


import copy
import re






class   _lowerCamelCase :




       """simple docstring"""
       snake_case      =    "hp"
       snake_case      =    {}
       snake_case      =    None



       @classmethod
       def        _snake_case       (      cls				,       _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)->str:




         '''simple docstring'''





         A_      :				Optional[int]		     =					prefix
         A_      :				Any		     =					defaults
         cls.build_naming_info()



       @staticmethod
       def        _snake_case       (      _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)->List[Any]:




         '''simple docstring'''





         if len(_SCREAMING_SNAKE_CASE		) == 0:
           return ""
         A_      :				Optional[int]		     =					None
         if any(char.isdigit() for char in word		):
           raise Exception(F'''Parameters should not contain numbers: \'{word}\' contains a number'''		)
         if word in info["short_word"]:
           return info["short_word"][word]
         for prefix_len in range(1				,       len(_SCREAMING_SNAKE_CASE		) + 1		):
           A_      :				str		     =					word[:prefix_len]
           if prefix in info["reverse_short_word"]:
             continue
           else:
             A_      :				Optional[int]		     =					prefix
             break

         if short_word is None:
           # Paranoid fallback
           def int_to_alphabetic(_SCREAMING_SNAKE_CASE		):
             A_      :				Optional[Any]		     =					''''''
             while integer != 0:
               A_      :				Tuple		     =					chr(ord('''A'''		) + integer % 10		) + s
               integer //= 10
             return s

           A_      :				Optional[Any]		     =					0
           while True:
             A_      :				Optional[Any]		     =					word + '''#''' + int_to_alphabetic(_SCREAMING_SNAKE_CASE		)
             if sword in info["reverse_short_word"]:
               continue
             else:
               A_      :				Union[str, Any]		     =					sword
               break

         A_      :				Optional[int]		     =					short_word
         A_      :				Dict		     =					word
         return short_word



       @staticmethod
       def        _snake_case       (      _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)->Optional[int]:




         '''simple docstring'''





         A_      :				Any		     =					param_name.split('''_'''		)

         A_      :				Optional[int]		     =					[TrialShortNamer.shortname_for_word(_SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		) for word in words]

         # We try to create a separatorless short name, but if there is a collision we have to fallback
         # to a separated short name
         A_      :				List[str]		     =					['''''', '''_''']

         for separator in separators:
           A_      :				str		     =					separator.join(_SCREAMING_SNAKE_CASE		)
           if shortname not in info["reverse_short_param"]:
             A_      :				Optional[int]		     =					shortname
             A_      :				Optional[int]		     =					param_name
             return shortname

         return param_name



       @staticmethod
       def        _snake_case       (      _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)->Optional[int]:




         '''simple docstring'''





         A_      :				Optional[int]		     =					TrialShortNamer.shortname_for_key(_SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)
         A_      :				Union[str, Any]		     =					short_name
         A_      :				List[Any]		     =					param_name



       @classmethod
       def        _snake_case       (      cls		)->int:




         '''simple docstring'''





         if cls.NAMING_INFO is not None:
           return

         A_      :				List[Any]		     =					{
             '''short_word''': {},
             '''reverse_short_word''': {},
             '''short_param''': {},
             '''reverse_short_param''': {},
         }

         A_      :				Optional[Any]		     =					list(cls.DEFAULTS.keys()		)

         for k in field_keys:
           cls.add_new_param_name(_SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		)

         A_      :				str		     =					info



       @classmethod
       def        _snake_case       (      cls				,       _SCREAMING_SNAKE_CASE		)->int:




         '''simple docstring'''





         cls.build_naming_info()
         assert cls.PREFIX is not None
         A_      :				List[Any]		     =					[copy.copy(cls.PREFIX		)]

         for k, v in params.items():
           if k not in cls.DEFAULTS:
             raise Exception(F'''You should provide a default value for the param name {k} with value {v}'''		)
           if v == cls.DEFAULTS[k]:
             # The default value is not added to the name
             continue

