





'''simple docstring'''






from __future__ import annotations

from typing import TypedDict






class 		lowerCamelCase  (      _A       ):
	snake_case_      =   42
	snake_case_      =   42






def      __A						(							a_						:  str	):
		if not isinstance(a_      ,a_	):
				raise TypeError("The parameter s type must be str."	)

		return [s[i:] + s[:i] for i in range(len(a_	)	)]






def      __A						(							a_						:  str	):
		if not isinstance(a_      ,a_	):
				raise TypeError("The parameter s type must be str."	)
		if not s:
				raise ValueError("The parameter s must not be empty."	)

		lowerCAmelCase     :    Optional[Any]						=   all_rotations(a_	)
		rotations.sort()  # sort the list of rotations in alphabetically order
		# make a string composed of the last char of each rotation
		lowerCAmelCase     :    BWTTransformDict						=   {
		    "bwt_string": "".join([word[-1] for word in rotations]	),
		    "idx_original_string": rotations.index(a_	),
		}
		return response






def      __A						(							a_						:  str      ,a_						:  int	):
		if not isinstance(a_      ,a_	):
				raise TypeError("The parameter bwt_string type must be str."	)
		if not bwt_string:
				raise ValueError("The parameter bwt_string must not be empty."	)
		try:
				lowerCAmelCase     :    Optional[Any]						=   int(a_	)
		except ValueError:
				raise TypeError(
				    "The parameter idx_original_string type must be int or passive"
				    " of cast to int."	)
		if idx_original_string < 0:
				raise ValueError("The parameter idx_original_string must not be lower than 0."	)
		if idx_original_string >= len(a_	):
				raise ValueError(
				    "The parameter idx_original_string must be lower than" " len(bwt_string)."	)

		lowerCAmelCase     :    Tuple						=   [""] * len(a_	)
		for _ in range(len(a_	)	):
				for i in range(len(a_	)	):
						lowerCAmelCase     :    Optional[int]						=   bwt_string[i] + ordered_rotations[i]
				ordered_rotations.sort()
		return ordered_rotations[idx_original_string]


if __name__ == "__main__":
					lowerCAmelCase       		=      """Provide a string that I will generate its BWT transform: """
					lowerCAmelCase       		=      input(entry_msg).strip()
					lowerCAmelCase       		=      bwt_transform(s)
					print(
					    F'''Burrows Wheeler transform for string \'{s}\' results '''
					    F'''in \'{result['bwt_string']}\''''
					)
					lowerCAmelCase       		=      reverse_bwt(result["""bwt_string"""], result["""idx_original_string"""])
					print(
					    F'''Reversing Burrows Wheeler transform for entry \'{result['bwt_string']}\' '''
					    F'''we get original string \'{original_string}\''''
					)










'''simple docstring'''






import numpy as np






def      __A						(							a_						:  np.array	):
		return 1 / (1 + np.exp(-vector	))


if __name__ == "__main__":
					import doctest

					doctest.testmod()



