

import random
import unittest

import torch

from diffusers import IFInpaintingSuperResolutionPipeline
from diffusers.utils import floats_tensor
from diffusers.utils.import_utils import is_xformers_available
from diffusers.utils.testing_utils import skip_mps, torch_device

from ..pipeline_params import (
    TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS,
    TEXT_GUIDED_IMAGE_INPAINTING_PARAMS,
)
from ..test_pipelines_common import PipelineTesterMixin
from . import IFPipelineTesterMixin







@skip_mps
class 						__magic_name__			(							lowerCamelCase__		,       lowerCamelCase__		,       unittest.TestCase							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   IFInpaintingSuperResolutionPipeline
   lowerCamelCase__ :	str    =   TEXT_GUIDED_IMAGE_INPAINTING_PARAMS - {'width', 'height'}
   lowerCamelCase__ :	List[Any]    =   TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS.union({'original_image'}							)
   lowerCamelCase__ :	str    =   PipelineTesterMixin.required_optional_params - {'latents'}



   def  _UpperCAmelCase (				self       )							->    Optional[int]:






     """simple docstring"""






     return self._get_superresolution_dummy_components()



   def  _UpperCAmelCase (				self,    lowercase_,    lowercase_=0       )							->    Tuple:






     """simple docstring"""






     if str(lowercase_       ).startswith('''mps'''       ):
       a__  =torch.manual_seed(lowercase_       )
     else:
       a__  =torch.Generator(device=lowercase_       ).manual_seed(lowercase_       )

     a__  =floats_tensor((1, 3, 16, 16),    rng=random.Random(lowercase_       )       ).to(lowercase_       )
     a__  =floats_tensor((1, 3, 32, 32),    rng=random.Random(lowercase_       )       ).to(lowercase_       )
     a__  =floats_tensor((1, 3, 32, 32),    rng=random.Random(lowercase_       )       ).to(lowercase_       )

     a__  ={
         '''prompt''': '''A painting of a squirrel eating a burger''',
         '''image''': image,
         '''original_image''': original_image,
         '''mask_image''': mask_image,
         '''generator''': generator,
         '''num_inference_steps''': 2,
         '''output_type''': '''numpy''',
     }

     return inputs



   @unittest.skipIf(
       torch_device != '''cuda''' or not is_xformers_available(),    reason='''XFormers attention is only available with CUDA and `xformers` installed''',    )
   def  _UpperCAmelCase (				self       )							->    List[str]:






     """simple docstring"""






     self._test_xformers_attention_forwardGenerator_pass(expected_max_diff=1E-3       )



   def  _UpperCAmelCase (				self       )							->    int:






     """simple docstring"""






     self._test_save_load_optional_components()



   @unittest.skipIf(torch_device != '''cuda''',    reason='''float16 requires CUDA'''       )
   def  _UpperCAmelCase (				self       )							->    List[Any]:






     """simple docstring"""






     super().test_save_load_floataa(expected_max_diff=1E-1       )



   def  _UpperCAmelCase (				self       )							->    int:






     """simple docstring"""






     self._test_attention_slicing_forward_pass(expected_max_diff=1E-2       )



   def  _UpperCAmelCase (				self       )							->    Optional[Any]:






     """simple docstring"""






     self._test_save_load_local()



   def  _UpperCAmelCase (				self       )							->    str:






     """simple docstring"""






     self._test_inference_batch_single_identical(
         expected_max_diff=1E-2,    )



from ..utils import DummyObject, requires_backends







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )





def 			UpperCAmelCase__				(			*_A      : Optional[Any]	,      **_A      : Optional[Any]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Union[str, Any]	,      **_A      : List[Any]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Union[str, Any]	,      **_A      : Tuple							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : List[str]	,      **_A      : List[str]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Dict	,      **_A      : Dict							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : List[str]	,      **_A      : str							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Optional[int]	,      **_A      : Dict							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Any    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Any    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[int]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )
