

'''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__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      DownBlockaD  # noqa F405
  a     =      "down"






  def    lowercase_	(							self		:	Union[str, Any]      )	->							List[str]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      ResnetDownsampleBlockaD  # noqa F405
  a     =      "down"






  def    lowercase_	(							self		:	Optional[int]      )	->							List[str]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnDownBlockaD  # noqa F405
  a     =      "down"






  def    lowercase_	(							self		:	Dict      )	->							List[Any]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      CrossAttnDownBlockaD  # noqa F405
  a     =      "down"






  def    lowercase_	(							self		:	Dict      )	->							int:
       SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE__					=					32
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	Tuple      )	->							int:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      SimpleCrossAttnDownBlockaD  # noqa F405
  a     =      "down"






  @property
  def    lowercase_	(							self		:	int      )	->							Union[str, Any]:
       return super().get_dummy_input(include_encoder_hidden_states=__lowerCamelCase      )






  def    lowercase_	(							self		:	int      )	->							List[str]:
       SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE__					=					32
       return init_dict, inputs_dict







  @unittest.skipIf(torch_device == '''mps'''			,     '''MPS result is not consistent'''      )
  def    lowercase_	(							self		:	Any      )	->							Optional[int]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      SkipDownBlockaD  # noqa F405
  a     =      "down"






  @property
  def    lowercase_	(							self		:	Any      )	->							Dict:
       return super().get_dummy_input(include_skip_sample=__lowerCamelCase      )







  def    lowercase_	(							self		:	List[Any]      )	->							Optional[int]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnSkipDownBlockaD  # noqa F405
  a     =      "down"






  @property
  def    lowercase_	(							self		:	List[str]      )	->							int:
       return super().get_dummy_input(include_skip_sample=__lowerCamelCase      )







  def    lowercase_	(							self		:	Tuple      )	->							Dict:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      DownEncoderBlockaD  # noqa F405
  a     =      "down"






  @property
  def    lowercase_	(							self		:	Dict      )	->							Union[str, Any]:
       return super().get_dummy_input(include_temb=__lowerCamelCase      )






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







  def    lowercase_	(							self		:	Tuple      )	->							Optional[Any]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnDownEncoderBlockaD  # noqa F405
  a     =      "down"






  @property
  def    lowercase_	(							self		:	Dict      )	->							Optional[int]:
       return super().get_dummy_input(include_temb=__lowerCamelCase      )






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







  def    lowercase_	(							self		:	Any      )	->							Any:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      UNetMidBlockaD  # noqa F405
  a     =      "mid"






  def    lowercase_	(							self		:	Optional[Any]      )	->							Any:
       SCREAMING_SNAKE_CASE__					=					{
           '''in_channels''': 32,
           '''temb_channels''': 128,
       }
       SCREAMING_SNAKE_CASE__					=					self.dummy_input
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	Tuple      )	->							Tuple:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      UNetMidBlockaDCrossAttn  # noqa F405
  a     =      "mid"






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







  def    lowercase_	(							self		:	Any      )	->							Union[str, Any]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      UNetMidBlockaDSimpleCrossAttn  # noqa F405
  a     =      "mid"






  @property
  def    lowercase_	(							self		:	Optional[int]      )	->							List[Any]:
       return super().get_dummy_input(include_encoder_hidden_states=__lowerCamelCase      )






  def    lowercase_	(							self		:	int      )	->							str:
       SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE__					=					32
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	str      )	->							List[Any]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      UpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Union[str, Any]      )	->							Tuple:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )







  def    lowercase_	(							self		:	int      )	->							Optional[Any]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      ResnetUpsampleBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Optional[Any]      )	->							Optional[Any]:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )







  def    lowercase_	(							self		:	Dict      )	->							Any:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      CrossAttnUpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	int      )	->							List[Any]:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )






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







  def    lowercase_	(							self		:	int      )	->							Dict:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      SimpleCrossAttnUpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Tuple      )	->							Optional[Any]:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase			,     include_encoder_hidden_states=__lowerCamelCase      )






  def    lowercase_	(							self		:	Tuple      )	->							Dict:
       SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					super().prepare_init_args_and_inputs_for_common()
       SCREAMING_SNAKE_CASE__					=					32
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	Any      )	->							Dict:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnUpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Optional[Any]      )	->							Optional[int]:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )







  @unittest.skipIf(torch_device == '''mps'''			,     '''MPS result is not consistent'''      )
  def    lowercase_	(							self		:	Any      )	->							Tuple:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      SkipUpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Union[str, Any]      )	->							List[str]:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )







  def    lowercase_	(							self		:	Tuple      )	->							List[str]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnSkipUpBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	Union[str, Any]      )	->							Tuple:
       return super().get_dummy_input(include_res_hidden_states_tuple=__lowerCamelCase      )







  def    lowercase_	(							self		:	int      )	->							Tuple:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      UpDecoderBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	List[str]      )	->							Union[str, Any]:
       return super().get_dummy_input(include_temb=__lowerCamelCase      )






  def    lowercase_	(							self		:	Tuple      )	->							Dict:
       SCREAMING_SNAKE_CASE__					=					{'''in_channels''': 32, '''out_channels''': 32}

       SCREAMING_SNAKE_CASE__					=					self.dummy_input
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	Union[str, Any]      )	->							Optional[int]:
       SCREAMING_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  UpperCAmelCase__	( A__		,  unittest.TestCase ):






  """simple docstring"""


  a     =      AttnUpDecoderBlockaD  # noqa F405
  a     =      "up"






  @property
  def    lowercase_	(							self		:	List[Any]      )	->							Union[str, Any]:
       return super().get_dummy_input(include_temb=__lowerCamelCase      )






  def    lowercase_	(							self		:	int      )	->							List[Any]:
       SCREAMING_SNAKE_CASE__					=					{'''in_channels''': 32, '''out_channels''': 32}

       SCREAMING_SNAKE_CASE__					=					self.dummy_input
       return init_dict, inputs_dict







  def    lowercase_	(							self		:	List[str]      )	->							Tuple:
       SCREAMING_SNAKE_CASE__					=					[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
       super().test_output(__lowerCamelCase      )





from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Features, Sequence, Value
from .base import TaskTemplate






@dataclass(frozen=A__ )
class  UpperCAmelCase__	( A__ ):






  """simple docstring"""


  a     =      field(default="question-answering-extractive"		,  metadata={"include_in_asdict_even_if_is_default": True} )
  a     =      Features({"question": Value("string" ), "context": Value("string" )} )
  a     =      Features(
      {
          "answers": Sequence(
              {
                  "text": Value("string" ),
                  "answer_start": Value("int32" ),
              } )
      } )
  a     =      "question"
  a     =      "context"
  a     =      "answers"






  @property
  def    lowercase_	(							self		:	Dict      )	->							Dict[str, str]:
       return {self.question_column: "question", self.context_column: "context", self.answers_column: "answers"}


