






'''simple docstring'''



import copy
import re
class UpperCAmelCase_       :




      """simple docstring"""




      UpperCamelCase_             =      '''hp'''
      UpperCamelCase_             =      {}
      UpperCamelCase_             =      None






      @classmethod
      def 					A__   (			cls      :		int  ,   UpperCAmelCase      :		str  ,   UpperCAmelCase      :		Dict		)	->	List[Any]:


       '''simple docstring'''

       lowercase       : Union[str, Any]						=prefix
       lowercase       : List[Any]						=defaults
       cls.build_naming_info()






      @staticmethod
      def 					A__   (			UpperCAmelCase      :		List[str]  ,   UpperCAmelCase      :		Union[str, Any]		)	->	int:


       '''simple docstring'''

       if len(UpperCAmelCase		) == 0:
        return ""
       lowercase       : str						=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(UpperCAmelCase		) + 1		):
        lowercase       : int						=word[:prefix_len]
        if prefix in info["reverse_short_word"]:
         continue
        else:
         lowercase       : List[str]						=prefix
         break

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

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

       lowercase       : List[str]						=short_word
       lowercase       : Any						=word
       return short_word






      @staticmethod
      def 					A__   (			UpperCAmelCase      :		List[Any]  ,   UpperCAmelCase      :		Any		)	->	Dict:


       '''simple docstring'''

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

       lowercase       : Optional[Any]						=[TrialShortNamer.shortname_for_word(UpperCAmelCase  ,   UpperCAmelCase		) 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
       lowercase       : List[str]						=['''''', '''_''']

       for separator in separators:
        lowercase       : List[Any]						=separator.join(UpperCAmelCase		)
        if shortname not in info["reverse_short_param"]:
         lowercase       : str						=shortname
         lowercase       : Union[str, Any]						=param_name
         return shortname

       return param_name






      @staticmethod
      def 					A__   (			UpperCAmelCase      :		List[str]  ,   UpperCAmelCase      :		Any		)	->	Union[str, Any]:


       '''simple docstring'''

       lowercase       : int						=TrialShortNamer.shortname_for_key(UpperCAmelCase  ,   UpperCAmelCase		)
       lowercase       : Union[str, Any]						=short_name
       lowercase       : int						=param_name






      @classmethod
      def 					A__   (			cls      :		List[Any]		)	->	List[str]:


       '''simple docstring'''

       if cls.NAMING_INFO is not None:
        return

       lowercase       : Dict						={
           '''short_word''': {},
           '''reverse_short_word''': {},
           '''short_param''': {},
           '''reverse_short_param''': {},
       }

       lowercase       : Dict						=list(cls.DEFAULTS.keys()		)

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

       lowercase       : Union[str, Any]						=info






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   UpperCAmelCase      :		Dict		)	->	List[str]:


       '''simple docstring'''

       cls.build_naming_info()
       assert cls.PREFIX is not None
       lowercase       : Optional[int]						=[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

        lowercase       : List[str]						=cls.NAMING_INFO['''short_param'''][k]

        if isinstance(UpperCAmelCase  ,   UpperCAmelCase		):
         lowercase       : Tuple						=1 if v else 0

        lowercase       : List[str]						='''''' if isinstance(UpperCAmelCase  ,   (int, float)		) else '''-'''
        lowercase       : int						=f'{key}{sep}{v}'
        name.append(UpperCAmelCase		)

       return "_".join(UpperCAmelCase		)






      @classmethod
      def 					A__   (			cls      :		List[Any]  ,   UpperCAmelCase      :		Union[str, Any]		)	->	List[str]:


       '''simple docstring'''

       lowercase       : int						=repr[len(cls.PREFIX		) + 1 :]
       if repr == "":
        lowercase       : List[str]						=[]
       else:
        lowercase       : Dict						=repr.split('''_'''		)

       lowercase       : Optional[int]						={}

       for value in values:
        if "-" in value:
         lowercase	,		lowercase       : Dict						=value.split('''-'''		)
        else:
         lowercase       : Dict						=re.sub('''[0-9.]'''  ,   ''''''  ,   UpperCAmelCase		)
         lowercase       : Dict						=float(re.sub('''[^0-9.]'''  ,   ''''''  ,   UpperCAmelCase		)		)

        lowercase       : Any						=cls.NAMING_INFO['''reverse_short_param'''][p_k]

        lowercase       : Optional[Any]						=p_v

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

       return parameters











'''simple docstring'''



from ..utils import DummyObject, requires_backends
class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Dict  ,   *UpperCAmelCase      :		List[Any]  ,   **UpperCAmelCase      :		Union[str, Any]		)	->	List[Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Any  ,   *UpperCAmelCase      :		Dict  ,   **UpperCAmelCase      :		List[str]		)	->	List[Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Dict  ,   *UpperCAmelCase      :		str  ,   **UpperCAmelCase      :		Any		)	->	Any:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Union[str, Any]  ,   *UpperCAmelCase      :		Optional[Any]  ,   **UpperCAmelCase      :		str		)	->	Optional[int]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Tuple  ,   *UpperCAmelCase      :		Any  ,   **UpperCAmelCase      :		List[Any]		)	->	int:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		List[Any]  ,   *UpperCAmelCase      :		Union[str, Any]  ,   **UpperCAmelCase      :		List[str]		)	->	List[Any]:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






