from ..utils import DummyObject, requires_backends







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Tuple	,     *_lowercase      :    List[str]	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[Any]	,     *_lowercase      :    int	,     **_lowercase      :    Any				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Tuple	,     *_lowercase      :    Any	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Tuple	,     *_lowercase      :    int	,     **_lowercase      :    List[Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Union[str, Any]	,     *_lowercase      :    int	,     **_lowercase      :    List[str]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[str]	,     *_lowercase      :    int	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Tuple	,     *_lowercase      :    Union[str, Any]	,     **_lowercase      :    str				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Optional[int]	,     *_lowercase      :    List[str]	,     **_lowercase      :    str				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Optional[int]	,     *_lowercase      :    Optional[Any]	,     **_lowercase      :    List[str]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Tuple	,     *_lowercase      :    List[Any]	,     **_lowercase      :    str				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    int	,     *_lowercase      :    Tuple	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Union[str, Any]	,     *_lowercase      :    int	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Dict	,     *_lowercase      :    Union[str, Any]	,     **_lowercase      :    str				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[Any]	,     *_lowercase      :    Optional[int]	,     **_lowercase      :    Optional[Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[str]	,     *_lowercase      :    List[Any]	,     **_lowercase      :    Optional[Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Dict	,     *_lowercase      :    Optional[Any]	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Optional[int]	,     *_lowercase      :    Union[str, Any]	,     **_lowercase      :    List[str]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Any	,     *_lowercase      :    Any	,     **_lowercase      :    Dict				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Any	,     *_lowercase      :    Dict	,     **_lowercase      :    Any				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[Any]	,     *_lowercase      :    Any	,     **_lowercase      :    Optional[Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Dict	,     *_lowercase      :    List[str]	,     **_lowercase      :    List[Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    List[str]	,     *_lowercase      :    Dict	,     **_lowercase      :    Optional[Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Any	,     *_lowercase      :    Tuple	,     **_lowercase      :    str				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Tuple	,     *_lowercase      :    Tuple	,     **_lowercase      :    Dict				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Dict	,     *_lowercase      :    int	,     **_lowercase      :    Optional[int]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Optional[int]	,     *_lowercase      :    Tuple	,     **_lowercase      :    Tuple				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    str	,     *_lowercase      :    Union[str, Any]	,     **_lowercase      :    List[Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Tuple	,     *_lowercase      :    str	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[Any]	,     *_lowercase      :    Tuple	,     **_lowercase      :    List[str]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    int	,     *_lowercase      :    Dict	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Union[str, Any]	,     *_lowercase      :    List[Any]	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Dict	,     *_lowercase      :    Dict	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[str]	,     *_lowercase      :    Optional[int]	,     **_lowercase      :    Optional[int]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    Any	,     *_lowercase      :    Tuple	,     **_lowercase      :    Optional[Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[str]	,     *_lowercase      :    Any	,     **_lowercase      :    Any				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[Any]	,     *_lowercase      :    Dict	,     **_lowercase      :    int				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)







class __snake_case    (						metaclass=lowerCamelCase_		):
   lowerCAmelCase_														=							["flax"]




   def __init__(   self      :    List[Any]	,     *_lowercase      :    List[str]	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(self	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    List[str]	,     *_lowercase      :    List[Any]	,     **_lowercase      :    Union[str, Any]				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




   @classmethod
   def      __a						(   cls      :    Optional[int]	,     *_lowercase      :    Tuple	,     **_lowercase      :    Dict				):



     """simple docstring"""






     requires_backends(cls	,     ["""flax"""]				)




import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device


if is_torch_available():
   from transformers import AutoModelForSeqaSeqLM, AutoTokenizer







@require_torch
@require_sentencepiece
@require_tokenizers
class __snake_case    (						unittest.TestCase		):




   @slow
   def      __a						(   self      :    List[str]				):



     """simple docstring"""






     SCREAMING_SNAKE_CASE__      							=				AutoModelForSeqaSeqLM.from_pretrained("""google/mt5-small"""	,     return_dict=_lowercase				).to(_lowercase				)
     SCREAMING_SNAKE_CASE__      							=				AutoTokenizer.from_pretrained("""google/mt5-small"""				)

     SCREAMING_SNAKE_CASE__      							=				tokenizer("""Hello there"""	,     return_tensors="""pt"""				).input_ids
     SCREAMING_SNAKE_CASE__      							=				tokenizer("""Hi I am"""	,     return_tensors="""pt"""				).input_ids

     SCREAMING_SNAKE_CASE__      							=				model(input_ids.to(_lowercase				)	,     labels=labels.to(_lowercase				)				).loss
     SCREAMING_SNAKE_CASE__      							=				-(labels.shape[-1] * loss.item())

     SCREAMING_SNAKE_CASE__      							=				-84.91_27
     self.assertTrue(abs(mtf_score - EXPECTED_SCORE				) < 1E-4				)
