def test_variational_layer_call(nqubits):
original_backend = qibo.get_backend()
qibo.set_backend("custom")
theta = 2 * np.pi * np.random.random(nqubits)
c = Circuit(nqubits)
c.add((gates.RY(i, t) for i, t in enumerate(theta)))
c.add((gates.CZ(i, i + 1) for i in range(0, nqubits - 1, 2)))
target_state = c().numpy()
pairs = list((i, i + 1) for i in range(0, nqubits - 1, 2))
gate = gates.VariationalLayer(range(nqubits), pairs, gates.RY, gates.CZ,
theta)
final_state = gate(c._default_initial_state()).numpy()
np.testing.assert_allclose(target_state, final_state)
qibo.set_backend(original_backend)
def test_custom_circuit(backend):
"""Check consistency between Circuit and custom circuits"""
import tensorflow as tf
original_backend = qibo.get_backend()
qibo.set_backend(backend)
theta = 0.1234
c = Circuit(2)
c.add(gates.X(0))
c.add(gates.X(1))
c.add(gates.CZPow(0, 1, theta))
r1 = c.execute().numpy()
# custom circuit
def custom_circuit(initial_state, theta):
l1 = gates.X(0)(initial_state)
l2 = gates.X(1)(l1)
o = gates.CZPow(0, 1, theta)(l2)
return o
init2 = c._default_initial_state()
init3 = c._default_initial_state()
if backend != "custom":
init2 = tf.reshape(init2, (2, 2))
init3 = tf.reshape(init3, (2, 2))
r2 = custom_circuit(init2, theta).numpy().ravel()
np.testing.assert_allclose(r1, r2)
tf_custom_circuit = tf.function(custom_circuit)
if backend == "custom":
with pytest.raises(NotImplementedError):
r3 = tf_custom_circuit(init3, theta).numpy().ravel()
else:
r3 = tf_custom_circuit(init3, theta).numpy().ravel()
np.testing.assert_allclose(r2, r3)
qibo.set_backend(original_backend)