def test_backup_with_ucb():
root = BanditNode()
state = FakeGameState()
root.expand(state)
children = root.child_nodes()
state.play(children[0].action)
children[0].expand(state)
children[0].child_nodes()[0].backup(-1)
children[0].child_nodes()[1].backup(1)
assert BanditNode.ucb_value(children[0], 1) == 0.8325546111576977
assert BanditNode.ucb_value(children[0].child_nodes()[0], 1) == (
0.17741002251547466)
assert BanditNode.ucb_value(children[0].child_nodes()[1], 1) == (
2.177410022515475)
def test_backup_with_ucb_explore():
root = UctNode(1)
state = FakeGameState()
root.expand(state)
children = root.child_nodes()
state.play(children[0].action)
children[0].expand(state)
children[0].child_nodes()[0].backup(1)
assert children[0].value() == -1
assert children[1].value() == float("inf")
assert children[0].child_nodes()[0].value() == 1
assert children[0].child_nodes()[1].value() == float("inf")
children[0].child_nodes()[1].backup(-1)
assert children[0].value() > 0
assert children[0].child_nodes()[0].value() > 1
assert children[0].child_nodes()[1].value() > -1
def test_backup_with_value():
root = BanditNode()
state = FakeGameState()
root.expand(state)
children = root.child_nodes()
state.play(children[0].action)
children[0].expand(state)
children[0].child_nodes()[0].backup(1)
assert children[0].value() == -1
assert children[1].value() == 0
assert children[0].child_nodes()[0].value() == 1
assert children[0].child_nodes()[1].value() == 0
children[0].child_nodes()[1].backup(-1)
assert children[0].value() == 0
assert children[0].child_nodes()[0].value() == 1
assert children[0].child_nodes()[1].value() == -1
def test_backup_with_value():
rave_moves = {0: [0]}
root = RaveNode(1, 300)
state = FakeGameState()
root.expand(state)
children = root.child_nodes()
state.play(children[0].action)
children[0].expand(state)
children[0].child_nodes()[0].backup(-1, rave_moves)
assert children[0].child_nodes()[0].rave_num_visits == 1
assert children[0].child_nodes()[1].rave_num_visits == 0
assert children[0].value() == 0.0033333333333332993
assert children[1].value() == INF
assert children[0].child_nodes()[0].value() == -1
assert children[0].child_nodes()[1].value() == INF
children[0].child_nodes()[1].backup(1, rave_moves)
assert children[0].child_nodes()[0].rave_num_visits == 2
assert children[0].child_nodes()[1].rave_num_visits == 0
assert children[0].value() == 0.8325546111576977
assert children[0].child_nodes()[0].value() == 1.1740766891821415
assert children[0].child_nodes()[1].value() == 1.1807433558488079
def test_backup():
rave_moves = {0: [0]}
root = RaveNode(1, 300)
state = FakeGameState()
RaveNode.enable_rave(state)
root.expand(state)
children = root.child_nodes()
state.play(children[0].action)
children[0].expand(state)
children[0].child_nodes()[0].backup(-1, rave_moves)
assert children[0].child_nodes()[0].avg_reward() == -1
assert children[0].child_nodes()[1].avg_reward() == 0
assert children[0].avg_reward() == 1
assert len(children[1].child_nodes()) == 0
assert children[1].avg_reward() == 0
children[0].child_nodes()[1].backup(1, rave_moves)
assert children[0].child_nodes()[0].avg_reward() == -1
assert children[0].child_nodes()[1].avg_reward() == 1
assert children[0].avg_reward() == 0
assert len(children[1].child_nodes()) == 0
assert children[1].avg_reward() == 0
def test_roll_out():
random.seed(0)
state = FakeGameState()
RaveNode.enable_rave(state)
patient = RaveAgent(random)
outcome = patient.roll_out(state, 0)
assert outcome['score'] == 2
assert len(outcome['rave_moves'][0]) == 2
outcome = patient.roll_out(state, 0)
assert outcome['score'] == -3
outcome = patient.roll_out(state, 0)
assert outcome['score'] == -3
outcome = patient.roll_out(state, 1)
assert outcome['score'] == -2
outcome = patient.roll_out(state, 1)
assert outcome['score'] == 3
outcome = patient.roll_out(state, 1)
assert outcome['score'] == 3
outcome = patient.roll_out(state, 1)
assert outcome['score'] == -2
def test_select_action(player):
player.select_action(FakeGameState(), time_allowed_s=0.001)