -> Dict:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Dict			       =		DownEncoderBlockaD  # noqa F405
		UpperCamelCase     :					str			       =		"down"







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







					'''simple docstring'''







					return super().get_dummy_input(include_temb=A	)







		def 					__A   ( self	)  -> Dict:







					'''simple docstring'''







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







		def 					__A   ( self	)  -> Optional[int]:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Dict			       =		AttnDownEncoderBlockaD  # noqa F405
		UpperCamelCase     :					Optional[int]			       =		"down"







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







					'''simple docstring'''







					return super().get_dummy_input(include_temb=A	)







		def 					__A   ( self	)  -> str:







					'''simple docstring'''







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







		def 					__A   ( self	)  -> Any:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Tuple			       =		UNetMidBlockaD  # noqa F405
		UpperCamelCase     :					str			       =		"mid"







		def 					__A   ( self	)  -> Any:







					'''simple docstring'''







					lowerCamelCase    		=  {
					    """in_channels""": 32,
					    """temb_channels""": 1_28,
					}
					lowerCamelCase    		=  self.dummy_input
					return init_dict, inputs_dict







		def 					__A   ( self	)  -> int:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					List[Any]			       =		UNetMidBlockaDCrossAttn  # noqa F405
		UpperCamelCase     :					Tuple			       =		"mid"







		def 					__A   ( self	)  -> Dict:







					'''simple docstring'''







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







		def 					__A   ( self	)  -> int:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[Any]			       =		UNetMidBlockaDSimpleCrossAttn  # noqa F405
		UpperCamelCase     :					Dict			       =		"mid"







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







					'''simple docstring'''







					return super().get_dummy_input(include_encoder_hidden_states=A	)







		def 					__A   ( self	)  -> List[str]:







					'''simple docstring'''







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







		def 					__A   ( self	)  -> Tuple:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		UpBlockaD  # noqa F405
		UpperCamelCase     :					Dict			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		def 					__A   ( self	)  -> Dict:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		ResnetUpsampleBlockaD  # noqa F405
		UpperCamelCase     :					str			       =		"up"







		@property
		def 					__A   ( self	)  -> str:







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		def 					__A   ( self	)  -> Any:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		CrossAttnUpBlockaD  # noqa F405
		UpperCamelCase     :					List[Any]			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		def 					__A   ( self	)  -> Tuple:







					'''simple docstring'''







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







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







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					List[str]			       =		SimpleCrossAttnUpBlockaD  # noqa F405
		UpperCamelCase     :					Dict			       =		"up"







		@property
		def 					__A   ( self	)  -> Tuple:







					'''simple docstring'''







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







		def 					__A   ( self	)  -> Optional[int]:







					'''simple docstring'''







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







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







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		AttnUpBlockaD  # noqa F405
		UpperCamelCase     :					List[str]			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		@unittest.skipIf(torch_device == """mps"""		,      """MPS result is not consistent"""	)
		def 					__A   ( self	)  -> int:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Any			       =		SkipUpBlockaD  # noqa F405
		UpperCamelCase     :					Optional[int]			       =		"up"







		@property
		def 					__A   ( self	)  -> str:







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		def 					__A   ( self	)  -> Optional[int]:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[Any]			       =		AttnSkipUpBlockaD  # noqa F405
		UpperCamelCase     :					str			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_res_hidden_states_tuple=A	)







		def 					__A   ( self	)  -> Dict:







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					int			       =		UpDecoderBlockaD  # noqa F405
		UpperCamelCase     :					Optional[int]			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_temb=A	)







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







					'''simple docstring'''







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

					lowerCamelCase    		=  self.dummy_input
					return init_dict, inputs_dict







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







					'''simple docstring'''







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







class        __lowercase       (							a_			,							unittest.TestCase  ):



		"""simple docstring"""

		UpperCamelCase     :					List[Any]			       =		AttnUpDecoderBlockaD  # noqa F405
		UpperCamelCase     :					Union[str, Any]			       =		"up"







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







					'''simple docstring'''







					return super().get_dummy_input(include_temb=A	)







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







					'''simple docstring'''







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

					lowerCamelCase    		=  self.dummy_input
					return init_dict, inputs_dict







		def 					__A   ( self	)  -> str:







					'''simple docstring'''







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





from ..utils import DummyObject, requires_backends







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Tuple			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[Any]			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> List[str]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					str			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Union[str, Any]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Optional[int]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					str			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> List[Any]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Any:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Union[str, Any]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Dict			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> Optional[Any]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Optional[Any]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Any:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[int]			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Union[str, Any]			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> List[Any]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Tuple:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Optional[int]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[Any]			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> Optional[Any]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Tuple			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> List[Any]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Any			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> List[str]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> int:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					str			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Optional[int]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Optional[int]			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> List[str]:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Any:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Any:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







class        __lowercase       (							metaclass=a_  ):



		"""simple docstring"""

		UpperCamelCase     :					Tuple			       =		["flax"]







		def __init__( self		,      *A		,      **A	)  -> str:







					'''simple docstring'''







					requires_backends(self		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Dict:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)







		@classmethod
		def 					__A   ( cls		,      *A		,      **A	)  -> Union[str, Any]:







					'''simple docstring'''







					requires_backends(cls		,      ["""flax"""]	)

