using artifical wind field
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@ -260,8 +260,9 @@ for ctxt_dim in [2, 4]:
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"ctxt_dim": ctxt_dim,
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'frame_skip': 4,
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'enable_wind': False,
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'enable_switching_goal': True,
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'enable_switching_goal': False,
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'enable_air': False,
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'enable_artifical_wind': True,
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}
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)
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@ -16,7 +16,7 @@ class MPWrapper(RawInterfaceWrapper):
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[False] * 7, # joints velocity
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[True] * 2, # position ball x, y
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[False] * 1, # position ball z
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# [False] * 3, # velocity ball x, y, z
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[True] * 3, # velocity ball x, y, z
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[True] * 2, # target landing position
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# [True] * 1, # time
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])
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@ -24,7 +24,9 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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def __init__(self, ctxt_dim: int = 4, frame_skip: int = 4,
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enable_switching_goal: bool = False,
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enable_wind: bool = False, enable_magnus: bool = False,
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enable_wind: bool = False,
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enable_artifical_wind: bool = False,
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enable_magnus: bool = False,
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enable_air: bool = False):
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utils.EzPickle.__init__(**locals())
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self._steps = 0
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@ -48,6 +50,10 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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self._enable_goal_switching = enable_switching_goal
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self._enable_artifical_wind = enable_artifical_wind
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self._artifical_force = 0.
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MujocoEnv.__init__(self,
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model_path=os.path.join(os.path.dirname(__file__), "assets", "xml", "table_tennis_env.xml"),
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frame_skip=frame_skip,
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@ -86,6 +92,7 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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unstable_simulation = False
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if self._enable_goal_switching:
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if self._steps == 99 and self.np_random.uniform(0, 1) < 0.5:
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new_goal_pos = self._generate_goal_pos(random=True)
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@ -95,6 +102,8 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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mujoco.mj_forward(self.model, self.data)
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for _ in range(self.frame_skip):
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if self._enable_artifical_wind:
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self.data.qfrc_applied[-2] = self._artifical_force
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try:
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self.do_simulation(action, 1)
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except Exception as e:
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@ -154,7 +163,7 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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def reset_model(self):
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self._steps = 0
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self._init_ball_state = self._generate_valid_init_ball(random_pos=True, random_vel=False)
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self._init_ball_state[2] = 1.85
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# self._init_ball_state[2] = 1.85
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self._goal_pos = self._generate_goal_pos(random=True)
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self.data.joint("tar_x").qpos = self._init_ball_state[0]
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self.data.joint("tar_y").qpos = self._init_ball_state[1]
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@ -163,6 +172,9 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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self.data.joint("tar_y").qvel = self._init_ball_state[4]
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self.data.joint("tar_z").qvel = self._init_ball_state[5]
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if self._enable_artifical_wind:
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self._artifical_force = self.np_random.uniform(low=-0.1, high=0.1)
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self.model.body_pos[5] = np.concatenate([self._goal_pos, [0.77]])
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self.data.qpos[:7] = np.array([0., 0., 0., 1.5, 0., 0., 1.5])
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@ -196,9 +208,9 @@ class TableTennisEnv(MujocoEnv, utils.EzPickle):
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self.data.joint("tar_x").qpos.copy(),
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self.data.joint("tar_y").qpos.copy(),
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self.data.joint("tar_z").qpos.copy(),
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# self.data.joint("tar_x").qvel.copy(),
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# self.data.joint("tar_y").qvel.copy(),
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# self.data.joint("tar_z").qvel.copy(),
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self.data.joint("tar_x").qvel.copy(),
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self.data.joint("tar_y").qvel.copy(),
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self.data.joint("tar_z").qvel.copy(),
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# self.data.body("target_ball").xvel.copy(),
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self._goal_pos.copy(),
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])
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@ -265,7 +277,7 @@ def plot_compare_trajs(traj1, traj2, title):
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plt.show()
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if __name__ == "__main__":
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env_air = TableTennisEnv(enable_air=True, enable_wind=False)
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env_air = TableTennisEnv(enable_air=False, enable_wind=False, enable_artifical_wind=True)
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env_no_air = TableTennisEnv(enable_air=False, enable_wind=False)
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for _ in range(10):
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obs1 = env_air.reset()
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@ -279,18 +291,17 @@ if __name__ == "__main__":
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# y_vel = []
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# z_vel = []
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for _ in range(2000):
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# env_air.render("human")
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env_air.render("human")
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obs1, reward1, done1, info1 = env_air.step(np.zeros(7))
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obs2, reward2, done2, info2 = env_no_air.step(np.zeros(7))
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# _, _, _, _ = env_no_air.step(np.zeros(7))
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# # _, _, _, _ = env_no_air.step(np.zeros(7))
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air_x_pos.append(env_air.data.joint("tar_z").qpos[0])
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no_air_x_pos.append(env_no_air.data.joint("tar_z").qpos[0])
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# z_pos.append(env.data.joint("tar_z").qpos[0])
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# x_vel.append(env.data.joint("tar_x").qvel[0])
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# y_vel.append(env.data.joint("tar_y").qvel[0])
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# z_vel.append(env.data.joint("tar_z").qvel[0])
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# print(reward)
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# # z_pos.append(env.data.joint("tar_z").qpos[0])
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# # x_vel.append(env.data.joint("tar_x").qvel[0])
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# # y_vel.append(env.data.joint("tar_y").qvel[0])
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# # z_vel.append(env.data.joint("tar_z").qvel[0])
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# # print(reward)
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if info1["num_steps"] == 150:
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# plot_ball_traj_2d(x_pos, y_pos)
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plot_compare_trajs(air_x_pos, no_air_x_pos, title="z_pos with/out air")
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plot_compare_trajs(air_x_pos, no_air_x_pos, title="z_pos with/out wind")
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break
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