def test_multi_discrete_no_values():
with pytest.raises(ValueError):
hp.MultiDiscreteHyperParameter(None, [0, 1])
with pytest.raises(ValueError):
hp.MultiDiscreteHyperParameter('h1', None)
with pytest.raises(ValueError):
hp.MultiDiscreteHyperParameter('h2', [])
def test_multi_discrete():
h1 = hp.MultiDiscreteHyperParameter('h1', [0, 1], sample_count=5)
assert h1.name == 'h1'
assert h1.num_choices == 2
assert 0 in h1.id2param.values()
assert h1.param2id[0] == 0
assert repr(h1)
assert h1.sample_count > 0
def test_multi_discrete_sample():
values = [1, 2, 3, 4, 5]
h1 = hp.MultiDiscreteHyperParameter('h1', values, sample_count=10)
sample = h1.sample()
assert sample[0] in values
assert len(sample) == 10
samples = np.array([h1.sample() for _ in range(10)])
_, counts = np.unique(samples, return_counts=True)
assert np.all(counts > 0)
def test_multi_discrete_encode_decode():
values = [10, 11, 12, 13, 14]
h1 = hp.MultiDiscreteHyperParameter('h1', values, sample_count=5, seed=0)
sample = h1.sample()
encoded = h1.encode(sample)
assert encoded == [4, 0, 3, 3, 3]
decoded = h1.decode(encoded)
for i in range(len(decoded)):
assert decoded[i] == values[encoded[i]]
# Test for None input
values = [None, 1, 2, 3]
h2 = hp.MultiDiscreteHyperParameter('h1', values, sample_count=10, seed=0)
sample = h2.sample()
encoded = h2.encode(sample)
assert encoded == [0, 3, 1, 0, 3, 3, 3, 3, 1, 3]
decoded = h2.decode(encoded)
for i in range(len(decoded)):
assert decoded[i] == values[encoded[i]]
def test_multi_discrete_serialization_deserialization():
h1 = hp.MultiDiscreteHyperParameter('h1', [0, 1, None], sample_count=5)
config = h1.get_config()
assert 'name' in config
assert 'values' in config
assert 'sample_count' in config
values = config['values']
assert len(values) == 3
assert config['sample_count'] == 5
h2 = hp.MultiDiscreteHyperParameter.load_from_config(config)
config = h2.get_config()
assert 'name' in config
assert 'values' in config
assert 'sample_count' in config
values = config['values']
assert len(values) == 3
assert config['sample_count'] == 5
def get_multi_parameter_list():
h1 = hp.MultiDiscreteHyperParameter('h1', [0, 1, 2], sample_count=2)
h2 = hp.MultiDiscreteHyperParameter('h2', [3, 4, 5, 6], sample_count=3)
h3 = hp.MultiUniformContinuousHyperParameter('h3', 7, 10, sample_count=5)
h4 = hp.MultiDiscreteHyperParameter('h4', ['v1', 'v2'], sample_count=4)
return [h1, h2, h3, h4]