


import copy
import re







class 	snake_case_       :
					UpperCAmelCase__ :   Union[str, Any]   				=      'hp'
					UpperCAmelCase__ :   Any   				=      {}
					UpperCAmelCase__ :   List[str]   				=      None
					@classmethod
					def 			lowerCamelCase__(				cls       :Dict      ,__snake_case       :Dict      ,__snake_case       :Tuple				) ->   Optional[int]:
												a__					=					prefix
												a__					=					defaults
												cls.build_naming_info()
					@staticmethod
					def 			lowerCamelCase__(				__snake_case       :List[Any]      ,__snake_case       :Union[str, Any]				) ->   int:
												if len(__lowercase				) == 0:
																			return ""
												a__					=					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(__lowercase				) + 1				):
																			a__					=					word[:prefix_len]
																			if prefix in info["reverse_short_word"]:
																										continue
																			else:
																										a__					=					prefix
																										break

												if short_word is None:
																			# Paranoid fallback
																			def int_to_alphabetic(__snake_case       :int				):
																										a__					=					''
																										while integer != 0:
																																	a__					=					chr(ord('A'				) + integer % 10				) + s
																																	integer //= 10
																										return s

																			a__					=					0
																			while True:
																										a__					=					word + '#' + int_to_alphabetic(__lowercase				)
																										if sword in info["reverse_short_word"]:
																																	continue
																										else:
																																	a__					=					sword
																																	break

												a__					=					short_word
												a__					=					word
												return short_word
					@staticmethod
					def 			lowerCamelCase__(				__snake_case       :List[str]      ,__snake_case       :str				) ->   str:
												a__					=					param_name.split('_'				)

												a__					=					[TrialShortNamer.shortname_for_word(__lowercase      ,__lowercase				) 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__					=					['', '_']

												for separator in separators:
																			a__					=					separator.join(__lowercase				)
																			if shortname not in info["reverse_short_param"]:
																										a__					=					shortname
																										a__					=					param_name
																										return shortname

												return param_name
					@staticmethod
					def 			lowerCamelCase__(				__snake_case       :List[str]      ,__snake_case       :List[Any]				) ->   Union[str, Any]:
												a__					=					TrialShortNamer.shortname_for_key(__lowercase      ,__lowercase				)
												a__					=					short_name
												a__					=					param_name
					@classmethod
					def 			lowerCamelCase__(				cls       :Tuple				) ->   Tuple:
												if cls.NAMING_INFO is not None:
																			return

												a__					=					{
												    'short_word': {},
												    'reverse_short_word': {},
												    'short_param': {},
												    'reverse_short_param': {},
												}

												a__					=					list(cls.DEFAULTS.keys()				)

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

												a__					=					info
					@classmethod
					def 			lowerCamelCase__(				cls       :Optional[int]      ,__snake_case       :Optional[Any]				) ->   str:
												cls.build_naming_info()
												assert cls.PREFIX is not None
												a__					=					[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__					=					cls.NAMING_INFO['short_param'][k]

																			if isinstance(__lowercase      ,__lowercase				):
																										a__					=					1 if v else 0

																			a__					=					'' if isinstance(__lowercase      ,(int, float)				) else '-'
																			a__					=					F'{key}{sep}{v}'
																			name.append(__lowercase				)

												return "_".join(__lowercase				)



					@classmethod
					def 			lowerCamelCase__(				cls       :int      ,__snake_case       :Any				) ->   List[Any]:
												a__					=					repr[len(cls.PREFIX				) + 1 :]
												if repr == "":
																			a__					=					[]
												else:
																			a__					=					repr.split('_'				)

												a__					=					{}

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

																			a__					=					cls.NAMING_INFO['reverse_short_param'][p_k]

																			a__					=					p_v

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

												return parameters








from .configuration_bert_masked import MaskedBertConfig
from .modeling_bert_masked import (
    MaskedBertForMultipleChoice,
    MaskedBertForQuestionAnswering,
    MaskedBertForSequenceClassification,
    MaskedBertForTokenClassification,
    MaskedBertModel,
)
from .modules import *




