






"""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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				List[Any]    =				DownBlockaD  # noqa F405
	_A       :				Optional[Any]    =				"""down"""





	def    lowerCamelCase(self							):
		A_		:						Dict	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Union[str, Any]    =				ResnetDownsampleBlockaD  # noqa F405
	_A       :				Tuple    =				"""down"""





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Any    =				AttnDownBlockaD  # noqa F405
	_A       :				Optional[Any]    =				"""down"""





	def    lowerCamelCase(self							):
		A_		:						List[Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Optional[Any]    =				CrossAttnDownBlockaD  # noqa F405
	_A       :				str    =				"""down"""





	def    lowerCamelCase(self							):
		A_    ,     A_		:						int	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						str	    =   32
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						str	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Any    =				SimpleCrossAttnDownBlockaD  # noqa F405
	_A       :				Dict    =				"""down"""





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





	def    lowerCamelCase(self							):
		A_    ,     A_		:						Union[str, Any]	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						Union[str, Any]	    =   32
		return init_dict, inputs_dict





	@unittest.skipIf(torch_device == """mps"""     ,     """MPS result is not consistent"""							)
	def    lowerCamelCase(self							):
		A_		:						List[str]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				int    =				SkipDownBlockaD  # noqa F405
	_A       :				Any    =				"""down"""





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





	def    lowerCamelCase(self							):
		A_		:						List[Any]	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				List[str]    =				AttnSkipDownBlockaD  # noqa F405
	_A       :				Union[str, Any]    =				"""down"""





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





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Optional[int]    =				DownEncoderBlockaD  # noqa F405
	_A       :				Dict    =				"""down"""





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





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   {
		    """in_channels""": 32,
		    """out_channels""": 32,
		}
		A_		:						List[str]	    =   self.dummy_input
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Optional[Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Tuple    =				AttnDownEncoderBlockaD  # noqa F405
	_A       :				int    =				"""down"""





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





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   {
		    """in_channels""": 32,
		    """out_channels""": 32,
		}
		A_		:						List[str]	    =   self.dummy_input
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Union[str, Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Any    =				UNetMidBlockaD  # noqa F405
	_A       :				List[str]    =				"""mid"""





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   {
		    """in_channels""": 32,
		    """temb_channels""": 128,
		}
		A_		:						Union[str, Any]	    =   self.dummy_input
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Optional[int]	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Tuple    =				UNetMidBlockaDCrossAttn  # noqa F405
	_A       :				List[Any]    =				"""mid"""





	def    lowerCamelCase(self							):
		A_    ,     A_		:						Dict	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						Any	    =   32
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Optional[Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				str    =				UNetMidBlockaDSimpleCrossAttn  # noqa F405
	_A       :				Any    =				"""mid"""





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





	def    lowerCamelCase(self							):
		A_    ,     A_		:						List[Any]	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						Optional[Any]	    =   32
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Optional[Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Tuple    =				UpBlockaD  # noqa F405
	_A       :				Tuple    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Union[str, Any]    =				ResnetUpsampleBlockaD  # noqa F405
	_A       :				Union[str, Any]    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						Any	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Any    =				CrossAttnUpBlockaD  # noqa F405
	_A       :				List[Any]    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_    ,     A_		:						List[Any]	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						Any	    =   32
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Optional[Any]	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Optional[Any]    =				SimpleCrossAttnUpBlockaD  # noqa F405
	_A       :				Dict    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_    ,     A_		:						List[Any]	    =   super().prepare_init_args_and_inputs_for_common()
		A_		:						Optional[int]	    =   32
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Union[str, Any]	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				str    =				AttnUpBlockaD  # noqa F405
	_A       :				Optional[Any]    =				"""up"""





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





	@unittest.skipIf(torch_device == """mps"""     ,     """MPS result is not consistent"""							)
	def    lowerCamelCase(self							):
		A_		:						Dict	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				List[Any]    =				SkipUpBlockaD  # noqa F405
	_A       :				List[str]    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						List[str]	    =   [-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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				List[str]    =				AttnSkipUpBlockaD  # noqa F405
	_A       :				Optional[Any]    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Optional[int]    =				UpDecoderBlockaD  # noqa F405
	_A       :				Union[str, Any]    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						str	    =   {"""in_channels""": 32, """out_channels""": 32}

		A_		:						List[str]	    =   self.dummy_input
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						Tuple	    =   [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  (				_SCREAMING_SNAKE_CASE       ,       unittest.TestCase						):





	"""simple docstring"""




	_A       :				Any    =				AttnUpDecoderBlockaD  # noqa F405
	_A       :				str    =				"""up"""





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





	def    lowerCamelCase(self							):
		A_		:						str	    =   {"""in_channels""": 32, """out_channels""": 32}

		A_		:						Optional[int]	    =   self.dummy_input
		return init_dict, inputs_dict





	def    lowerCamelCase(self							):
		A_		:						List[Any]	    =   [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 typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_lowerCAmelCase         =							{
    "configuration_luke": ["LUKE_PRETRAINED_CONFIG_ARCHIVE_MAP", "LukeConfig"],
    "tokenization_luke": ["LukeTokenizer"],
}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							_lowerCAmelCase         =							[
							    "LUKE_PRETRAINED_MODEL_ARCHIVE_LIST",
							    "LukeForEntityClassification",
							    "LukeForEntityPairClassification",
							    "LukeForEntitySpanClassification",
							    "LukeForMultipleChoice",
							    "LukeForQuestionAnswering",
							    "LukeForSequenceClassification",
							    "LukeForTokenClassification",
							    "LukeForMaskedLM",
							    "LukeModel",
							    "LukePreTrainedModel",
							]


if TYPE_CHECKING:
							from .configuration_luke import LUKE_PRETRAINED_CONFIG_ARCHIVE_MAP, LukeConfig
							from .tokenization_luke import LukeTokenizer

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_luke import (
														    LUKE_PRETRAINED_MODEL_ARCHIVE_LIST,
														    LukeForEntityClassification,
														    LukeForEntityPairClassification,
														    LukeForEntitySpanClassification,
														    LukeForMaskedLM,
														    LukeForMultipleChoice,
														    LukeForQuestionAnswering,
														    LukeForSequenceClassification,
														    LukeForTokenClassification,
														    LukeModel,
														    LukePreTrainedModel,
														)

else:
							import sys

							_lowerCAmelCase         =							_LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)