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


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		str  ,   *UpperCAmelCase      :		Tuple  ,   **UpperCAmelCase      :		Union[str, Any]		)	->	Optional[int]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   *UpperCAmelCase      :		Dict  ,   **UpperCAmelCase      :		Optional[int]		)	->	List[str]:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Union[str, Any]  ,   *UpperCAmelCase      :		Optional[Any]  ,   **UpperCAmelCase      :		int		)	->	Optional[int]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Tuple  ,   *UpperCAmelCase      :		Any  ,   **UpperCAmelCase      :		Optional[int]		)	->	List[Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		int  ,   *UpperCAmelCase      :		int  ,   **UpperCAmelCase      :		Dict		)	->	Optional[Any]:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Optional[int]  ,   *UpperCAmelCase      :		Dict  ,   **UpperCAmelCase      :		Union[str, Any]		)	->	List[str]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		str  ,   *UpperCAmelCase      :		Optional[int]  ,   **UpperCAmelCase      :		List[str]		)	->	str:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Dict  ,   *UpperCAmelCase      :		Union[str, Any]  ,   **UpperCAmelCase      :		List[Any]		)	->	Dict:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






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


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[Any]  ,   *UpperCAmelCase      :		Optional[Any]  ,   **UpperCAmelCase      :		Optional[Any]		)	->	str:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   *UpperCAmelCase      :		Union[str, Any]  ,   **UpperCAmelCase      :		Dict		)	->	Dict:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		int  ,   *UpperCAmelCase      :		List[Any]  ,   **UpperCAmelCase      :		Tuple		)	->	Union[str, Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Any  ,   *UpperCAmelCase      :		int  ,   **UpperCAmelCase      :		Optional[Any]		)	->	str:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Union[str, Any]  ,   *UpperCAmelCase      :		List[str]  ,   **UpperCAmelCase      :		List[str]		)	->	Optional[Any]:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






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


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[Any]  ,   *UpperCAmelCase      :		Optional[Any]  ,   **UpperCAmelCase      :		Any		)	->	List[Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Dict  ,   *UpperCAmelCase      :		Any  ,   **UpperCAmelCase      :		Optional[Any]		)	->	List[Any]:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






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


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Tuple  ,   *UpperCAmelCase      :		List[str]  ,   **UpperCAmelCase      :		Optional[int]		)	->	List[str]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Union[str, Any]  ,   *UpperCAmelCase      :		Any  ,   **UpperCAmelCase      :		int		)	->	Tuple:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Optional[int]  ,   *UpperCAmelCase      :		Union[str, Any]  ,   **UpperCAmelCase      :		Dict		)	->	int:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		List[str]  ,   *UpperCAmelCase      :		Dict  ,   **UpperCAmelCase      :		Dict		)	->	List[Any]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		str  ,   *UpperCAmelCase      :		Optional[Any]  ,   **UpperCAmelCase      :		str		)	->	int:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






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


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   *UpperCAmelCase      :		Dict  ,   **UpperCAmelCase      :		Optional[Any]		)	->	Dict:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		str  ,   *UpperCAmelCase      :		str  ,   **UpperCAmelCase      :		Any		)	->	int:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Optional[int]  ,   *UpperCAmelCase      :		str  ,   **UpperCAmelCase      :		Any		)	->	Optional[int]:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   *UpperCAmelCase      :		Tuple  ,   **UpperCAmelCase      :		Any		)	->	Dict:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Optional[int]  ,   *UpperCAmelCase      :		Optional[int]  ,   **UpperCAmelCase      :		Optional[Any]		)	->	Dict:


       '''simple docstring'''

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





class UpperCAmelCase_       (     metaclass=__A					):




      """simple docstring"""




      UpperCamelCase_             =      ['''flax''']






      def __init__(			self      :		Optional[Any]  ,   *UpperCAmelCase      :		str  ,   **UpperCAmelCase      :		int		)	->	Tuple:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Dict  ,   *UpperCAmelCase      :		List[Any]  ,   **UpperCAmelCase      :		Optional[int]		)	->	str:


       '''simple docstring'''

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






      @classmethod
      def 					A__   (			cls      :		Union[str, Any]  ,   *UpperCAmelCase      :		List[Any]  ,   **UpperCAmelCase      :		Union[str, Any]		)	->	Union[str, Any]:


       '''simple docstring'''

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



