Merge pull request #38 from ALRhub/remove_mujoco
Replace mujoco_py bindings with new pybind11-based bindings
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@@ -185,4 +185,9 @@
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<motor ctrllimited="true" ctrlrange="-1.0 1.0" gear="2.0" joint="wam/palm_yaw_joint"/>
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</actuator>
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<sensor>
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<framelinvel name="init_ball_vel" objtype="site" objname="init_ball_pos" />
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</sensor>
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</mujoco>
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@@ -1,7 +1,6 @@
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import os
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from typing import Optional
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import mujoco_py.builder
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import numpy as np
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from gym import utils
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from gym.envs.mujoco import MujocoEnv
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@@ -51,9 +50,9 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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self.repeat_action = 2
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# TODO: If accessing IDs is easier in the (new) official mujoco bindings, remove this
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self.model = None
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self.site_id = lambda x: self.model.site_name2id(x)
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self.body_id = lambda x: self.model.body_name2id(x)
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self.geom_id = lambda x: self.model.geom_name2id(x)
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self.geom_id = lambda x: self._mujoco_bindings.mj_name2id(self.model,
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self._mujoco_bindings.mjtObj.mjOBJ_GEOM,
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x)
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# for reward calculation
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self.dists = []
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@@ -66,7 +65,7 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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self.ball_in_cup = False
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self.dist_ground_cup = -1 # distance floor to cup if first floor contact
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MujocoEnv.__init__(self, self.xml_path, frame_skip=1, mujoco_bindings="mujoco_py")
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MujocoEnv.__init__(self, model_path=self.xml_path, frame_skip=1, mujoco_bindings="mujoco")
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utils.EzPickle.__init__(self)
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@property
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@@ -101,13 +100,13 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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# TODO: Ask Max why we need to set the state twice.
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self.set_state(start_pos, init_vel)
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start_pos[7::] = self.data.site_xpos[self.site_id("init_ball_pos"), :].copy()
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start_pos[7::] = self.data.site("init_ball_pos").xpos.copy()
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self.set_state(start_pos, init_vel)
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xy = self.np_random.uniform(self._cup_pos_min, self._cup_pos_max)
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xyz = np.zeros(3)
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xyz[:2] = xy
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xyz[-1] = 0.840
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self.model.body_pos[self.body_id("cup_table")] = xyz
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self.model.body("cup_table").pos[:] = xyz
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return self._get_obs()
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def step(self, a):
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@@ -118,10 +117,10 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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self.do_simulation(applied_action, self.frame_skip)
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# self.reward_function.check_contacts(self.sim) # I assume this is not important?
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if self._steps < self.release_step:
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self.data.qpos[7::] = self.data.site_xpos[self.site_id("init_ball_pos"), :].copy()
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self.data.qvel[7::] = self.data.site_xvelp[self.site_id("init_ball_pos"), :].copy()
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self.data.qpos[7::] = self.data.site('init_ball_pos').xpos.copy()
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self.data.qvel[7::] = self.data.sensor('init_ball_vel').data.copy()
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crash = False
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except mujoco_py.builder.MujocoException:
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except Exception as e:
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crash = True
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ob = self._get_obs()
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@@ -146,18 +145,18 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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return ob, reward, done, infos
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def _get_obs(self):
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theta = self.data.qpos.flat[:7]
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theta_dot = self.data.qvel.flat[:7]
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ball_pos = self.data.get_body_xpos("ball").copy()
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cup_goal_diff_final = ball_pos - self.data.get_site_xpos("cup_goal_final_table").copy()
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cup_goal_diff_top = ball_pos - self.data.get_site_xpos("cup_goal_table").copy()
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theta = self.data.qpos.flat[:7].copy()
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theta_dot = self.data.qvel.flat[:7].copy()
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ball_pos = self.data.qpos.flat[7:].copy()
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cup_goal_diff_final = ball_pos - self.data.site("cup_goal_final_table").xpos.copy()
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cup_goal_diff_top = ball_pos - self.data.site("cup_goal_table").xpos.copy()
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return np.concatenate([
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np.cos(theta),
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np.sin(theta),
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theta_dot,
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cup_goal_diff_final,
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cup_goal_diff_top,
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self.model.body_pos[self.body_id("cup_table")][:2].copy(),
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self.model.body("cup_table").pos[:2].copy(),
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# [self._steps], # Use TimeAwareObservation Wrapper instead ....
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])
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@@ -166,10 +165,10 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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return super(BeerPongEnv, self).dt * self.repeat_action
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def _get_reward(self, action):
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goal_pos = self.data.get_site_xpos("cup_goal_table")
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ball_pos = self.data.get_body_xpos("ball")
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ball_vel = self.data.get_body_xvelp("ball")
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goal_final_pos = self.data.get_site_xpos("cup_goal_final_table")
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goal_pos = self.data.site("cup_goal_table").xpos
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goal_final_pos = self.data.site("cup_goal_final_table").xpos
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ball_pos = self.data.qpos.flat[7:].copy()
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ball_vel = self.data.qvel.flat[7:].copy()
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self._check_contacts()
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self.dists.append(np.linalg.norm(goal_pos - ball_pos))
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@@ -219,6 +218,7 @@ class BeerPongEnv(MujocoEnv, utils.EzPickle):
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return reward, infos
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def _check_contacts(self):
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#TODO proper contact detection using sensors?
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if not self.ball_table_contact:
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self.ball_table_contact = self._check_collision({self.geom_id("ball_geom")},
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{self.geom_id("table_contact_geom")})
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@@ -21,16 +21,16 @@ class MPWrapper(RawInterfaceWrapper):
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@property
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def current_pos(self) -> Union[float, int, np.ndarray, Tuple]:
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return self.env.data.qpos[0:7].copy()
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return self.data.qpos[0:7].copy()
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@property
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def current_vel(self) -> Union[float, int, np.ndarray, Tuple]:
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return self.env.data.qvel[0:7].copy()
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return self.data.qvel[0:7].copy()
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# TODO: Fix this
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def episode_callback(self, action: np.ndarray, mp) -> Tuple[np.ndarray, Union[np.ndarray, None]]:
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if mp.learn_tau:
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self.env.env.release_step = action[0] / self.env.dt # Tau value
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self.release_step = action[0] / self.dt # Tau value
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return action, None
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else:
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return action, None
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@@ -39,5 +39,5 @@ class MPWrapper(RawInterfaceWrapper):
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xyz = np.zeros(3)
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xyz[:2] = context
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xyz[-1] = 0.840
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self.env.env.model.body_pos[self.env.env.cup_table_id] = xyz
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return self.get_observation_from_step(self.env.env._get_obs())
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self.model.body_pos[self.cup_table_id] = xyz
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return self.get_observation_from_step(self.get_obs())
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