fix gym/envs/bullet/cartpole_bullet.py (velocity hyperparameter still needs to be tuned)
add enjoy_pybullet_cartpole.py
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29
examples/pybullet/gym/enjoy_pybullet_cartpole.py
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29
examples/pybullet/gym/enjoy_pybullet_cartpole.py
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@@ -0,0 +1,29 @@
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import gym
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from baselines import deepq
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from envs.bullet.cartpole_bullet import CartPoleBulletEnv
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def main():
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env = gym.make('CartPoleBulletEnv-v0')
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act = deepq.load("cartpole_model.pkl")
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while True:
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obs, done = env.reset(), False
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print("obs")
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print(obs)
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print("type(obs)")
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print(type(obs))
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episode_rew = 0
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while not done:
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env.render()
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o = obs[None]
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aa = act(o)
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a = aa[0]
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obs, rew, done, _ = env.step(a)
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episode_rew += rew
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print("Episode reward", episode_rew)
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if __name__ == '__main__':
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main()
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@@ -25,7 +25,7 @@ class CartPoleBulletEnv(gym.Env):
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def __init__(self):
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# start the bullet physics server
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p.connect(p.GUI)
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# p.connect(p.DIRECT)
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#p.connect(p.DIRECT)
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observation_high = np.array([
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np.finfo(np.float32).max,
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np.finfo(np.float32).max,
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@@ -33,7 +33,7 @@ class CartPoleBulletEnv(gym.Env):
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np.finfo(np.float32).max])
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action_high = np.array([0.1])
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self.action_space = spaces.Box(-action_high, action_high)
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self.action_space = spaces.Discrete(5)
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self.observation_space = spaces.Box(-observation_high, observation_high)
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self.theta_threshold_radians = 1
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@@ -55,8 +55,11 @@ class CartPoleBulletEnv(gym.Env):
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# time.sleep(self.timeStep)
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self.state = p.getJointState(self.cartpole, 1)[0:2] + p.getJointState(self.cartpole, 0)[0:2]
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theta, theta_dot, x, x_dot = self.state
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force = action
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p.setJointMotorControl2(self.cartpole, 0, p.VELOCITY_CONTROL, targetVelocity=(action + self.state[3]))
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dv = 0.4
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deltav = [-2.*dv, -dv, 0, dv, 2.*dv][action]
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p.setJointMotorControl2(self.cartpole, 0, p.VELOCITY_CONTROL, targetVelocity=(deltav + self.state[3]))
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done = x < -self.x_threshold \
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or x > self.x_threshold \
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