from evolalg.base.frams_step import FramsStep from evolalg.mutation_cross.frams_cross import FramsCross from evolalg.mutation_cross.frams_mutation import FramsMutation import random class FramsCrossOrMutate(FramsStep): def __init__(self, frams_lib, commands, cross_prob, mutate_prob, mutate_commands=None, cross_commands=None): super().__init__(frams_lib, commands) self.cross_prob = cross_prob self.mutate_prob = mutate_prob self.frams_mutate = FramsMutation(frams_lib, mutate_commands, 1) self.frams_cross = FramsCross(frams_lib, cross_commands, 1) def call(self, population): mutate_idx = [] cross_idx = [] for i in range(len(population)): rng = random.random() if rng < self.cross_prob: cross_idx.append(i) elif rng < self.cross_prob+self.mutate_prob: mutate_idx.append(i) mutate_ind = [population[_] for _ in mutate_idx] cross_ind = [population[_] for _ in cross_idx] if len(mutate_ind) > 0: self.frams_mutate(mutate_ind) if len(cross_idx) > 0: self.frams_cross(cross_idx) for i,ind in zip(mutate_idx, mutate_ind): population[i] = ind for i,ind in zip(cross_idx, cross_ind): population[i] = ind return population