Saataa andagii !

lib/ultra_mastermind_obj.py

@@ -1,6 +1,7 @@
 # Librairie du projet en version orientée objet
 
 import random
+import Levenshtein
 
 def min_i(array: list[int]) -> int:
 	min_val = array[0]
@@ -24,7 +25,7 @@ class Population:
 	"""
 	Classe qui représente notre population d'individuts
 	"""
-	def __init__(self, pm, ng, n, ts, tm):
+	def __init__(self, pm, ng, n, ts, tm, alpha, fm):
 		self.individuals = [Individual() for _ in range(n)]
 		for individual in self.individuals: 
 			individual.randomize(len(pm))
@@ -34,17 +35,33 @@ class Population:
 		self.n = n
 		self.ts = ts
 		self.tm = tm
+		self.alpha = alpha
+		self.fitness_method = fm
 
 	def select(self) -> None:
+		"""
+		Methode qui sélectionne les meilleurs individus
+		"""
 		fitness_list = [] 
 		for individual in self.individuals:
-			fitness_list.append(individual.fitness(self.pm))
+			match self.fitness_method:
+				case 1:
+					fitness_list.append(individual.fitness1(self.pm))
+				case 2:
+					fitness_list.append(individual.fitness2(self.pm, self.alpha))
+				case 3:
+					fitness_list.append(individual.fitness3(self.pm))
+				case _:
+					fitness_list.append(individual.fitness1(self.pm))					
 		for i in range(int((1 - self.ts) * self.n)):
 			least = min_i(fitness_list)
 			fitness_list.pop(least)
 			self.individuals.pop(least)
 
 	def reproduct(self) -> None:
+		"""
+		Methode qui reproduit les individus entre eux jusqu'à obtenir une population de taille N
+		"""
 		new = []
 		while len(self.individuals) + len(new) != self.n:
 			cut = random.randint(int(self.l / 3), int(2 * self.l / 3))
@@ -59,6 +76,9 @@ class Population:
 		self.individuals += new
 
 	def mutate(self) -> None:
+		"""
+		Methode qui mute une partie de la population selon le taut de mutation
+		"""
 		mutated = []
 		for i in range(int(self.tm * self.n)):
 			to_mutate = random.randint(0, self.n - 1)
@@ -68,12 +88,26 @@ class Population:
 			mutated.append(to_mutate)
 
 	def print_best(self) -> None:
+		"""
+		Methode qui affiche le meilleur individu de la population
+		"""
 		fitness_list = []
 		for individual in self.individuals:
-			fitness_list.append(individual.fitness(self.pm))
+			match self.fitness_method:
+				case 1:
+					fitness_list.append(individual.fitness1(self.pm))
+				case 2:
+					fitness_list.append(individual.fitness2(self.pm, self.alpha))
+				case 3:
+					fitness_list.append(individual.fitness3(self.pm))
+				case _:
+					fitness_list.append(individual.fitness1(self.pm))
 		print(self.individuals[max_i(fitness_list)].getChromozome())
 
 	def run(self) -> None:
+		"""
+		Boucle principale
+		"""
 		for i in range(self.ng):
 			self.select()
 			self.reproduct()
@@ -94,18 +128,46 @@ class Individual:
 		return self.chromozome
 
 	def randomize(self, l) -> None:
+		"""
+		Methode qui change la valeur d'un chromozome pour une valeur aléatoire
+		"""
 		new = ""
 		for i in range(l):
 			new += chr(random.randint(0, 255))
 		self.chromozome = new
 
-	def fitness(self, pm) -> int:
+	def fitness1(self, pm) -> int:
+		"""
+		Première methode de fitness, fait la somme des différences entre les codages des caractères des deux chaînes.
+		"""
 		sum = 0
 		for i in range(len(self.chromozome)):
 			sum += abs(ord(self.chromozome[i]) - ord(pm[i]))
 		return -sum
 
+	def fitness2(self, pm, alpha) -> int:
+		"""
+		Deuxième methode de fitness qui compte les caractères bien placés et mal placés et qui renvoie un int pondéré par alpha
+		"""
+		match = 0
+		missed_placed = 0
+		for i in range(len(self.chromozome)):
+			if self.chromozome[i] == pm[i]:
+				match += 1
+			else:
+				missed_placed += 1
+		return match + alpha * missed_placed
+
+	def fitness3(self, pm) -> int:
+		"""
+		Troisième methode de fitness qui utilise la distance de Levenshtein
+		"""
+		return -Levenshtein.distance(self.chromozome, pm)
+
 	def mutate(self) -> None:
+		"""
+		Methode qui change un des caractères du chromozome
+		"""
 		new = list(self.chromozome)
 		new[random.randint(0, len(new) - 1)] = chr(random.randint(0, 255))
 		self.chromozome = "".join(new)

main.py

@@ -5,15 +5,17 @@ import lib.ultra_mastermind_obj as libobj
 import lib.ultra_mastermind_imp as libomp
 
 # constants 
-PM = "Saataa andagii !"
+PM = "Hello, world!"
-NG = 2000
+NG = 1000
 N  = 400
 TS = 0.5
 TM = 0.01
+ALPHA = 0.5
+FITNESS_METHOD = 3
 
 # main function
 def main() -> None:
-    pop = libobj.Population(pm = PM, ng = NG, n = N, ts = TS, tm = TM)
+    pop = libobj.Population(pm = PM, ng = NG, n = N, ts = TS, tm = TM, alpha = ALPHA, fm = FITNESS_METHOD)
     pop.run()
 
 if __name__ == "__main__":