           A_      :				Dict		     =					cls.NAMING_INFO['''short_param'''][k]

           if isinstance(_SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE		):
             A_      :				Dict		     =					1 if v else 0

           A_      :				List[Any]		     =					'''''' if isinstance(_SCREAMING_SNAKE_CASE				,       (int, float)		) else '''-'''
           A_      :				Dict		     =					F'''{key}{sep}{v}'''
           name.append(_SCREAMING_SNAKE_CASE		)

         return "_".join(_SCREAMING_SNAKE_CASE		)







       @classmethod
       def        _snake_case       (      cls				,       _SCREAMING_SNAKE_CASE		)->Union[str, Any]:




         '''simple docstring'''





         A_      :				Any		     =					repr[len(cls.PREFIX		) + 1 :]
         if repr == "":
           A_      :				Optional[Any]		     =					[]
         else:
           A_      :				Tuple		     =					repr.split('''_'''		)

         A_      :				Any		     =					{}

         for value in values:
           if "-" in value:
             A_     ,       A_      :				Any		     =					value.split('''-'''		)
           else:
             A_      :				int		     =					re.sub('''[0-9.]'''				,       ''''''				,       _SCREAMING_SNAKE_CASE		)
             A_      :				List[str]		     =					float(re.sub('''[^0-9.]'''				,       ''''''				,       _SCREAMING_SNAKE_CASE		)		)

           A_      :				List[str]		     =					cls.NAMING_INFO['''reverse_short_param'''][p_k]

           A_      :				Any		     =					p_v

         for k in cls.DEFAULTS:
           if k not in parameters:
             A_      :				Optional[int]		     =					cls.DEFAULTS[k]

         return parameters








from typing import Dict

from .base import GenericTensor, Pipeline






class   _lowerCamelCase (					UpperCamelCase			):




       """simple docstring"""



       def        _snake_case       (      self				,       _SCREAMING_SNAKE_CASE=None				,       _SCREAMING_SNAKE_CASE=None				,       _SCREAMING_SNAKE_CASE=None				,       **_SCREAMING_SNAKE_CASE		)->List[Any]:




         '''simple docstring'''





         if tokenize_kwargs is None:
           A_      :				Optional[int]		     =					{}

         if truncation is not None:
           if "truncation" in tokenize_kwargs:
             raise ValueError(
                 '''truncation parameter defined twice (given as keyword argument as well as in tokenize_kwargs)'''		)
           A_      :				List[str]		     =					truncation

         A_      :				str		     =					tokenize_kwargs

         A_      :				Optional[Any]		     =					{}
         if return_tensors is not None:
           A_      :				Union[str, Any]		     =					return_tensors

         return preprocess_params, {}, postprocess_params



       def        _snake_case       (      self				,       _SCREAMING_SNAKE_CASE				,       **_SCREAMING_SNAKE_CASE		)->Dict[str, GenericTensor]:




         '''simple docstring'''





         A_      :				str		     =					self.framework
         A_      :				Any		     =					self.tokenizer(_SCREAMING_SNAKE_CASE				,       return_tensors=_SCREAMING_SNAKE_CASE				,       **_SCREAMING_SNAKE_CASE		)
         return model_inputs



       def        _snake_case       (      self				,       _SCREAMING_SNAKE_CASE		)->Optional[Any]:




         '''simple docstring'''





         A_      :				Optional[int]		     =					self.model(**_SCREAMING_SNAKE_CASE		)
         return model_outputs



       def        _snake_case       (      self				,       _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE=False		)->List[Any]:




         '''simple docstring'''





         if return_tensors:
           return model_outputs[0]
         if self.framework == "pt":
           return model_outputs[0].tolist()
         elif self.framework == "tf":
           return model_outputs[0].numpy().tolist()







       def __call__(      self				,       *_SCREAMING_SNAKE_CASE				,       **_SCREAMING_SNAKE_CASE		)->Union[str, Any]:




         '''simple docstring'''





         return super().__call__(*_SCREAMING_SNAKE_CASE				,       **_SCREAMING_SNAKE_CASE		)




