main_async.py 文件源码

def main(id, checkpoint_name=None):
    # random.seed(64)

    if checkpoint_name:
        # A file name has been given, then load the data from the file
        cp = pickle.load(open(checkpoint_name, "rb"))
        pop = cp["population"]
        start_gen = cp["generation"] + 1
        hof = cp["halloffame"]
        logbook = cp["logbook"]
        random.setstate(cp["rndstate"])
    else:
        pop = toolbox.population(n=Config.pop_size)
        start_gen = 0
        hof = tools.HallOfFame(1)
        logbook = tools.Logbook()

    stats = tools.Statistics(lambda ind: ind.fitness.values)
    stats.register("avg", np.mean)
    stats.register("std", np.std)
    stats.register("min", np.min)
    stats.register("max", np.max)

    pop, log = paralg.myAsyncEA(pop, start_gen, toolbox, cxpb=0.6, mutpb=0.2, ngen=Config.ngen, 
                                stats=stats, halloffame=hof, logbook=logbook, verbose=True,
                                id=id)

    return pop, log, hof