def test_get_hyperparameters_topological_sort(self): # and now for something more complicated cs = ConfigurationSpace() hp1 = CategoricalHyperparameter("input1", [0, 1]) hp2 = CategoricalHyperparameter("input2", [0, 1]) hp3 = CategoricalHyperparameter("input3", [0, 1]) hp4 = CategoricalHyperparameter("input4", [0, 1]) hp5 = CategoricalHyperparameter("input5", [0, 1]) hp6 = Constant("AND", "True") # More top-level hyperparameters hp7 = CategoricalHyperparameter("input7", [0, 1]) # Somewhat shuffled hyperparameters = [hp1, hp2, hp3, hp4, hp5, hp6, hp7] for hp in hyperparameters: cs.add_hyperparameter(hp) cond1 = EqualsCondition(hp6, hp1, 1) cond2 = NotEqualsCondition(hp6, hp2, 1) cond3 = InCondition(hp6, hp3, [1]) cond4 = EqualsCondition(hp5, hp3, 1) cond5 = EqualsCondition(hp4, hp5, 1) cond6 = EqualsCondition(hp6, hp4, 1) cond7 = EqualsCondition(hp6, hp5, 1) conj1 = AndConjunction(cond1, cond2) conj2 = OrConjunction(conj1, cond3) conj3 = AndConjunction(conj2, cond6, cond7) cs.add_condition(cond4) hps = cs.get_hyperparameters() # AND is moved to the front because of alphabetical sorting for hp, idx in zip(hyperparameters, [1, 2, 3, 4, 6, 0, 5]): self.assertEqual(hps.index(hp), idx) self.assertEqual(cs._hyperparameter_idx[hp.name], idx) self.assertEqual(cs._idx_to_hyperparameter[idx], hp.name) cs.add_condition(cond5) hps = cs.get_hyperparameters() for hp, idx in zip(hyperparameters, [1, 2, 3, 6, 5, 0, 4]): self.assertEqual(hps.index(hp), idx) self.assertEqual(cs._hyperparameter_idx[hp.name], idx) self.assertEqual(cs._idx_to_hyperparameter[idx], hp.name) cs.add_condition(conj3) hps = cs.get_hyperparameters() print(hps, hyperparameters) for hp, idx in zip(hyperparameters, [0, 1, 2, 5, 4, 6, 3]): print(hp, idx) self.assertEqual(hps.index(hp), idx) self.assertEqual(cs._hyperparameter_idx[hp.name], idx) self.assertEqual(cs._idx_to_hyperparameter[idx], hp.name)
def test_sample_configuration(self): cs = ConfigurationSpace() hp1 = CategoricalHyperparameter("parent", [0, 1]) cs.add_hyperparameter(hp1) hp2 = UniformIntegerHyperparameter("child", 0, 10) cs.add_hyperparameter(hp2) cond1 = EqualsCondition(hp2, hp1, 0) cs.add_condition(cond1) # This automatically checks the configuration! Configuration(cs, dict(parent=0, child=5)) # and now for something more complicated cs = ConfigurationSpace(seed=1) hp1 = CategoricalHyperparameter("input1", [0, 1]) cs.add_hyperparameter(hp1) hp2 = CategoricalHyperparameter("input2", [0, 1]) cs.add_hyperparameter(hp2) hp3 = CategoricalHyperparameter("input3", [0, 1]) cs.add_hyperparameter(hp3) hp4 = CategoricalHyperparameter("input4", [0, 1]) cs.add_hyperparameter(hp4) hp5 = CategoricalHyperparameter("input5", [0, 1]) cs.add_hyperparameter(hp5) hp6 = Constant("AND", "True") cs.add_hyperparameter(hp6) cond1 = EqualsCondition(hp6, hp1, 1) cond2 = NotEqualsCondition(hp6, hp2, 1) cond3 = InCondition(hp6, hp3, [1]) cond4 = EqualsCondition(hp5, hp3, 1) cond5 = EqualsCondition(hp4, hp5, 1) cond6 = EqualsCondition(hp6, hp4, 1) cond7 = EqualsCondition(hp6, hp5, 1) conj1 = AndConjunction(cond1, cond2) conj2 = OrConjunction(conj1, cond3) conj3 = AndConjunction(conj2, cond6, cond7) cs.add_condition(cond4) cs.add_condition(cond5) cs.add_condition(conj3) samples = [] for i in range(5): cs.seed(1) samples.append([]) for j in range(100): sample = cs.sample_configuration() samples[-1].append(sample) if i > 0: for j in range(100): self.assertEqual(samples[-1][j], samples[-2][j])
