
'''simple docstring'''






import copy
import re

class  UpperCAmelCase__						:
    lowerCAmelCase_				    =		'hp'
    lowerCAmelCase_				    =		{}
    lowerCAmelCase_				    =		None



    @classmethod
    def   lowerCamelCase_  (	cls      :       Any,__A      :       Tuple,__A      :       Dict     ):
          _lowerCamelCase				:   Optional[Any]								=   prefix
          _lowerCamelCase				:   int								=   defaults
          cls.build_naming_info()



    @staticmethod
    def   lowerCamelCase_  (	__A      :       List[str],__A      :       Tuple     ):
          if len(__A     ) == 0:
                return ""
          _lowerCamelCase				:   Any								=   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(__A     ) + 1     ):
                _lowerCamelCase				:   List[str]								=   word[:prefix_len]
                if prefix in info["reverse_short_word"]:
                      continue
                else:
                      _lowerCamelCase				:   Optional[int]								=   prefix
                      break

          if short_word is None:
                # Paranoid fallback
                def int_to_alphabetic(__A      :       Tuple     ):
                      _lowerCamelCase				:   Dict								=   ""
                      while integer != 0:
                            _lowerCamelCase				:   Optional[int]								=   chr(ord("A"     ) + integer % 1_0     ) + s
                            integer //= 1_0
                      return s

                _lowerCamelCase				:   Any								=   0
                while True:
                      _lowerCamelCase				:   Optional[int]								=   word + "#" + int_to_alphabetic(__A     )
                      if sword in info["reverse_short_word"]:
                            continue
                      else:
                            _lowerCamelCase				:   Dict								=   sword
                            break

          _lowerCamelCase				:   Dict								=   short_word
          _lowerCamelCase				:   List[Any]								=   word
          return short_word



    @staticmethod
    def   lowerCamelCase_  (	__A      :       str,__A      :       List[str]     ):
          _lowerCamelCase				:   Tuple								=   param_name.split("_"     )

          _lowerCamelCase				:   List[Any]								=   [TrialShortNamer.shortname_for_word(__A,__A     ) 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
          _lowerCamelCase				:   List[str]								=   ["", "_"]

          for separator in separators:
                _lowerCamelCase				:   int								=   separator.join(__A     )
                if shortname not in info["reverse_short_param"]:
                      _lowerCamelCase				:   List[Any]								=   shortname
                      _lowerCamelCase				:   Any								=   param_name
                      return shortname

          return param_name



    @staticmethod
    def   lowerCamelCase_  (	__A      :       Tuple,__A      :       Dict     ):
          _lowerCamelCase				:   Optional[int]								=   TrialShortNamer.shortname_for_key(__A,__A     )
          _lowerCamelCase				:   Dict								=   short_name
          _lowerCamelCase				:   List[Any]								=   param_name



    @classmethod
    def   lowerCamelCase_  (	cls      :       Union[str, Any]     ):
          if cls.NAMING_INFO is not None:
                return

          _lowerCamelCase				:   Dict								=   {
              "short_word": {},
              "reverse_short_word": {},
              "short_param": {},
              "reverse_short_param": {},
          }

          _lowerCamelCase				:   List[Any]								=   list(cls.DEFAULTS.keys()     )

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

          _lowerCamelCase				:   Dict								=   info



    @classmethod
    def   lowerCamelCase_  (	cls      :       List[str],__A      :       Any     ):
          cls.build_naming_info()
          assert cls.PREFIX is not None
          _lowerCamelCase				:   str								=   [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

                _lowerCamelCase				:   Tuple								=   cls.NAMING_INFO["short_param"][k]

                if isinstance(__A,__A     ):
                      _lowerCamelCase				:   List[Any]								=   1 if v else 0

                _lowerCamelCase				:   Any								=   "" if isinstance(__A,(int, float)     ) else "-"
                _lowerCamelCase				:   int								=   f'{key}{sep}{v}'
                name.append(__A     )

          return "_".join(__A     )



    @classmethod
    def   lowerCamelCase_  (	cls      :       Tuple,__A      :       Optional[Any]     ):
          _lowerCamelCase				:   int								=   repr[len(cls.PREFIX     ) + 1 :]
          if repr == "":
                _lowerCamelCase				:   int								=   []
          else:
                _lowerCamelCase				:   List[str]								=   repr.split("_"     )

          _lowerCamelCase				:   Union[str, Any]								=   {}

          for value in values:
                if "-" in value:
                      _lowerCamelCase				:   Optional[Any]								=   value.split("-"     )
                else:
                      _lowerCamelCase				:   Optional[int]								=   re.sub("[0-9.]","",__A     )
                      _lowerCamelCase				:   Optional[Any]								=   float(re.sub("[^0-9.]","",__A     )     )

                _lowerCamelCase				:   Tuple								=   cls.NAMING_INFO["reverse_short_param"][p_k]

                _lowerCamelCase				:   Any								=   p_v

          for k in cls.DEFAULTS:
                if k not in parameters:
                      _lowerCamelCase				:   Any								=   cls.DEFAULTS[k]

          return parameters

'''simple docstring'''






import warnings

from ..trainer import Trainer
from ..utils import logging


UpperCAmelCase_       :   Union[str, Any]   =       logging.get_logger(__name__)

class  UpperCAmelCase__						(       A ):



    def __init__(	self      :       int,__A      :       Any=None,**__A      :       Optional[Any]     ):
          warnings.warn(
              "`SageMakerTrainer` is deprecated and will be removed in v5 of Transformers. You can use `Trainer` "
              "instead.",__A,)
          super().__init__(args=__A,**__A     )