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Python Population.evaluate方法代码示例

本文整理汇总了Python中population.Population.evaluate方法的典型用法代码示例。如果您正苦于以下问题:Python Population.evaluate方法的具体用法?Python Population.evaluate怎么用?Python Population.evaluate使用的例子?那么恭喜您, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在population.Population的用法示例。


在下文中一共展示了Population.evaluate方法的4个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的Python代码示例。

示例1: Experiment

# 需要导入模块: from population import Population [as 别名]
# 或者: from population.Population import evaluate [as 别名]
class Experiment(object):
    POP_SIZE = 500
    RANDOM_ACTORS_NUMBER = 50
    RANK_PROBABILITY_CONSTANT = 0.2

    def __init__(self):
        self.world = World(self)
        self.population = Population(rank_probability=self.RANK_PROBABILITY_CONSTANT, reverse_sort=False)
        self.pop_index = 1
        self.current_generation = 1

    def start(self):
        for _ in xrange(self.POP_SIZE):
            self.population.append(self.create_actor())
        self.world.start()

    @staticmethod
    def evaluate_fitness(actor):
        if actor.dead:
            return 0xFFFFFFF
        x = actor.position[0] - float(actor.world.point[0])
        y = actor.position[1] - float(actor.world.point[1])
        vec_len = float(math.sqrt((x**2) + (y**2)))
        color_diff = float(abs(0x00F - actor.body.color))
        vertex_handicap = float(len(actor.body.polygon)**3)
        return vec_len + color_diff + vertex_handicap

    def create_actor(self, genotype=None):
        actor = Actor(self.world, self.pop_index, self.evaluate_fitness, genotype=genotype, position=(0, 0))
        self.pop_index += 1
        return actor

    def next_generation(self):
        self.world.stop()
        self.population.evaluate()
        new_pop = Population(rank_probability=self.RANK_PROBABILITY_CONSTANT, reverse_sort=False)
        for _ in xrange(self.RANDOM_ACTORS_NUMBER):
            new_pop.append(self.create_actor())
        for _ in xrange(self.POP_SIZE - self.RANDOM_ACTORS_NUMBER):
            new_genotype = Genotype.reproduce(self.population.select_by_rank().genotype,
                                              self.population.select_by_rank().genotype)
            new_pop.append(self.create_actor(genotype=new_genotype))
        self.population = new_pop
        self.current_generation += 1
        self.world.start()

    def update(self):
        for actor in self.population:
            actor.update()

    def stop(self):
        self.world.stop()
        self.population.select_best_fitness().brain_graph()
开发者ID:PhilipGarnero,项目名称:GeneticAI,代码行数:55,代码来源:experiment.py

示例2: test_evalutaion

# 需要导入模块: from population import Population [as 别名]
# 或者: from population.Population import evaluate [as 别名]
 def test_evalutaion(self):
     pop1 = Population(4)
     result = pop1.evaluate()
     self.assertEqual(len(pop1.fitness_table), 4)
     self.assertEqual(pop1.fitness_table, result)
     self.assertIn(pop1.pop[0].fitness, [0, 1])
     self.assertEqual(pop1.pop[0].fitness, result[0])
开发者ID:gitter-badger,项目名称:bit-ai-algen-alg1,代码行数:9,代码来源:pop_test.py

示例3: test_breeding

# 需要导入模块: from population import Population [as 别名]
# 或者: from population.Population import evaluate [as 别名]
 def test_breeding(self):
     pop1 = Population(4)
     result = pop1.evaluate()
     pop1.selection()
     pop1.breed()
     self.assertEqual(len(pop1.pop), 4)
     self.assertEqual(pop1.selected, [])
     self.assertEqual(pop1.selected_indexes, [])
     self.assertEqual(pop1.fitness_table, [])
开发者ID:gitter-badger,项目名称:bit-ai-algen-alg1,代码行数:11,代码来源:pop_test.py

示例4: test_selection

# 需要导入模块: from population import Population [as 别名]
# 或者: from population.Population import evaluate [as 别名]
 def test_selection(self):
     pop1 = Population(4)
     result = pop1.evaluate()
     indexes, selected = pop1.selection()
     self.assertEqual(pop1.selected_indexes, indexes)
     self.assertEqual(pop1.selected, selected)
     self.assertEqual(len(selected), 2)
     self.assertEqual(len(indexes), 2)
     for ind in selected:
         self.assertEqual(ind.fitness, 1)
     for i in indexes:
         self.assertEqual(pop1.pop[i].fitness,1)
开发者ID:gitter-badger,项目名称:bit-ai-algen-alg1,代码行数:14,代码来源:pop_test.py


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