

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__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       DownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       ResnetDownsampleBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       CrossAttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SimpleCrossAttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






							return super().get_dummy_input(include_encoder_hidden_states=lowercase       )


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






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


			@unittest.skipIf(torch_device == "mps"      ,      "MPS result is not consistent"       )
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SkipDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							return super().get_dummy_input(include_skip_sample=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnSkipDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






							return super().get_dummy_input(include_skip_sample=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       DownEncoderBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnDownEncoderBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaD  # noqa F405
			__lowerCamelCase        =       'mid'


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							A__        =			{
							    "in_channels": 32,
							    "temb_channels": 128,
							}
							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaDCrossAttn  # noqa F405
			__lowerCamelCase        =       'mid'


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaDSimpleCrossAttn  # noqa F405
			__lowerCamelCase        =       'mid'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_encoder_hidden_states=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						List[str]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       ResnetUpsampleBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       CrossAttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SimpleCrossAttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[str]:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Optional[Any]:
							'''simple docstring'''






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


			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			@unittest.skipIf(torch_device == "mps"      ,      "MPS result is not consistent"       )
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SkipUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						List[str]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnSkipUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Optional[Any]:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UpDecoderBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






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

							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






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

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnUpDecoderBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






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

							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






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




import warnings

from ...utils import logging
from .image_processing_clip import CLIPImageProcessor


lowerCAmelCase__	   = logging.get_logger(__name__)

class 					a__						(					snake_case			):
			"""simple docstring"""







			def __init__(    self      ,      *lowercase      ,      **lowercase       )  ->						None:
							'''simple docstring'''






							warnings.warn(
							    "The class CLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers. Please"
							    " use CLIPImageProcessor instead."      ,      lowercase      ,      )
							super().__init__(*lowercase      ,      **lowercase       )

