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Python ConfigurationSpace.check_configuration方法代码示例

本文整理汇总了Python中ConfigSpace.ConfigurationSpace.check_configuration方法的典型用法代码示例。如果您正苦于以下问题:Python ConfigurationSpace.check_configuration方法的具体用法?Python ConfigurationSpace.check_configuration怎么用?Python ConfigurationSpace.check_configuration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ConfigSpace.ConfigurationSpace的用法示例。


在下文中一共展示了ConfigurationSpace.check_configuration方法的2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: test_check_configuration2

# 需要导入模块: from ConfigSpace import ConfigurationSpace [as 别名]
# 或者: from ConfigSpace.ConfigurationSpace import check_configuration [as 别名]
    def test_check_configuration2(self):
        # Test that hyperparameters which are not active must not be set and
        # that evaluating forbidden clauses does not choke on missing
        # hyperparameters
        cs = ConfigurationSpace()
        classifier = CategoricalHyperparameter("classifier",
            ["k_nearest_neighbors", "extra_trees"])
        metric = CategoricalHyperparameter("metric", ["minkowski", "other"])
        p = CategoricalHyperparameter("k_nearest_neighbors:p", [1, 2])
        metric_depends_on_classifier = EqualsCondition(metric, classifier,
                                                       "k_nearest_neighbors")
        p_depends_on_metric = EqualsCondition(p, metric, "minkowski")
        cs.add_hyperparameter(metric)
        cs.add_hyperparameter(p)
        cs.add_hyperparameter(classifier)
        cs.add_condition(metric_depends_on_classifier)
        cs.add_condition(p_depends_on_metric)

        forbidden = ForbiddenEqualsClause(metric, "other")
        cs.add_forbidden_clause(forbidden)

        configuration = Configuration(cs, dict(classifier="extra_trees"))

        # check backward compatibility with checking configurations instead of vectors
        cs.check_configuration(configuration)
开发者ID:smohsinali,项目名称:ConfigSpace,代码行数:27,代码来源:test_configuration_space.py

示例2: test_deactivate_inactive_hyperparameters

# 需要导入模块: from ConfigSpace import ConfigurationSpace [as 别名]
# 或者: from ConfigSpace.ConfigurationSpace import check_configuration [as 别名]
    def test_deactivate_inactive_hyperparameters(self):
        diamond = ConfigurationSpace()
        head = CategoricalHyperparameter('head', [0, 1])
        left = CategoricalHyperparameter('left', [0, 1])
        right = CategoricalHyperparameter('right', [0, 1])
        bottom = CategoricalHyperparameter('bottom', [0, 1])
        diamond.add_hyperparameters([head, left, right, bottom])
        diamond.add_condition(EqualsCondition(left, head, 0))
        diamond.add_condition(EqualsCondition(right, head, 0))
        diamond.add_condition(AndConjunction(EqualsCondition(bottom, left, 0),
                                             EqualsCondition(bottom, right, 0)))

        c = deactivate_inactive_hyperparameters({'head': 0, 'left': 0,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        c = deactivate_inactive_hyperparameters({'head': 1, 'left': 0,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        c = deactivate_inactive_hyperparameters({'head': 0, 'left': 1,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        diamond = ConfigurationSpace()
        head = CategoricalHyperparameter('head', [0, 1])
        left = CategoricalHyperparameter('left', [0, 1])
        right = CategoricalHyperparameter('right', [0, 1])
        bottom = CategoricalHyperparameter('bottom', [0, 1])
        diamond.add_hyperparameters([head, left, right, bottom])
        diamond.add_condition(EqualsCondition(left, head, 0))
        diamond.add_condition(EqualsCondition(right, head, 0))
        diamond.add_condition(OrConjunction(EqualsCondition(bottom, left, 0),
                                            EqualsCondition(bottom, right, 0)))

        c = deactivate_inactive_hyperparameters({'head': 0, 'left': 0,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        c = deactivate_inactive_hyperparameters({'head': 1, 'left': 1,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        c = deactivate_inactive_hyperparameters({'head': 0, 'left': 1,
                                                 'right': 0, 'bottom': 0},
                                                diamond)
        diamond._check_configuration_rigorous(c)

        plain = ConfigurationSpace()
        a = UniformIntegerHyperparameter('a', 0, 10)
        b = UniformIntegerHyperparameter('b', 0, 10)
        plain.add_hyperparameters([a, b])
        c = deactivate_inactive_hyperparameters({'a': 5, 'b': 6}, plain)
        plain.check_configuration(c)
开发者ID:automl,项目名称:ConfigSpace,代码行数:61,代码来源:test_util.py


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