本文整理汇总了Python中ConfigSpace.ConfigurationSpace.add_hyperparameters方法的典型用法代码示例。如果您正苦于以下问题：Python ConfigurationSpace.add_hyperparameters方法的具体用法？Python ConfigurationSpace.add_hyperparameters怎么用？Python ConfigurationSpace.add_hyperparameters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类ConfigSpace.ConfigurationSpace的用法示例。
在下文中一共展示了ConfigurationSpace.add_hyperparameters方法的3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_neighbouring_config_diamond_str
# 需要导入模块: from ConfigSpace import ConfigurationSpace [as 别名]
# 或者: from ConfigSpace.ConfigurationSpace import add_hyperparameters [as 别名]
def test_check_neighbouring_config_diamond_str(self):
diamond = ConfigurationSpace()
head = CategoricalHyperparameter('head', ['red', 'green'])
left = CategoricalHyperparameter('left', ['red', 'green'])
right = CategoricalHyperparameter('right', ['red', 'green', 'blue', 'yellow'])
bottom = CategoricalHyperparameter('bottom', ['red', 'green'])
diamond.add_hyperparameters([head, left, right, bottom])
diamond.add_condition(EqualsCondition(left, head, 'red'))
diamond.add_condition(EqualsCondition(right, head, 'red'))
diamond.add_condition(AndConjunction(EqualsCondition(bottom, left, 'green'),
EqualsCondition(bottom, right, 'green')))
config = Configuration(diamond, {'bottom': 'red', 'head': 'red', 'left': 'green', 'right': 'green'})
hp_name = "head"
index = diamond.get_idx_by_hyperparameter_name(hp_name)
neighbor_value = 1
new_array = ConfigSpace.c_util.change_hp_value(
diamond,
config.get_array(),
hp_name,
neighbor_value,
index
)
expected_array = np.array([1, np.nan, np.nan, np.nan])
np.testing.assert_almost_equal(new_array, expected_array)示例2: test_keys
# 需要导入模块: from ConfigSpace import ConfigurationSpace [as 别名]
# 或者: from ConfigSpace.ConfigurationSpace import add_hyperparameters [as 别名]
def test_keys(self):
# A regression test to make sure issue #49 does no longer pop up. By
# iterating over the configuration in the for loop, it should not raise
# a KeyError if the child hyperparameter is inactive.
cs = ConfigurationSpace()
shrinkage = CategoricalHyperparameter(
"shrinkage", ["None", "auto", "manual"], default_value="None",
)
shrinkage_factor = UniformFloatHyperparameter(
"shrinkage_factor", 0., 1., 0.5,
)
cs.add_hyperparameters([shrinkage, shrinkage_factor])
cs.add_condition(EqualsCondition(shrinkage_factor, shrinkage, "manual"))
for i in range(10):
config = cs.sample_configuration()
{hp_name: config[hp_name] for hp_name in config if config[hp_name] is not None}示例3: test_deactivate_inactive_hyperparameters
# 需要导入模块: from ConfigSpace import ConfigurationSpace [as 别名]
# 或者: from ConfigSpace.ConfigurationSpace import add_hyperparameters [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)