class TestCurvature(unittest.TestCase):
""" Unit tests for the expression/curvature class. """
def setUp(self):
self.cvx = Variable()**2
self.ccv = Variable()**0.5
self.aff = Variable()
self.const = Constant(5)
self.unknown_curv = log(Variable()**3)
self.pos = Constant(1)
self.neg = Constant(-1)
self.zero = Constant(0)
self.unknown_sign = self.pos + self.neg
def test_add(self):
self.assertEqual((self.const + self.cvx).curvature, self.cvx.curvature)
self.assertEqual((self.unknown_curv + self.ccv).curvature, UNKNOWN)
self.assertEqual((self.cvx + self.ccv).curvature, UNKNOWN)
self.assertEqual((self.cvx + self.cvx).curvature, self.cvx.curvature)
self.assertEqual((self.aff + self.ccv).curvature, self.ccv.curvature)
def test_sub(self):
self.assertEqual((self.const - self.cvx).curvature, self.ccv.curvature)
self.assertEqual((self.unknown_curv - self.ccv).curvature, UNKNOWN)
self.assertEqual((self.cvx - self.ccv).curvature, self.cvx.curvature)
self.assertEqual((self.cvx - self.cvx).curvature, UNKNOWN)
self.assertEqual((self.aff - self.ccv).curvature, self.cvx.curvature)
def test_sign_mult(self):
self.assertEqual((self.zero * self.cvx).curvature, self.aff.curvature)
self.assertEqual((self.neg * self.cvx).curvature, self.ccv.curvature)
self.assertEqual((self.neg * self.ccv).curvature, self.cvx.curvature)
self.assertEqual((self.neg * self.unknown_curv).curvature, QUASILINEAR)
self.assertEqual((self.pos * self.aff).curvature, self.aff.curvature)
self.assertEqual((self.pos * self.ccv).curvature, self.ccv.curvature)
self.assertEqual((self.unknown_sign * self.const).curvature,
self.const.curvature)
self.assertEqual((self.unknown_sign * self.ccv).curvature, UNKNOWN)
def test_neg(self):
self.assertEqual((-self.cvx).curvature, self.ccv.curvature)
self.assertEqual((-self.aff).curvature, self.aff.curvature)
# Tests the is_affine, is_convex, and is_concave methods
def test_is_curvature(self):
assert self.const.is_affine()
assert self.aff.is_affine()
assert not self.cvx.is_affine()
assert not self.ccv.is_affine()
assert not self.unknown_curv.is_affine()
assert self.const.is_convex()
assert self.aff.is_convex()
assert self.cvx.is_convex()
assert not self.ccv.is_convex()
assert not self.unknown_curv.is_convex()
assert self.const.is_concave()
assert self.aff.is_concave()
assert not self.cvx.is_concave()
assert self.ccv.is_concave()
assert not self.unknown_curv.is_concave()
class TestCurvature(object):
""" Unit tests for the expression/curvature class. """
@classmethod
def setup_class(self):
self.cvx = Variable()**2
self.ccv = Variable()**0.5
self.aff = Variable()
self.const = Constant(5)
self.unknown_curv = log(Variable()**3)
self.pos = Constant(1)
self.neg = Constant(-1)
self.zero = Constant(0)
self.unknown_sign = Parameter()
def test_add(self):
assert_equals((self.const + self.cvx).curvature, self.cvx.curvature)
assert_equals((self.unknown_curv + self.ccv).curvature,
self.unknown_curv.curvature)
assert_equals((self.cvx + self.ccv).curvature,
self.unknown_curv.curvature)
assert_equals((self.cvx + self.cvx).curvature, self.cvx.curvature)
assert_equals((self.aff + self.ccv).curvature, self.ccv.curvature)
def test_sub(self):
assert_equals((self.const - self.cvx).curvature, self.ccv.curvature)
assert_equals((self.unknown_curv - self.ccv).curvature,
self.unknown_curv.curvature)
assert_equals((self.cvx - self.ccv).curvature, self.cvx.curvature)
assert_equals((self.cvx - self.cvx).curvature,
self.unknown_curv.curvature)
assert_equals((self.aff - self.ccv).curvature, self.cvx.curvature)
def test_sign_mult(self):
assert_equals((self.zero * self.cvx).curvature, self.const.curvature)