def test_sample_configuration_with_or_conjunction(self): cs = ConfigurationSpace(seed=1) hyper_params = {} hyper_params["hp5"] = CategoricalHyperparameter("hp5", ['0', '1', '2']) hyper_params["hp7"] = CategoricalHyperparameter("hp7", ['3', '4', '5']) hyper_params["hp8"] = CategoricalHyperparameter("hp8", ['6', '7', '8']) for key in hyper_params: cs.add_hyperparameter(hyper_params[key]) cs.add_condition( InCondition(hyper_params["hp5"], hyper_params["hp8"], ['6'])) cs.add_condition( OrConjunction( InCondition(hyper_params["hp7"], hyper_params["hp8"], ['7']), InCondition(hyper_params["hp7"], hyper_params["hp5"], ['1']))) for cfg, fixture in zip(cs.sample_configuration(10), [[1, np.NaN, 2], [0, 2, np.NaN], [0, 1, 1], [1, np.NaN, 2], [1, np.NaN, 2]]): np.testing.assert_array_almost_equal(cfg.get_array(), fixture)
def test_check_configuration(self): # TODO this is only a smoke test # TODO actually, this rather tests the evaluate methods in the # conditions module! cs = ConfigurationSpace() hp1 = CategoricalHyperparameter("parent", [0, 1]) cs.add_hyperparameter(hp1) hp2 = UniformIntegerHyperparameter("child", 0, 10) cs.add_hyperparameter(hp2) cond1 = EqualsCondition(hp2, hp1, 0) cs.add_condition(cond1) # This automatically checks the configuration! Configuration(cs, dict(parent=0, child=5)) # and now for something more complicated cs = ConfigurationSpace() hp1 = CategoricalHyperparameter("input1", [0, 1]) cs.add_hyperparameter(hp1) hp2 = CategoricalHyperparameter("input2", [0, 1]) cs.add_hyperparameter(hp2) hp3 = CategoricalHyperparameter("input3", [0, 1]) cs.add_hyperparameter(hp3) hp4 = CategoricalHyperparameter("input4", [0, 1]) cs.add_hyperparameter(hp4) hp5 = CategoricalHyperparameter("input5", [0, 1]) cs.add_hyperparameter(hp5) hp6 = Constant("AND", "True") cs.add_hyperparameter(hp6) cond1 = EqualsCondition(hp6, hp1, 1) cond2 = NotEqualsCondition(hp6, hp2, 1) cond3 = InCondition(hp6, hp3, [1]) cond4 = EqualsCondition(hp6, hp4, 1) cond5 = EqualsCondition(hp6, hp5, 1) conj1 = AndConjunction(cond1, cond2) conj2 = OrConjunction(conj1, cond3) conj3 = AndConjunction(conj2, cond4, cond5) cs.add_condition(conj3) expected_outcomes = [ False, False, False, False, False, False, False, True, False, False, False, False, False, False, False, True, False, False, False, True, False, False, False, True, False, False, False, False, False, False, False, True ] for idx, values in enumerate(product([0, 1], repeat=5)): # The hyperparameters aren't sorted, but the test assumes them to # be sorted. hyperparameters = sorted(cs.get_hyperparameters(), key=lambda t: t.name) instantiations = { hyperparameters[jdx + 1].name: values[jdx] for jdx in range(len(values)) } evaluation = conj3.evaluate(instantiations) self.assertEqual(expected_outcomes[idx], evaluation) if not evaluation: self.assertRaisesRegex( ValueError, r"Inactive hyperparameter 'AND' must " r"not be specified, but has the vector value: " r"'0.0'.", Configuration, cs, values={ "input1": values[0], "input2": values[1], "input3": values[2], "input4": values[3], "input5": values[4], "AND": "True", }, ) else: Configuration( cs, values={ "input1": values[0], "input2": values[1], "input3": values[2], "input4": values[3], "input5": values[4], "AND": "True", }, )
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)