def test_absolute_bound():
l = -1.0
u = 10.0
b = BoundElement(bound_type='absolute', lb=l, ub=u)
assert b.lb == l
assert b.ub == u
assert b.bound_type == 'absolute'
def test_absolute_bound_with_values():
l = 1.0
u = 10.0
values = l + np.multiply(u - l, np.random.rand(1000))
b = BoundElement(bound_type='absolute', lb=l, ub=u, values=values)
assert b.lb == l
assert b.ub == u
assert b.bound_type == 'absolute'
def test_percentile_bound():
l = 5.0
u = 95.0
values = np.random.rand(1000)
b = BoundElement(bound_type='percentile', lb=l, ub=u, values=values)
assert np.isclose(b.lb, np.percentile(values, l))
assert np.isclose(b.ub, np.percentile(values, u))
assert b.bound_type == 'percentile'
def test_absolute_bound_with_values():
values = np.random.randn(1000)
b = BoundElement(bound_type='absolute', values=values)
assert b.lb == np.min(values)
assert b.ub == np.max(values)
assert b.bound_type == 'absolute'