






"""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    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= DownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Optional[Any]=	[-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= ResnetDownsampleBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Union[str, Any]=	[0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnDownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Optional[Any]=	[0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= CrossAttnDownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				Union[str, Any]=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				Dict=	32
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	[0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= SimpleCrossAttnDownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_encoder_hidden_states=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				List[str]=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				Tuple=	32
												return init_dict, inputs_dict




						@unittest.skipIf(torch_device == "mps"	,  "MPS result is not consistent"      )
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[str]=	[0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= SkipDownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_skip_sample=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	[-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnSkipDownBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_skip_sample=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Any=	[0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= DownEncoderBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_temb=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Union[str, Any]=	{
												    "in_channels": 32,
												    "out_channels": 32,
												}
												lowercase__    :				str=	self.dummy_input
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Any=	[1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnDownEncoderBlockaD  # noqa F405
						__lowerCamelCase    	= "down"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_temb=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	{
												    "in_channels": 32,
												    "out_channels": 32,
												}
												lowercase__    :				List[Any]=	self.dummy_input
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Optional[Any]=	[0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= UNetMidBlockaD  # noqa F405
						__lowerCamelCase    	= "mid"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[str]=	{
												    "in_channels": 32,
												    "temb_channels": 128,
												}
												lowercase__    :				Dict=	self.dummy_input
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Any=	[-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= UNetMidBlockaDCrossAttn  # noqa F405
						__lowerCamelCase    	= "mid"




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				Union[str, Any]=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				List[Any]=	32
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Any=	[0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= UNetMidBlockaDSimpleCrossAttn  # noqa F405
						__lowerCamelCase    	= "mid"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_encoder_hidden_states=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				List[str]=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				Dict=	32
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	[0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= UpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Tuple=	[-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= ResnetUpsampleBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				str=	[0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= CrossAttnUpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				Tuple=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				Optional[Any]=	32
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Optional[Any]=	[-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= SimpleCrossAttnUpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__	,  include_encoder_hidden_states=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__,     lowercase__    :				Tuple=	super().prepare_init_args_and_inputs_for_common()
												lowercase__    :				Optional[int]=	32
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	[0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnUpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						@unittest.skipIf(torch_device == "mps"	,  "MPS result is not consistent"      )
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				str=	[0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= SkipUpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				Optional[Any]=	[-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnSkipUpBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[str]=	[0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= UpDecoderBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_temb=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				str=	{"in_channels": 32, "out_channels": 32}

												lowercase__    :				Union[str, Any]=	self.dummy_input
												return init_dict, inputs_dict




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				int=	[0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
												super().test_output(snake_case__      )


class    __UpperCAmelCase(       SCREAMING_SNAKE_CASE__  ,  unittest.TestCase							):




						"""simple docstring"""




						__lowerCamelCase    	= AttnUpDecoderBlockaD  # noqa F405
						__lowerCamelCase    	= "up"




						@property
						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												return super().get_dummy_input(include_temb=snake_case__      )




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[str]=	{"in_channels": 32, "out_channels": 32}

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




						def 		UpperCAmelCase_	(       self      ):
												'''simple docstring'''
												lowercase__    :				List[Any]=	[0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
												super().test_output(snake_case__      )














"""simple docstring"""







from __future__ import annotations


class    __UpperCAmelCase:




						"""simple docstring"""




						def __init__(       self	,  snake_case__=None      ):
												'''simple docstring'''
												lowercase__    :				Union[str, Any]=	data
												lowercase__    :				Optional[Any]=	None




						def __repr__(       self      ):
												'''simple docstring'''
												lowercase__    :				str=	[]
												lowercase__    :				Tuple=	self
												while temp:
																		string_rep.append(F'''{temp.data}'''      )
																		lowercase__    :				Optional[int]=	temp.next
												return "->".join(snake_case__      )





def 						lowercase__(A						)    ->Dict:




						"""simple docstring"""



						if not elements_list:
												raise Exception("The Elements List is empty"						)

						lowercase__    :				Optional[int]=	Node(elements_list[0]						)
						for i in range(1 ,		len(A						)						):
												lowercase__    :				Optional[Any]=	Node(elements_list[i]						)
												lowercase__    :				str=	current.next
						return head





def 						lowercase__(A						)    ->None:




						"""simple docstring"""



						if head_node is not None and isinstance(A ,		A						):
												print_reverse(head_node.next						)
												print(head_node.data						)





def 						lowercase__()    ->str:




						"""simple docstring"""



						from doctest import testmod

						testmod()

						lowercase__    :				Optional[int]=	make_linked_list([14, 52, 14, 12, 43]						)
						print("Linked List:"						)
						print(A						)
						print("Elements in Reverse:"						)
						print_reverse(A						)


if __name__ == "__main__":
			main()






