def test_generate(self):
d1 = ContinuousDomain(uniform, path='a', loc=-100.0, scale=100.0)
d2 = DiscreteDomain([i for i in range(-100, 0)] +
[i for i in range(1, 101)], path='b')
# Test with one continuous domain
m = self.__model_class__(domains=[d1])
for _ in range(1000):
p = m()[-1]
m.add_result(Result(m, loss=p['a']**2, values=Value(p['a'], d1)))
assert 'a' in p
assert p['a'] >= -100.0 and p['a'] < 100
# Test with one continuous domain
m = self.__model_class__(domains=[d2])
for _ in range(1000):
p = m()[-1]
m.add_result(Result(m, loss=p['b']**2, values=Value(p['b'], d2)))
assert 'b' in p
assert p['b'] >= -100 and p['b'] <= 100
# Test with one continuous and one discrete domain
m = self.__model_class__(domains=[d1, d2])
for _ in range(1000):
p = m()[-1]
m.add_result(Result(m, loss=p['a'] * p['b'],
values=[Value(p['a'], d1), Value(p['b'], d2)]))
assert 'a' in p
# assert p['a'] >= -100 and p['a'] < 100
assert 'b' in p
assert p['b'] >= -100 and p['b'] <= 100
def test_init(self):
m1 = Model()
m2 = Model()
r1 = Result(m1)
r2 = Result(m2)
d1 = Domain()
d2 = Domain()
# Test initializing with various values, results, and domains
values = [None, True, False, 1, 1.0, '1', (1, ), [1], {'1': 1}]
for val in values:
v = Value(val, d1, r1)
assert v.value == val
assert v.result() is r1
assert v.domain() is d1
v = Value(val, d2, r1)
assert v.value == val
assert v.result() is r1
assert v.domain() is d2
v = Value(val, d1, r2)
assert v.value == val
assert v.result() is r2
assert v.domain() is d1
v = Value(val, d2, r2)
assert v.value == val
assert v.result() is r2
assert v.domain() is d2
values = [True, False, 1, 1.0, (1, ), [1], {'1': 1}]
# Test initializing with invalid domains
for val in values:
with pytest.raises(InvalidDomainError):
Value(val, val, r1)
with pytest.raises(InvalidDomainError):
Value(val, val, r2)
# Test initializing with invalid results
for val in values[1:]:
with pytest.raises(InvalidResultError):
Value(val, d1, val)
with pytest.raises(InvalidResultError):
Value(val, d2, val)
def test_to_json(self):
m1 = Model()
m2 = Model()
r1 = Result(m1)
r2 = Result(m2)
d1 = Domain()
d2 = Domain()
# Test initializing with various values, results, and domains
values = [None, True, False, 1, 1.0, '1', (1, ), [1], {'1': 1}]
for val in values:
v = Value(val, d1, r1)
assert v.to_json() == {
'value': val,
'domain': d1.id,
'result': r1.id
}
v = Value(val, d2, r1)
assert v.to_json() == {
'value': val,
'domain': d2.id,
'result': r1.id
}
v = Value(val, d1, r2)
assert v.to_json() == {
'value': val,
'domain': d1.id,
'result': r2.id
}
v = Value(val, d2, r2)
assert v.to_json() == {
'value': val,
'domain': d2.id,
'result': r2.id
}