





'''simple docstring'''



import copy
import re






class 							__lowercase    :







	'''simple docstring'''

	a      :			Optional[Any]     =    '''hp'''
	a      :			Any     =    {}
	a      :			Union[str, Any]     =    None


	@classmethod
	def   _UpperCAmelCase       (cls       ,_lowerCamelCase       ,_lowerCamelCase	)							->							Optional[Any]:







				'''simple docstring'''





				__lowercase			  =							prefix
				__lowercase			  =							defaults
				cls.build_naming_info()


	@staticmethod
	def   _UpperCAmelCase       (_lowerCamelCase       ,_lowerCamelCase	)							->							List[str]:







				'''simple docstring'''





				if len(_a	) == 0:
							return ""
				__lowercase			  =							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	):
							__lowercase			  =							word[:prefix_len]
							if prefix in info["reverse_short_word"]:
										continue
							else:
										__lowercase			  =							prefix
										break

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

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

				__lowercase			  =							short_word
				__lowercase			  =							word
				return short_word


	@staticmethod
	def   _UpperCAmelCase       (_lowerCamelCase       ,_lowerCamelCase	)							->							int:







				'''simple docstring'''





				__lowercase			  =							param_name.split('''_'''	)

				__lowercase			  =							[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
				__lowercase			  =							['', '_']

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

				return param_name


	@staticmethod
	def   _UpperCAmelCase       (_lowerCamelCase       ,_lowerCamelCase	)							->							Tuple:







				'''simple docstring'''





				__lowercase			  =							TrialShortNamer.shortname_for_key(_a       ,_a	)
				__lowercase			  =							short_name
				__lowercase			  =							param_name


	@classmethod
	def   _UpperCAmelCase       (cls	)							->							Optional[Any]:







				'''simple docstring'''





				if cls.NAMING_INFO is not None:
							return

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

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

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

				__lowercase			  =							info


	@classmethod
	def   _UpperCAmelCase       (cls       ,_lowerCamelCase	)							->							Optional[Any]:







				'''simple docstring'''





				cls.build_naming_info()
				assert cls.PREFIX is not None
				__lowercase			  =							[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			  =							cls.NAMING_INFO['short_param'][k]

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

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

				return "_".join(_a	)


	@classmethod
	def   _UpperCAmelCase       (cls       ,_lowerCamelCase	)							->							Tuple:







				'''simple docstring'''





				__lowercase			  =							repr[len(cls.PREFIX	) + 1 :]
				if repr == "":
							__lowercase			  =							[]
				else:
							__lowercase			  =							repr.split('''_'''	)

				__lowercase			  =							{}

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

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

							__lowercase			  =							p_v

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

				return parameters












'''simple docstring'''



import numpy as np




def 				_lowerCAmelCase  (			lowerCamelCase_     :					np.array			):
			return 1 / (1 + np.exp(-vector			))




def 				_lowerCAmelCase  (			lowerCamelCase_     :					np.array			):
			return vector * sigmoid(1.7_02 * vector			)


if __name__ == "__main__":
	import doctest

	doctest.testmod()