assert_equals((self.neg * self.cvx).curvature, self.ccv.curvature)
assert_equals((self.neg * self.ccv).curvature, self.cvx.curvature)
assert_equals((self.neg * self.unknown_curv).curvature,
self.unknown_curv.curvature)
assert_equals((self.pos * self.aff).curvature, self.aff.curvature)
assert_equals((self.pos * self.ccv).curvature, self.ccv.curvature)
assert_equals((self.unknown_sign * self.const).curvature,
self.const.curvature)
assert_equals((self.unknown_sign * self.ccv).curvature,
self.unknown_curv.curvature)
def test_neg(self):
assert_equals((-self.cvx).curvature, self.ccv.curvature)
assert_equals((-self.aff).curvature, self.aff.curvature)
# Tests the is_affine, is_convex, and is_concave methods
def test_is_curvature(self):
assert self.const.is_affine()
assert self.aff.is_affine()
assert not self.cvx.is_affine()
assert not self.ccv.is_affine()
assert not self.unknown_curv.is_affine()
assert self.const.is_convex()
assert self.aff.is_convex()
assert self.cvx.is_convex()
assert not self.ccv.is_convex()
assert not self.unknown_curv.is_convex()
assert self.const.is_concave()
assert self.aff.is_concave()
assert not self.cvx.is_concave()
assert self.ccv.is_concave()
assert not self.unknown_curv.is_concave()
class TestCurvature(object):
""" Unit tests for the expression/curvature class. """
@classmethod
def setup_class(self):
self.cvx = Variable()**2
self.ccv = Variable()**0.5
self.aff = Variable()
self.const = Constant(5)
self.unknown_curv = log(Variable()**3)
self.pos = Constant(1)
self.neg = Constant(-1)
self.zero = Constant(0)
self.unknown_sign = Parameter()
def test_add(self):
assert_equals( (self.const + self.cvx).curvature, self.cvx.curvature)
assert_equals( (self.unknown_curv + self.ccv).curvature, self.unknown_curv.curvature)
assert_equals( (self.cvx + self.ccv).curvature, self.unknown_curv.curvature)
assert_equals( (self.cvx + self.cvx).curvature, self.cvx.curvature)
assert_equals( (self.aff + self.ccv).curvature, self.ccv.curvature)
def test_sub(self):
assert_equals( (self.const - self.cvx).curvature, self.ccv.curvature)
assert_equals( (self.unknown_curv - self.ccv).curvature, self.unknown_curv.curvature)
assert_equals( (self.cvx - self.ccv).curvature, self.cvx.curvature)
assert_equals( (self.cvx - self.cvx).curvature, self.unknown_curv.curvature)
assert_equals( (self.aff - self.ccv).curvature, self.cvx.curvature)
def test_sign_mult(self):
assert_equals( (self.zero* self.cvx).curvature, self.const.curvature)
assert_equals( (self.neg*self.cvx).curvature, self.ccv.curvature)
assert_equals( (self.neg*self.ccv).curvature, self.cvx.curvature)
assert_equals( (self.neg*self.unknown_curv).curvature, self.unknown_curv.curvature)
assert_equals( (self.pos*self.aff).curvature, self.aff.curvature)
assert_equals( (self.pos*self.ccv).curvature, self.ccv.curvature)
assert_equals( (self.unknown_sign*self.const).curvature, self.const.curvature)
assert_equals( (self.unknown_sign*self.ccv).curvature, self.unknown_curv.curvature)
def test_neg(self):
assert_equals( (-self.cvx).curvature, self.ccv.curvature)
assert_equals( (-self.aff).curvature, self.aff.curvature)
# Tests the is_affine, is_convex, and is_concave methods
def test_is_curvature(self):
assert self.const.is_affine()
assert self.aff.is_affine()
assert not self.cvx.is_affine()
assert not self.ccv.is_affine()
assert not self.unknown_curv.is_affine()
assert self.const.is_convex()
assert self.aff.is_convex()
assert self.cvx.is_convex()
assert not self.ccv.is_convex()
assert not self.unknown_curv.is_convex()
assert self.const.is_concave()
assert self.aff.is_concave()
assert not self.cvx.is_concave()
assert self.ccv.is_concave()
assert not self.unknown_curv.is_concave()
