





'''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       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Any      =   DownBlockaD  # noqa F405
     UpperCAmelCase__       :						List[Any]      =   '''down'''

     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						str      =   ResnetDownsampleBlockaD  # noqa F405
     UpperCAmelCase__       :						int      =   '''down'''

     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Dict      =   AttnDownBlockaD  # noqa F405
     UpperCAmelCase__       :						str      =   '''down'''

     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						int      =   CrossAttnDownBlockaD  # noqa F405
     UpperCAmelCase__       :						int      =   '''down'''

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Union[str, Any]      =   SimpleCrossAttnDownBlockaD  # noqa F405
     UpperCAmelCase__       :						Tuple      =   '''down'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase	)

     def 	UpperCamelCase(					self	):
       _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 	UpperCamelCase(					self	):
       _snake_case     		=				[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Tuple      =   SkipDownBlockaD  # noqa F405
     UpperCAmelCase__       :						Optional[int]      =   '''down'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_skip_sample=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






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

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_skip_sample=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Any      =   DownEncoderBlockaD  # noqa F405
     UpperCAmelCase__       :						List[str]      =   '''down'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_temb=lowerCamelCase	)

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Any      =   AttnDownEncoderBlockaD  # noqa F405
     UpperCAmelCase__       :						Any      =   '''down'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_temb=lowerCamelCase	)

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Tuple      =   UNetMidBlockaD  # noqa F405
     UpperCAmelCase__       :						Any      =   '''mid'''

     def 	UpperCamelCase(					self	):
       _snake_case     		=				{
           "in_channels": 32,
           "temb_channels": 128,
       }
       _snake_case     		=				self.dummy_input
       return init_dict, inputs_dict






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						List[str]      =   UNetMidBlockaDCrossAttn  # noqa F405
     UpperCAmelCase__       :						Optional[Any]      =   '''mid'''

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						int      =   UNetMidBlockaDSimpleCrossAttn  # noqa F405
     UpperCAmelCase__       :						str      =   '''mid'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase	)

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Tuple      =   UpBlockaD  # noqa F405
     UpperCAmelCase__       :						Optional[Any]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






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

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Tuple      =   CrossAttnUpBlockaD  # noqa F405
     UpperCAmelCase__       :						Optional[Any]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						int      =   SimpleCrossAttnUpBlockaD  # noqa F405
     UpperCAmelCase__       :						Optional[int]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase						,   include_encoder_hidden_states=lowerCamelCase	)

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






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Optional[int]      =   AttnUpBlockaD  # noqa F405
     UpperCAmelCase__       :						List[Any]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)






     @unittest.skipIf(torch_device == "mps"						,   "MPS result is not consistent"	)
     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Union[str, Any]      =   SkipUpBlockaD  # noqa F405
     UpperCAmelCase__       :						Dict      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						Optional[int]      =   AttnSkipUpBlockaD  # noqa F405
     UpperCAmelCase__       :						List[str]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase	)






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						int      =   UpDecoderBlockaD  # noqa F405
     UpperCAmelCase__       :						str      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_temb=lowerCamelCase	)

     def 	UpperCamelCase(					self	):
       _snake_case     		=				{"in_channels": 32, "out_channels": 32}

       _snake_case     		=				self.dummy_input
       return init_dict, inputs_dict






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
       super().test_output(lowerCamelCase	)







class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    unittest.TestCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						List[Any]      =   AttnUpDecoderBlockaD  # noqa F405
     UpperCAmelCase__       :						List[str]      =   '''up'''

     @property
     def 	UpperCamelCase(					self	):
       return super().get_dummy_input(include_temb=lowerCamelCase	)

     def 	UpperCamelCase(					self	):
       _snake_case     		=				{"in_channels": 32, "out_channels": 32}

       _snake_case     		=				self.dummy_input
       return init_dict, inputs_dict






     def 	UpperCamelCase(					self	):
       _snake_case     		=				[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
       super().test_output(lowerCamelCase	)









'''simple docstring'''



from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__magic_name__   :						Any    =			logging.get_logger(__name__)

__magic_name__   :						Dict    =			{
    """google/bit-50""": """https://huggingface.co/google/bit-50/resolve/main/config.json""",
}


class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    __UpperCamelCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						List[str]      =   '''bit'''
     UpperCAmelCase__       :						Union[str, Any]      =   ['''preactivation''', '''bottleneck''']
     UpperCAmelCase__       :						int      =   ['''SAME''', '''VALID''']

     def __init__(					self						,   lowerCamelCase=3						,   lowerCamelCase=64						,   lowerCamelCase=[256, 512, 1_024, 2_048]						,   lowerCamelCase=[3, 4, 6, 3]						,   lowerCamelCase="preactivation"						,   lowerCamelCase="relu"						,   lowerCamelCase=None						,   lowerCamelCase=32						,   lowerCamelCase=0.0						,   lowerCamelCase=False						,   lowerCamelCase=32						,   lowerCamelCase=1						,   lowerCamelCase=None						,   lowerCamelCase=None						,   **lowerCamelCase						,   ):
       super().__init__(**lowerCamelCase	)
       if layer_type not in self.layer_types:
         raise ValueError(F'''layer_type={layer_type} is not one of {",".join(self.layer_types	)}'''	)
       if global_padding is not None:
         if global_padding.upper() in self.supported_padding:
           _snake_case     		=				global_padding.upper()
         else:
           raise ValueError(F'''Padding strategy {global_padding} not supported'''	)
       _snake_case     		=				num_channels
       _snake_case     		=				embedding_size
       _snake_case     		=				hidden_sizes
       _snake_case     		=				depths
       _snake_case     		=				layer_type
       _snake_case     		=				hidden_act
       _snake_case     		=				global_padding
       _snake_case     		=				num_groups
       _snake_case     		=				drop_path_rate
       _snake_case     		=				embedding_dynamic_padding
       _snake_case     		=				output_stride
       _snake_case     		=				width_factor

       _snake_case     		=				["stem"] + [F'''stage{idx}''' for idx in range(1						,   len(lowerCamelCase	) + 1	)]
       _snake_case		,		_snake_case     		=				get_aligned_output_features_output_indices(
           out_features=lowerCamelCase						,   out_indices=lowerCamelCase						,   stage_names=self.stage_names	)


