def initialize(self):
super().initialize()
# Generate a new population
self.population = Population(
size=self.population_size,
spawning_pool=self.spawning_pool,
)
for individual in self.population:
individual.fitness_method = self.fitness
# Clear the best individuals historical cache
self.best_individuals.clear()
