def test_make_child_lower_upper_bound(monkeypatch):
monkeypatch.setattr(
chromosome.random,
"rand",
lambda _: (0.89, 0.91, 0.89, 0.91, 0.91, 0.91, 0.91),
)
parent = model.Model(
dict(
start_bn=0.2,
kernels=10,
sub_blocks=4,
gate_channels=2,
residual_channels=3,
skip_channels=4,
end_channels=5,
))
base = model.Model(
dict(
start_bn=1.9,
kernels=10,
sub_blocks=2,
gate_channels=2,
residual_channels=3,
skip_channels=4,
end_channels=5,
))
diff1 = model.Model(
dict(
start_bn=0.5,
kernels=10,
sub_blocks=1,
gate_channels=2,
residual_channels=3,
skip_channels=4,
end_channels=5,
))
diff2 = model.Model(
dict(
start_bn=0.1,
kernels=10,
sub_blocks=10,
gate_channels=2,
residual_channels=3,
skip_channels=4,
end_channels=5,
))
child = parent.make_child(base, diff1, diff2)
assert isinstance(child, model.Model)
assert len(child.data) == 7
assert child.data["start_bn"] == 1.9 + (0.5 - 0.1) * 0.8
assert child.data["kernels"] == 10
assert child.data["sub_blocks"] == 1 - (2 + (1 - 10) * 0.8 - 1)
assert child.data["gate_channels"] == 2
assert child.data["residual_channels"] == 3
assert child.data["skip_channels"] == 4
assert child.data["end_channels"] == 5
def test_init_no_data():
chromo = model.Model({})
assert len(chromo.data) == 7
assert 0.0 < chromo.data["start_bn"] < 1.0
assert 2.1 < chromo.data["kernels"] < 2.9
assert 1.1 < chromo.data["sub_blocks"] < 1.2
assert 4.1 < chromo.data["gate_channels"] < 4.9
assert 4.1 < chromo.data["residual_channels"] < 4.9
assert 4.1 < chromo.data["skip_channels"] < 4.9
assert 4.1 < chromo.data["end_channels"] < 4.9
def test_init_no_data():
"""Тестирование значение хромосомы по умолчанию."""
chromo = model.Model({})
assert len(chromo.data) == len(model.Model._genes)
for gene in model.Model._genes:
if (lower_bound := gene.lower_bound) is not None:
assert lower_bound < chromo.data[gene.name]
if (upper_bound := gene.upper_bound) is not None:
assert chromo.data[gene.name] < upper_bound
def test_setup_phenotype():
chromosome_data = dict(
start_bn=-0.2,
kernels=10,
sub_blocks=270,
gate_channels=2,
residual_channels=3,
skip_channels=4,
end_channels=5,
)
chromo = model.Model(chromosome_data)
base_phenotype = dict(type="Test_Model")
phenotype_data = dict(type="Test_Model", model=chromosome_data)
phenotype_data["model"]["start_bn"] = False
chromo.change_phenotype(base_phenotype)
assert base_phenotype == phenotype_data
def test_setup_phenotype():
"""Проверка генерации фенотипа."""
chromosome_data = {
"start_bn": -0.2,
"kernels": 10,
"sub_blocks": 270,
"gate_channels": 2,
"residual_channels": 3,
"skip_channels": 4,
"end_channels": 5,
"mixture_size": 4,
}
chromo = model.Model(chromosome_data)
base_phenotype = {"type": "Test_Model"}
phenotype_data = {"type": "Test_Model", "model": chromosome_data}
phenotype_data["model"]["start_bn"] = False
chromo.change_phenotype(base_phenotype)
assert base_phenotype == phenotype_data