import math
import random
from typing import Any

from .hill_climbing import SearchProblem





def 				lowerCAmelCase__      (     _UpperCamelCase    :			Union[str, Any]	,     _UpperCamelCase    :			str = True	,     _UpperCamelCase    :			List[Any] = math.inf	,     _UpperCamelCase    :			int = -math.inf	,     _UpperCamelCase    :			Any = math.inf	,     _UpperCamelCase    :			str = -math.inf	,     _UpperCamelCase    :			Optional[Any] = False	,     _UpperCamelCase    :			str = 1_0_0	,     _UpperCamelCase    :			Optional[Any] = 0.01	,     _UpperCamelCase    :			Optional[Any] = 1	,     )   ->			Any:





						"""simple docstring"""






						snake_case        =     False
						snake_case        =     search_prob
						snake_case        =     start_temperate
						snake_case        =     []
						snake_case        =     0
						snake_case        =     None

						while not search_end:
												snake_case        =     current_state.score()
												if best_state is None or current_score > best_state.score():
																		snake_case        =     current_state
												scores.append(_UpperCamelCase   )
												iterations += 1
												snake_case        =     None
												snake_case        =     current_state.get_neighbors()
												while (
												    next_state is None and neighbors
												):  # till we do not find a neighbor that we can move to
																		snake_case        =     random.randint(0	,     len(_UpperCamelCase   ) - 1   )  # picking a random neighbor
																		snake_case        =     neighbors.pop(_UpperCamelCase   )
																		snake_case        =     picked_neighbor.score() - current_score

																		if (
																		    picked_neighbor.x > max_x
																		    or picked_neighbor.x < min_x
																		    or picked_neighbor.y > max_y
																		    or picked_neighbor.y < min_y
																		):
																								continue  # neighbor outside our bounds

																		if not find_max:
																								snake_case        =     change * -1  # in case we are finding minimum
																		if change > 0:  # improves the solution
																								snake_case        =     picked_neighbor
																		else:
																								snake_case        =     (math.e) ** (
																								    change / current_temp
																								)  # probability generation function
																								if random.random() < probability:  # random number within probability
																														snake_case        =     picked_neighbor
												snake_case        =     current_temp - (current_temp * rate_of_decrease)

												if current_temp < threshold_temp or next_state is None:
																		# temperature below threshold, or could not find a suitable neighbor
																		snake_case        =     True
												else:
																		snake_case        =     next_state

						if visualization:
												from matplotlib import pyplot as plt

												plt.plot(range(_UpperCamelCase   )	,     _UpperCamelCase   )
												plt.xlabel('Iterations'   )
												plt.ylabel('Function values'   )
												plt.show()
						return best_state


if __name__ == "__main__":





					def 				lowerCAmelCase__      (     _UpperCamelCase    :			Any	,     _UpperCamelCase    :			Optional[int]   )   ->			int:





											"""simple docstring"""






											return (x**2) + (y**2)

					# starting the problem with initial coordinates (12, 47)
					SCREAMING_SNAKE_CASE__   =					SearchProblem(x=12, y=47, step_size=1, function_to_optimize=test_fa)
					SCREAMING_SNAKE_CASE__   =					simulated_annealing(
					    prob, find_max=False, max_x=100, min_x=5, max_y=50, min_y=-5, visualization=True
					)
					print(
					    "The minimum score for f(x, y) = x^2 + y^2 with the domain 100 > x > 5 "
					    f"""and 50 > y > - 5 found via hill climbing: {local_min.score()}"""
					)

					# starting the problem with initial coordinates (12, 47)
					SCREAMING_SNAKE_CASE__   =					SearchProblem(x=12, y=47, step_size=1, function_to_optimize=test_fa)
					SCREAMING_SNAKE_CASE__   =					simulated_annealing(
					    prob, find_max=True, max_x=100, min_x=5, max_y=50, min_y=-5, visualization=True
					)
					print(
					    "The maximum score for f(x, y) = x^2 + y^2 with the domain 100 > x > 5 "
					    f"""and 50 > y > - 5 found via hill climbing: {local_min.score()}"""
					)





					def 				lowerCAmelCase__      (     _UpperCamelCase    :			Dict	,     _UpperCamelCase    :			int   )   ->			Optional[Any]:





