def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
reward, reachDist, pullDist = self.compute_reward(action, ob)
self.curr_path_length += 1
#info = self._get_info()
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
info = {
'reachDist': reachDist,
'goalDist': pullDist,
'epRew': reward,
'pickRew': None,
'success': float(pullDist <= 0.03)
}
info['goal'] = self._state_goal
return ob, reward, done, info
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward, reachRew, reachDist, pickRew, placeRew, placingDist, success = self.compute_reward(
action, obs_dict, mode=self.rewMode)
self.curr_path_length += 1
#info = self._get_info()
info = {
'reachDist': reachDist,
'pickRew': pickRew,
'epRew': reward,
'goalDist': placingDist,
'success': success
}
info['goal'] = self.goal
return ob, reward, False, info
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(
np.concatenate((self._state_goal, [self.stick_init_pos[-1]])))
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward, reachRew, reachDist, pickRew, pushRew, pushDist = self.compute_reward(
action, obs_dict, mode=self.rewMode)
self.curr_path_length += 1
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
info = {
'reachDist': reachDist,
'pickRew': pickRew,
'epRew': reward,
'goalDist': pushDist,
'success': float(pushDist <= 0.1 and reachDist <= 0.05)
}
info['goal'] = self.goal
return ob, reward, done, info
def step(self, action):
# self.set_xyz_action_rot(action[:7])
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward , reachRew, reachDist, pickRew, hammerRew , hammerDist, screwDist = self.compute_reward(action, obs_dict, mode = self.rewMode)
self.curr_path_length +=1
# return ob, reward, False, { 'reachRew':reachRew, 'reachDist': reachDist, 'pickRew':pickRew,
# 'hammerRew': hammerRew, 'epRew' : reward, 'hammerDist': hammerDist, 'screwDist': screwDist}
info = {'reachDist': reachDist, 'pickRew':pickRew, 'epRew' : reward, 'goalDist': screwDist, 'success': float(screwDist <= 0.05)}
info['goal'] = self.goal
done = (self.curr_path_length == self.max_path_length)
return ob, reward, done, info
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward, reachDist, pressDist = self.compute_reward(action, obs_dict)
self.curr_path_length += 1
info = {
'reachDist': reachDist,
'goalDist': pressDist,
'epRew': reward,
'pickRew': None,
'success': float(pressDist <= 0.04)
}
info['goal'] = self.goal
return ob, reward, False, info
def step(self, action):
# self.set_xyz_action_rot(action[:7])
if self.rotMode != 'quat':
assert self.rotMode == 'euler'
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward, reachRew, reachDist, pickRew, placeRew, placingDist = self.compute_reward(
action, obs_dict, mode=self.rewMode)
self.curr_path_length += 1
#info = self._get_info()
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
return ob, reward, done, {
'reachRew': reachRew,
'reachDist': reachDist,
'pickRew': pickRew,
'placeRew': placeRew,
'epRew': reward,
'placingDist': placingDist
}
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward , reachRew, reachDist, pushRew, pushDist, pickRew, placeRew , placingDist = self.compute_reward(action, obs_dict, mode=self.rewMode, task_type=self.task_type)
self.curr_path_length +=1
#info = self._get_info()
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
goal_dist = placingDist if self.task_type == 'pick_place' else pushDist
if self.task_type == 'reach':
success = float(reachDist <= 0.05)
else:
success = float(goal_dist <= 0.07)
info = {'reachDist': reachDist, 'pickRew':pickRew, 'epRew' : reward, 'goalDist': goal_dist, 'success': success}
info['goal'] = self._state_goal
return ob, reward, done, info
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
ob = None
ob = self._get_obs()
reward = self.compute_reward()
self.curr_path_length += 1
if self.curr_path_length == self.max_path_length:
self._reset_hand()
done = True
else:
done = False
return ob, reward, done, {
'pos': ob,
'hand': self.get_endeff_pos(),
'success': self.is_goal()
}
def step(self, action):
# self.set_xyz_action_rot(action[:7])
if self.rotMode == 'euler': #ee pos xyz control + xyz rotation by euler
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'horizontal_fixed' or self.rotMode == 'vertical_fixed':
self.set_xyz_action(action[:3]) #ee pos xyz control
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4]) #ee pos xyz control + z rotation
else:
self.set_xyz_action_rot(action[:7]) #ee pos xyz control + xyz rotation by quat? 불확실
# self.do_simulation([action[-1], -action[-1]]) #gripper 여닫는거인듯
self.do_simulation([action[-1], action[-1]]) #gripper 여닫는거인듯
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward = self.compute_reward(action, obs_dict, mode = self.rewMode)
self.curr_path_length +=1
#info = self._get_info()
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
return ob, reward, done, { 'reachRew':reachRew, 'reachDist': reachDist, 'pickRew':pickRew, 'placeRew': placeRew, 'epRew' : reward, 'placingDist': placingDist}
def step(self, action):
if self.rotMode == 'euler':
action_ = np.zeros(7)
action_[:3] = action[:3]
action_[3:] = euler2quat(action[3:6])
self.set_xyz_action_rot(action_)
elif self.rotMode == 'fixed':
self.set_xyz_action(action[:3])
elif self.rotMode == 'rotz':
self.set_xyz_action_rotz(action[:4])
else:
self.set_xyz_action_rot(action[:7])
self.do_simulation([action[-1], -action[-1]])
# The marker seems to get reset every time you do a simulation
self._set_goal_marker(self._state_goal)
ob = self._get_obs()
obs_dict = self._get_obs_dict()
reward, reachRew, reachDist, pickRew, placeRew, placingDist = self.compute_reward(
action, obs_dict, mode=self.rewMode)
if self.reward_delay > 1:
if self.count % self.reward_delay == 0:
self.obs_dict = self._get_obs_dict()
obs_dict = self.obs_dict
reward, _, _, _, _, _ = self.compute_reward(action,
obs_dict,
mode=self.rewMode)
self.count += 1
self.curr_path_length += 1
#info = self._get_info()
if self.curr_path_length == self.max_path_length:
done = True
else:
done = False
done = False
info = {
'reachDist': reachDist,
'pickRew': pickRew,
'epRew': reward,
'goalDist': placingDist,
'success': float(placingDist <= 0.08)
}
info['goal'] = self._state_goal
info['in_hand'] = info['success']
info['distance'] = info['goalDist']
return ob, reward, done, info