





'''simple docstring'''


from ...configuration_utils import PretrainedConfig
from ...utils import logging


_SCREAMING_SNAKE_CASE									=				logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE									=				{
    "SCUT-DLVCLab/lilt-roberta-en-base": (
        "https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base/resolve/main/config.json"
    ),
}

class  lowerCAmelCase_		(		__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       "lilt"




 def __init__(						self      ,  _lowerCAmelCase=30522      ,  _lowerCAmelCase=768      ,  _lowerCAmelCase=12      ,  _lowerCAmelCase=12      ,  _lowerCAmelCase=3072      ,  _lowerCAmelCase="gelu"      ,  _lowerCAmelCase=0.1      ,  _lowerCAmelCase=0.1      ,  _lowerCAmelCase=512      ,  _lowerCAmelCase=2      ,  _lowerCAmelCase=0.02      ,  _lowerCAmelCase=1E-12      ,  _lowerCAmelCase=0      ,  _lowerCAmelCase="absolute"      ,  _lowerCAmelCase=None      ,  _lowerCAmelCase=4      ,  _lowerCAmelCase=1024      ,  **_lowerCAmelCase      ,  )     ->				Dict:
     super().__init__(pad_token_id=_lowerCAmelCase      ,  **_lowerCAmelCase		)

     _lowerCAmelCase						      =   vocab_size
     _lowerCAmelCase						      =   hidden_size
     _lowerCAmelCase						      =   num_hidden_layers
     _lowerCAmelCase						      =   num_attention_heads
     _lowerCAmelCase						      =   hidden_act
     _lowerCAmelCase						      =   intermediate_size
     _lowerCAmelCase						      =   hidden_dropout_prob
     _lowerCAmelCase						      =   attention_probs_dropout_prob
     _lowerCAmelCase						      =   max_position_embeddings
     _lowerCAmelCase						      =   type_vocab_size
     _lowerCAmelCase						      =   initializer_range
     _lowerCAmelCase						      =   layer_norm_eps
     _lowerCAmelCase						      =   position_embedding_type
     _lowerCAmelCase						      =   classifier_dropout
     _lowerCAmelCase						      =   channel_shrink_ratio
     _lowerCAmelCase						      =   max_ad_position_embeddings









'''simple docstring'''


from ..utils import DummyObject, requires_backends

class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Dict								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[int]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[int]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)







def 						__a(*SCREAMING_SNAKE_CASE_	:       Optional[Any]		,							**SCREAMING_SNAKE_CASE_	:       int     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       str		,							**SCREAMING_SNAKE_CASE_	:       str     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       str		,							**SCREAMING_SNAKE_CASE_	:       List[Any]     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       Optional[Any]		,							**SCREAMING_SNAKE_CASE_	:       List[str]     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       List[Any]		,							**SCREAMING_SNAKE_CASE_	:       List[str]     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       Tuple		,							**SCREAMING_SNAKE_CASE_	:       str     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )


def 						__a(*SCREAMING_SNAKE_CASE_	:       int		,							**SCREAMING_SNAKE_CASE_	:       Dict     ):



    '''simple docstring'''





    requires_backends(SCREAMING_SNAKE_CASE_		,							["torch"]     )

class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Dict								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Any								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[int]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Any								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[int]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Optional[int]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				str								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Tuple								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Any								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Tuple								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				str								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Dict								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Any								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				int:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Dict								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				str								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				int								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[str]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				List[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				List[str]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Tuple								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Any:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				str								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Optional[int]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Tuple:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)







class  lowerCAmelCase_		(		metaclass=__magic_name__		):
 __lowerCamelCase    :				Union[str, Any]								=       ["torch"]




 def __init__(						self      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Union[str, Any]:
     requires_backends(self      ,  ["torch"]		)




 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				str:
     requires_backends(cls      ,  ["torch"]		)





 @classmethod
 def 				_snake_case (						cls      ,  *_lowerCAmelCase      ,  **_lowerCAmelCase		)     ->				Dict:
     requires_backends(cls      ,  ["torch"]		)


