def test_graph_parameters(self):
np.random.seed(0)
net1 = Vector(10) >> Full(10)
net2 = net1 >> Full(10)
self.assertEqual(net1.get_state(), net2.left.get_state())
def test_graph_basic(self):
np.random.seed(0)
net1 = Vector(10) >> Full(10)
np.random.seed(0)
net2 = Vector(10).chain(Full(10))
self.assertEqual(net1, net2)
def test_shape_inference2(self):
part1 = Full(10, 100)
part2 = Full(100, 20)
self.assertEqual(part1.shape, (10, 100))
self.assertEqual(part2.shape, (100, 20))
part1.chain(part2)
self.assertEqual(part1.shape, (10, 100))
self.assertEqual(part2.shape, (100, 20))
def test_shape_elementwise(self):
part1 = Full()
part2 = Full(20)
self.assertEqual(part1.shape, (None, None))
self.assertEqual(part2.shape, (None, 20))
part2.chain(part1)
self.assertEqual(part1.shape, (20, 20))
self.assertEqual(part2.shape, (None, 20))
def test_shape_inference2(self):
part1 = Full(10, 100)
part2 = Full(100, 20)
self.assertEqual(part1.shape, (10, 100))
self.assertEqual(part2.shape, (100, 20))
part1.chain(part2)
self.assertEqual(part1.shape, (10, 100))
self.assertEqual(part2.shape, (100, 20))
def test_shape_elementwise(self):
part1 = Full()
part2 = Full(20)
self.assertEqual(part1.shape, (None, None))
self.assertEqual(part2.shape, (None, 20))
part2.chain(part1)
self.assertEqual(part1.shape, (20, 20))
self.assertEqual(part2.shape, (None, 20))
def test_shape_elementwise2(self):
part1 = Full(20)
part2 = Full()
part3 = Full(30, 40)
self.assertEqual(part1.shape, (None, 20))
self.assertEqual(part2.shape, (None, None))
self.assertEqual(part3.shape, (30, 40))
part4 = part1.chain(part2)
self.assertEqual(part1.shape, (None, 20))
self.assertEqual(part2.shape, (20, 20))
self.assertEqual(part4.shape, (None, 20))
with self.assertRaises(ShapeException):
part4.chain(part3)
def test_shape_elementwise2(self):
part1 = Full(20)
part2 = Full()
part3 = Full(30, 40)
self.assertEqual(part1.shape, (None, 20))
self.assertEqual(part2.shape, (None, None))
self.assertEqual(part3.shape, (30, 40))
part4 = part1.chain(part2)
self.assertEqual(part1.shape, (None, 20))
self.assertEqual(part2.shape, (20, 20))
self.assertEqual(part4.shape, (None, 20))
with self.assertRaises(ShapeException):
part4.chain(part3)
def test_freeze_parameters2(self):
np.random.seed(0)
gan = (Vector(10) >> Full(20)) >> (Full(10) >> Full(2))
self.assertEqual(gan.left.freeze().get_state(), gan.left.get_state())
self.assertEqual(gan.right.freeze().get_state(), gan.right.get_state())
self.assertEqual(gan.right.freeze().get_parameters(), [])
self.assertNotEqual(gan.right.get_parameters(), [])
self.assertEqual((Vector(20) >> gan.right).freeze().get_parameters(),
[])
self.assertNotEqual((Vector(20) >> gan.right).get_parameters(), [])
self.assertEqual((Vector(20) >> gan.right).freeze().get_state(),
(Vector(20) >> gan.right).get_state())
self.assertEqual(gan.left.freeze().get_parameters(), [])
self.assertNotEqual(gan.left.get_parameters(), [])
def test_bad_shape2(self):
part1 = Full(100)
part2 = Full(20)
self.assertEqual(part1.shape, (None, 100))
self.assertEqual(part2.shape, (None, 20))
part1.chain(part2)
self.assertEqual(part1.shape, (None, 100))
self.assertEqual(part2.shape, (100, 20))
part3 = Full(100)
part2.chain(part3)
part4 = Full(90)
with self.assertRaises(ShapeException):
part4.chain(part3)
def test_bad_shape(self):
part1 = Full(10, 100)
part2 = Full(90, 20)
with self.assertRaises(ShapeException):
part1.chain(part2)
def test_bad_shape2(self):
part1 = Full(100)
part2 = Full(20)
self.assertEqual(part1.shape, (None, 100))
self.assertEqual(part2.shape, (None, 20))
part1.chain(part2)
self.assertEqual(part1.shape, (None, 100))
self.assertEqual(part2.shape, (100, 20))
part3 = Full(100)
part2.chain(part3)
part4 = Full(90)
with self.assertRaises(ShapeException):
part4.chain(part3)
def test_bad_shape(self):
part1 = Full(10, 100)
part2 = Full(90, 20)
with self.assertRaises(ShapeException):
part1.chain(part2)
def test_freeze_parameters(self):
np.random.seed(0)
net1 = Vector(10) >> Full(10)
self.assertEqual(net1.freeze().get_state(), net1.get_state())
def test_freeze(self):
net1 = Vector(10) >> Full(10)
self.assertEqual(Freeze(net1).get_state(), net1.get_state())
self.assertEqual(Freeze(net1).get_parameters(), [])