											"""simple docstring"""






											return (3 * x**2) - (6 * y)

					SCREAMING_SNAKE_CASE__   =					SearchProblem(x=3, y=4, step_size=1, function_to_optimize=test_fa)
					SCREAMING_SNAKE_CASE__   =					simulated_annealing(prob, find_max=False, visualization=True)
					print(
					    "The minimum score for f(x, y) = 3*x^2 - 6*y found via hill climbing: "
					    f"""{local_min.score()}"""
					)

					SCREAMING_SNAKE_CASE__   =					SearchProblem(x=3, y=4, step_size=1, function_to_optimize=test_fa)
					SCREAMING_SNAKE_CASE__   =					simulated_annealing(prob, find_max=True, visualization=True)



					print(
					    "The maximum score for f(x, y) = 3*x^2 - 6*y found via hill climbing: "
					    f"""{local_min.score()}"""
					)



"""simple docstring"""
import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation





def 				lowerCAmelCase__      (     _UpperCamelCase    :			int = 8   )   ->			str:





						"""simple docstring"""






						snake_case        =     ascii_letters + digits + punctuation
						return "".join(secrets.choice(_UpperCamelCase   ) for _ in range(_UpperCamelCase   )   )





def 				lowerCAmelCase__      (     _UpperCamelCase    :			str	,     _UpperCamelCase    :			int   )   ->			str:





						"""simple docstring"""






						i -= len(_UpperCamelCase   )
						snake_case        =     i // 3
						snake_case        =     i % 3
						# chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
						#     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
						snake_case        =     (
						    chars_incl
						    + random(_UpperCamelCase	,     quotient + remainder   )
						    + random(_UpperCamelCase	,     _UpperCamelCase   )
						    + random(_UpperCamelCase	,     _UpperCamelCase   )
						)
						snake_case        =     list(_UpperCamelCase   )
						shuffle(_UpperCamelCase   )
						return "".join(_UpperCamelCase   )

						# random is a generalised function for letters, characters and numbers





def 				lowerCAmelCase__      (     _UpperCamelCase    :			str	,     _UpperCamelCase    :			int   )   ->			str:





						"""simple docstring"""






						return "".join(secrets.choice(_UpperCamelCase   ) for _ in range(_UpperCamelCase   )   )





def 				lowerCAmelCase__      (     _UpperCamelCase    :			Optional[Any]	,     _UpperCamelCase    :			Optional[Any]   )   ->			List[Any]:





						"""simple docstring"""






						pass  # Put your code here...





def 				lowerCAmelCase__      (     _UpperCamelCase    :			Union[str, Any]	,     _UpperCamelCase    :			Optional[Any]   )   ->			Any:





						"""simple docstring"""






						pass  # Put your code here...





def 				lowerCAmelCase__      (     _UpperCamelCase    :			Dict	,     _UpperCamelCase    :			Optional[Any]   )   ->			Union[str, Any]:





						"""simple docstring"""






						pass  # Put your code here...





def 				lowerCAmelCase__      (     _UpperCamelCase    :			str	,     _UpperCamelCase    :			int = 8   )   ->			bool:





						"""simple docstring"""






						if len(_UpperCamelCase   ) < min_length:
												# Your Password must be at least 8 characters long
												return False

						snake_case        =     any(char in ascii_uppercase for char in password   )
						snake_case        =     any(char in ascii_lowercase for char in password   )
						snake_case        =     any(char in digits for char in password   )
						snake_case        =     any(char in punctuation for char in password   )

						return upper and lower and num and spec_char
						# Passwords should contain UPPERCASE, lowerase
						# numbers, and special characters





def 				lowerCAmelCase__      (     )   ->			Any:





						"""simple docstring"""






						snake_case        =     int(input('Please indicate the max length of your password: '   ).strip()   )
						snake_case        =     input(
						    'Please indicate the characters that must be in your password: '   ).strip()
						print('Password generated:'	,     password_generator(_UpperCamelCase   )   )
						print(
						    'Alternative Password generated:'	,     alternative_password_generator(_UpperCamelCase	,     _UpperCamelCase   )	,     )
						print('[If you are thinking of using this passsword, You better save it.]'   )


if __name__ == "__main__":
					main()


