def test_input_validation():
x = np.array([1, 2])
with pytest.raises(TypeError):
reshape(x)
with pytest.raises(TypeError):
reshape(x, (2, ), 2)
def test_reshape_fwd(a):
new_shape = gen_shape(a.size)
x = Tensor(a)
x = reshape(x, new_shape, constant=True)
a = a.reshape(new_shape)
assert x.shape == a.shape, "Tensor.reshape failed"
assert_allclose(a, x.data), "Tensor.reshape failed"
def test_reshape_backward(a):
new_shape = gen_shape(a.size)
grad = np.arange(a.size).reshape(a.shape)
x = Tensor(a)
o = reshape(x, new_shape, constant=False)
o.backward(grad.reshape(new_shape))
assert x.grad.shape == grad.shape
assert_allclose(x.grad, grad)
def test_input_validation_matches_numpy():
try:
np.reshape(np.array(1), *(1, 1))
except Exception:
with pytest.raises(Exception):
reshape(Tensor(1), *(1, 1))