python-3.x 遗传算法的DEAP程序包

eulz3vhy  于 2023-01-10  发布在  Python
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用于执行GA的DEAP包具有以下代码,可在此处http://aqibsaeed.github.io/2017-08-11-genetic-algorithm-for-optimizing-rnn/找到

population_size = 4
num_generations = 4
gene_length = 10

# As we are trying to minimize the RMSE score, that's why using -1.0.
# In case, when you want to maximize accuracy for instance, use 1.0
creator.create('FitnessMax', base.Fitness, weights = (-1.0,))
creator.create('Individual', list , fitness = creator.FitnessMax)

toolbox = base.Toolbox()
toolbox.register('binary', bernoulli.rvs, 0.5)
toolbox.register('individual', tools.initRepeat, creator.Individual, toolbox.binary,
n = gene_length)
toolbox.register('population', tools.initRepeat, list , toolbox.individual)

toolbox.register('mate', tools.cxOrdered)
toolbox.register('mutate', tools.mutShuffleIndexes, indpb = 0.6)
toolbox.register('select', tools.selRoulette)
toolbox.register('evaluate', train_evaluate)

population = toolbox.population(n = population_size)
r = algorithms.eaSimple(population, toolbox, cxpb = 0.4, mutpb = 0.1,
ngen = num_generations, verbose = False)

有人能告诉我“toolbox.register('binary ',bernoulli.rvs,0.5)”行中的bernoulli是什么意思吗?

9udxz4iz

9udxz4iz1#

告诉我伯努利是什么意思?
当然,我们说的是Bernoulli distribution,定义为here

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