


'''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__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	DownBlockaD  # noqa F405
				__UpperCamelCase    :		Tuple	=	'down'




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	ResnetDownsampleBlockaD  # noqa F405
				__UpperCamelCase    :		Any	=	'down'




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	AttnDownBlockaD  # noqa F405
				__UpperCamelCase    :		List[str]	=	'down'




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	CrossAttnDownBlockaD  # noqa F405
				__UpperCamelCase    :		Optional[int]	=	'down'




				def 					_snake_case  (self		):
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				super().prepare_init_args_and_inputs_for_common()
										__lowerCAmelCase							       =				32
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	SimpleCrossAttnDownBlockaD  # noqa F405
				__UpperCamelCase    :		List[str]	=	'down'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_encoder_hidden_states=__lowercase		)




				def 					_snake_case  (self		):
										__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 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	SkipDownBlockaD  # noqa F405
				__UpperCamelCase    :		Dict	=	'down'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_skip_sample=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	AttnSkipDownBlockaD  # noqa F405
				__UpperCamelCase    :		int	=	'down'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_skip_sample=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	DownEncoderBlockaD  # noqa F405
				__UpperCamelCase    :		str	=	'down'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_temb=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				{
										    '''in_channels''': 32,
										    '''out_channels''': 32,
										}
										__lowerCAmelCase							       =				self.dummy_input
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	AttnDownEncoderBlockaD  # noqa F405
				__UpperCamelCase    :		Union[str, Any]	=	'down'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_temb=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				{
										    '''in_channels''': 32,
										    '''out_channels''': 32,
										}
										__lowerCAmelCase							       =				self.dummy_input
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	UNetMidBlockaD  # noqa F405
				__UpperCamelCase    :		Tuple	=	'mid'




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				{
										    '''in_channels''': 32,
										    '''temb_channels''': 1_28,
										}
										__lowerCAmelCase							       =				self.dummy_input
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	UNetMidBlockaDCrossAttn  # noqa F405
				__UpperCamelCase    :		Tuple	=	'mid'




				def 					_snake_case  (self		):
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				super().prepare_init_args_and_inputs_for_common()
										__lowerCAmelCase							       =				32
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	UNetMidBlockaDSimpleCrossAttn  # noqa F405
				__UpperCamelCase    :		List[str]	=	'mid'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_encoder_hidden_states=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				super().prepare_init_args_and_inputs_for_common()
										__lowerCAmelCase							       =				32
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	UpBlockaD  # noqa F405
				__UpperCamelCase    :		Optional[Any]	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	ResnetUpsampleBlockaD  # noqa F405
				__UpperCamelCase    :		Tuple	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	CrossAttnUpBlockaD  # noqa F405
				__UpperCamelCase    :		Union[str, Any]	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				super().prepare_init_args_and_inputs_for_common()
										__lowerCAmelCase							       =				32
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	SimpleCrossAttnUpBlockaD  # noqa F405
				__UpperCamelCase    :		str	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase       ,			include_encoder_hidden_states=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase       ,					__lowerCAmelCase							       =				super().prepare_init_args_and_inputs_for_common()
										__lowerCAmelCase							       =				32
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	AttnUpBlockaD  # noqa F405
				__UpperCamelCase    :		Optional[int]	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				@unittest.skipIf(torch_device == '''mps'''       ,			'''MPS result is not consistent'''		)
				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	SkipUpBlockaD  # noqa F405
				__UpperCamelCase    :		Tuple	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[-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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	AttnSkipUpBlockaD  # noqa F405
				__UpperCamelCase    :		int	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_res_hidden_states_tuple=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	UpDecoderBlockaD  # noqa F405
				__UpperCamelCase    :		List[str]	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_temb=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				{'''in_channels''': 32, '''out_channels''': 32}

										__lowerCAmelCase							       =				self.dummy_input
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)


class       a__				( __A							,						unittest.TestCase      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	AttnUpDecoderBlockaD  # noqa F405
				__UpperCamelCase    :		List[str]	=	'up'




				@property
				def 					_snake_case  (self		):
										return super().get_dummy_input(include_temb=__lowercase		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				{'''in_channels''': 32, '''out_channels''': 32}

										__lowerCAmelCase							       =				self.dummy_input
										return init_dict, inputs_dict




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				[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(__lowercase		)





'''simple docstring'''

from torch import nn

def 							__magic_name__(						lowerCamelCase):
						if act_fn in ["swish", "silu"]:
												return nn.SiLU()
						elif act_fn == "mish":
												return nn.Mish()
						elif act_fn == "gelu":
												return nn.GELU()
						else:
												raise ValueError(F"""Unsupported activation function: {act_fn}""")

