def test_equals_condition(self):
hp1 = CategoricalHyperparameter("parent", [0, 1])
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = EqualsCondition(hp2, hp1, 0)
cond_ = EqualsCondition(hp2, hp1, 0)
# Test vector value:
self.assertEqual(cond.vector_value, hp1._inverse_transform(0))
self.assertEqual(cond.vector_value, cond_.vector_value)
# Test invalid conditions:
self.assertRaisesRegexp(
ValueError, "Argument 'parent' is not an "
"instance of HPOlibConfigSpace.hyperparameter."
"Hyperparameter.", EqualsCondition, hp2, "parent", 0)
self.assertRaisesRegexp(
ValueError, "Argument 'child' is not an "
"instance of HPOlibConfigSpace.hyperparameter."
"Hyperparameter.", EqualsCondition, "child", hp1, 0)
self.assertRaisesRegexp(
ValueError, "The child and parent hyperparameter "
"must be different hyperparameters.", EqualsCondition, hp1, hp1, 0)
self.assertEqual(cond, cond_)
cond_reverse = EqualsCondition(hp1, hp2, 0)
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent == 0", str(cond))
def test_not_equals_condition(self):
hp1 = CategoricalHyperparameter("parent", [0, 1])
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = NotEqualsCondition(hp2, hp1, 0)
cond_ = NotEqualsCondition(hp2, hp1, 0)
self.assertEqual(cond, cond_)
# Test vector value:
self.assertEqual(cond.vector_value, hp1._inverse_transform(0))
self.assertEqual(cond.vector_value, cond_.vector_value)
cond_reverse = NotEqualsCondition(hp1, hp2, 0)
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent != 0", str(cond))
def test_not_equals_condition(self):
hp1 = CategoricalHyperparameter("parent", [0, 1])
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = NotEqualsCondition(hp2, hp1, 0)
cond_ = NotEqualsCondition(hp2, hp1, 0)
self.assertEqual(cond, cond_)
# Test vector value:
self.assertEqual(cond.vector_value, hp1._inverse_transform(0))
self.assertEqual(cond.vector_value, cond_.vector_value)
cond_reverse = NotEqualsCondition(hp1, hp2, 0)
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent != 0", str(cond))
def test_in_condition(self):
hp1 = CategoricalHyperparameter("parent", list(range(0, 11)))
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = InCondition(hp2, hp1, [0, 1, 2, 3, 4, 5])
cond_ = InCondition(hp2, hp1, [0, 1, 2, 3, 4, 5])
self.assertEqual(cond, cond_)
# Test vector value:
self.assertEqual(cond.vector_values, [hp1._inverse_transform(i) for i in [0, 1, 2, 3, 4, 5]])
self.assertEqual(cond.vector_values, cond_.vector_values)
cond_reverse = InCondition(hp1, hp2, [0, 1, 2, 3, 4, 5])
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent in {0, 1, 2, 3, 4, 5}", str(cond))
def test_in_condition(self):
hp1 = CategoricalHyperparameter("parent", range(0, 11))
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = InCondition(hp2, hp1, [0, 1, 2, 3, 4, 5])
cond_ = InCondition(hp2, hp1, [0, 1, 2, 3, 4, 5])
self.assertEqual(cond, cond_)
# Test vector value:
self.assertEqual(
cond.vector_values,
[hp1._inverse_transform(i) for i in [0, 1, 2, 3, 4, 5]])
self.assertEqual(cond.vector_values, cond_.vector_values)
cond_reverse = InCondition(hp1, hp2, [0, 1, 2, 3, 4, 5])
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent in {0, 1, 2, 3, 4, 5}", str(cond))
def test_equals_condition(self):
hp1 = CategoricalHyperparameter("parent", [0, 1])
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = EqualsCondition(hp2, hp1, 0)
cond_ = EqualsCondition(hp2, hp1, 0)
# Test vector value:
self.assertEqual(cond.vector_value, hp1._inverse_transform(0))
self.assertEqual(cond.vector_value, cond_.vector_value)
# Test invalid conditions:
self.assertRaises(TypeError, EqualsCondition, hp2, "parent", 0)
self.assertRaises(TypeError, EqualsCondition, "child", hp1, 0)
self.assertRaises(ValueError, EqualsCondition, hp1, hp1, 0)
self.assertEqual(cond, cond_)
cond_reverse = EqualsCondition(hp1, hp2, 0)
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent == 0", str(cond))
def test_equals_condition(self):
hp1 = CategoricalHyperparameter("parent", [0, 1])
hp2 = UniformIntegerHyperparameter("child", 0, 10)
cond = EqualsCondition(hp2, hp1, 0)
cond_ = EqualsCondition(hp2, hp1, 0)
# Test vector value:
self.assertEqual(cond.vector_value, hp1._inverse_transform(0))
self.assertEqual(cond.vector_value, cond_.vector_value)
# Test invalid conditions:
self.assertRaises(TypeError, EqualsCondition, hp2, "parent", 0)
self.assertRaises(TypeError, EqualsCondition, "child", hp1, 0)
self.assertRaises(ValueError, EqualsCondition, hp1, hp1, 0)
self.assertEqual(cond, cond_)
cond_reverse = EqualsCondition(hp1, hp2, 0)
self.assertNotEqual(cond, cond_reverse)
self.assertNotEqual(cond, dict())
self.assertEqual("child | parent == 0", str(cond))
