Ejemplo n.º 1
0
def main():
    env_c = fw_coll_env_c.FwCollisionEnv(dt=0.1,
                                         max_sim_time=30,
                                         done_dist=25,
                                         safety_dist=25,
                                         goal1=fw_coll_env_c.Point(200, 0, 0),
                                         goal2=fw_coll_env_c.Point(-200, 0, 0),
                                         time_warp=-1)

    avail_actions = fw_coll_env_c.FwAvailActions([15], [-12, 0, 12], [0])

    res_lims = np.array([[-200, -200, -np.pi, 0], [200, 200, np.pi, 0]])
    goal1_lims = np.array([[200, 0, 0], [200, 0, 0]])
    goal2_lims = np.array([[-200, 0, 0], [-200, 0, 0]])
    env = fw_coll_env.env.FwCollisionGymEnv(env_c, res_lims, res_lims,
                                            goal1_lims, goal2_lims,
                                            avail_actions)
    env.reset()

    while True:
        ac = np.array([0, 0, 0])
        obs, rew, done, info = env.step(ac)
        env.render()

        if done:
            env.reset()
Ejemplo n.º 2
0
def test_uhat() -> None:
    avail_v = [1, 2, 3]
    avail_w = [-1, 0, 1]
    avail_dz = [-1, 0, 1]
    avail = fw_coll_env_c.FwAvailActions(v=avail_v, w=avail_w, dz=avail_dz)

    uhat = fw_coll_env_c.Uhat(goal=fw_coll_env_c.Point(x=200, y=0, z=0),
                              dt=0.01,
                              avail_actions=avail)

    x0 = fw_coll_env_c.FwSingleState(p=fw_coll_env_c.Point(0, 0, 0), th=0)

    # pointing to the left of goal, should turn right
    x0.th = np.pi / 2
    ac = uhat.calc(x0)
    assert ac.w < 0
    assert ac.dz == 0

    # pointing to the right of goal, should turn right
    x0.th = -np.pi / 2
    ac = uhat.calc(x0)
    assert ac.w > 0
    assert ac.dz == 0

    # pickling
    pickle.loads(pickle.dumps(uhat))
Ejemplo n.º 3
0
def test_fw_dynamics_alt_rate() -> None:
    ac = FwSingleAction(v=0, w=0, dz=1)
    x = FwSingleState(p=fw_coll_env_c.Point(0, 0, 0), th=0)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 0, 0, 0, 1)

    ac = FwSingleAction(v=0, w=0, dz=-1)
    x = FwSingleState(p=fw_coll_env_c.Point(0, 0, 0), th=0)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 0, 0, 0, -1)
Ejemplo n.º 4
0
def test_fw_state() -> None:
    x1 = FwSingleState(p=fw_coll_env_c.Point(0, 1, 2), th=0)
    x2 = FwSingleState(p=fw_coll_env_c.Point(0, 1, 2), th=0)
    x = FwState(x1=x1, x2=x2)

    assert np.isclose(x.x1.p.dist(fw_coll_env_c.Point(0, 1, 2)), 0, atol=1e-9)
    assert np.isclose(x.x2.p.dist(fw_coll_env_c.Point(0, 1, 2)), 0, atol=1e-9)

    exp_np = np.array([0, 1, 0, 2, 0, 1, 0, 2])
    actual_np = np.asarray(x)
    assert np.allclose(exp_np, actual_np, atol=1e-9)
    assert np.allclose(x, FwState.from_numpy(exp_np), atol=1e-9)
Ejemplo n.º 5
0
def test_fw_single_state() -> None:
    x = FwSingleState(p=fw_coll_env_c.Point(1, 2, 3), th=-1)
    assert np.isclose(x.p.dist(fw_coll_env_c.Point(0, 1, 2)),
                      np.sqrt(3),
                      atol=1e-9)

    exp_np = np.array([1, 2, -1, 3])
    actual_np = np.asarray(x)
    assert np.allclose(exp_np, actual_np, atol=1e-9)
    assert np.allclose(x, FwSingleState.from_numpy(exp_np), atol=1e-9)
    assert x.th == -1

    x_unpickle = pickle.loads(pickle.dumps(x))
    assert x_unpickle == x
Ejemplo n.º 6
0
def test_rho() -> None:
    x1 = FwSingleState(p=fw_coll_env_c.Point(0, 0, 0), th=0)
    x2 = FwSingleState(p=fw_coll_env_c.Point(5, 0, 0), th=0)
    x = FwState(x1, x2)

    rho = fw_coll_env_c.Rho(safety_dist=5, max_val=25)
    assert rho(x) == 0

    x.x2.p.x = 300
    assert rho(x) == 25

    rho_unpickled = pickle.loads(pickle.dumps(rho))
    assert rho.safety_dist == rho_unpickled.safety_dist
    assert rho.max_val == rho_unpickled.max_val
Ejemplo n.º 7
0
def test_fw_dynamics_velocity() -> None:
    ac = FwSingleAction(v=1, w=0, dz=0)
    x = FwSingleState(p=fw_coll_env_c.Point(1, 0, 0), th=0)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 2, 0, 0, 0)

    x = FwSingleState(p=fw_coll_env_c.Point(1, 0, 0), th=np.pi)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 0, 0, np.pi, 0)

    x = FwSingleState(p=fw_coll_env_c.Point(1, 0, 0), th=np.pi / 2)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 1, 1, np.pi / 2, 0)

    x = FwSingleState(p=fw_coll_env_c.Point(1, 0, 0), th=-np.pi / 2)
    fw_coll_env_c.fw_dynamics(dt=1, ac=ac, x=x)
    check_state(x, 1, -1, -np.pi / 2, 0)