





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_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	DownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					def 	lowerCAmelCase			(		self  )		->							int:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	ResnetDownsampleBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnDownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					def 	lowerCAmelCase			(		self  )		->							Any:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	CrossAttnDownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Any:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	SimpleCrossAttnDownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					@property
					def 	lowerCAmelCase			(		self  )		->							str:
										return super().get_dummy_input(include_encoder_hidden_states=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							int:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					@unittest.skipIf(torch_device == 'mps'				,						'MPS result is not consistent'  )
					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	SkipDownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										return super().get_dummy_input(include_skip_sample=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							List[str]:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnSkipDownBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										return super().get_dummy_input(include_skip_sample=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	DownEncoderBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					@property
					def 	lowerCAmelCase			(		self  )		->							int:
										return super().get_dummy_input(include_temb=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				{
										    'in_channels': 32,
										    'out_channels': 32,
										}
										_snake_case									=				self.dummy_input
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Tuple:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnDownEncoderBlockaD  # noqa F405
					lowerCAmelCase_							=	'''down'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Tuple:
										return super().get_dummy_input(include_temb=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				{
										    'in_channels': 32,
										    'out_channels': 32,
										}
										_snake_case									=				self.dummy_input
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	UNetMidBlockaD  # noqa F405
					lowerCAmelCase_							=	'''mid'''




					def 	lowerCAmelCase			(		self  )		->							Any:
										_snake_case									=				{
										    'in_channels': 32,
										    'temb_channels': 128,
										}
										_snake_case									=				self.dummy_input
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							List[str]:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	UNetMidBlockaDCrossAttn  # noqa F405
					lowerCAmelCase_							=	'''mid'''




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	UNetMidBlockaDSimpleCrossAttn  # noqa F405
					lowerCAmelCase_							=	'''mid'''




					@property
					def 	lowerCAmelCase			(		self  )		->							List[str]:
										return super().get_dummy_input(include_encoder_hidden_states=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	UpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Tuple:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	ResnetUpsampleBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							List[str]:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	CrossAttnUpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							str:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	SimpleCrossAttnUpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							int:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_				,						include_encoder_hidden_states=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case							,     _snake_case									=				super().prepare_init_args_and_inputs_for_common()
										_snake_case									=				32
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnUpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Dict:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )






					@unittest.skipIf(torch_device == 'mps'				,						'MPS result is not consistent'  )
					def 	lowerCAmelCase			(		self  )		->							int:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	SkipUpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Tuple:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				[-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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnSkipUpBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										return super().get_dummy_input(include_res_hidden_states_tuple=lowerCAmelCase_  )






					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	UpDecoderBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Any:
										return super().get_dummy_input(include_temb=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				{'in_channels': 32, 'out_channels': 32}

										_snake_case									=				self.dummy_input
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				[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(lowerCAmelCase_  )





class 			UpperCamelCase_		(  _lowerCamelCase							,  unittest.TestCase					):
					lowerCAmelCase_							=	AttnUpDecoderBlockaD  # noqa F405
					lowerCAmelCase_							=	'''up'''




					@property
					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										return super().get_dummy_input(include_temb=lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				{'in_channels': 32, 'out_channels': 32}

										_snake_case									=				self.dummy_input
										return init_dict, inputs_dict






					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				[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(lowerCAmelCase_  )










from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCAmelCase_      							=     logging.get_logger(__name__)

UpperCAmelCase_      							=     {
    """sayakpaul/vit-msn-base""": """https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json""",
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}
class 			UpperCamelCase_		(  _lowerCamelCase					):
					lowerCAmelCase_							=	'''vit_msn'''




					def __init__(		self				,						lowerCAmelCase_=768				,						lowerCAmelCase_=12				,						lowerCAmelCase_=12				,						lowerCAmelCase_=3072				,						lowerCAmelCase_="gelu"				,						lowerCAmelCase_=0.0				,						lowerCAmelCase_=0.0				,						lowerCAmelCase_=0.02				,						lowerCAmelCase_=1E-06				,						lowerCAmelCase_=224				,						lowerCAmelCase_=16				,						lowerCAmelCase_=3				,						lowerCAmelCase_=True				,						**lowerCAmelCase_				,						)		->							str:
										super().__init__(**lowerCAmelCase_  )

										_snake_case									=				hidden_size
										_snake_case									=				num_hidden_layers
										_snake_case									=				num_attention_heads
										_snake_case									=				intermediate_size
										_snake_case									=				hidden_act
										_snake_case									=				hidden_dropout_prob
										_snake_case									=				attention_probs_dropout_prob
										_snake_case									=				initializer_range
										_snake_case									=				layer_norm_eps
										_snake_case									=				image_size
										_snake_case									=				patch_size
										_snake_case									=				num_channels
										_snake_case									=				qkv_bias



