From dd123b30d7250e2f7339bdf556e1fc0e7ed660d3 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:17:00 -0700 Subject: [PATCH 01/39] re-merging baxter, sample meshes --- MujocoManip/__init__.py | 2 + MujocoManip/environments/baxter.py | 289 +++++++++++++++ MujocoManip/environments/baxter_lift.py | 153 ++++++++ MujocoManip/environments/baxter_stack.py | 218 ++++++++++++ .../gripper/left_two_finger_gripper.xml | 119 +++++++ .../models/assets/object/meshes/handles.stl | Bin 0 -> 17484 bytes .../models/assets/object/object_hole.xml | 20 ++ .../models/assets/object/object_pot.xml | 19 + .../models/assets/robot/baxter/debug.py | 7 + .../robot/baxter/meshes/base/PEDESTAL.STL | Bin 0 -> 501234 bytes .../meshes/base/pedestal_link_collision.STL | Bin 0 -> 10284 bytes .../electric_gripper_base.STL | Bin 0 -> 707984 bytes .../fingers/extended_narrow.STL | Bin 0 -> 2934384 bytes .../fingers/extended_wide.STL | Bin 0 -> 3528484 bytes .../fingers/half_round_tip.STL | Bin 0 -> 296484 bytes .../electric_gripper/fingers/paddle_tip.STL | Bin 0 -> 1428584 bytes .../assets/robot/baxter/meshes/head/H0.STL | Bin 0 -> 260834 bytes .../assets/robot/baxter/meshes/head/H1.STL | Bin 0 -> 174384 bytes .../robot/baxter/meshes/lower_elbow/E1.STL | Bin 0 -> 196634 bytes .../robot/baxter/meshes/lower_forearm/W1.STL | Bin 0 -> 180184 bytes .../robot/baxter/meshes/lower_shoulder/S1.STL | Bin 0 -> 168234 bytes .../robot/baxter/meshes/torso/base_link.STL | Bin 0 -> 464684 bytes .../meshes/torso/base_link_collision.STL | Bin 0 -> 458034 bytes .../robot/baxter/meshes/upper_elbow/E0.STL | Bin 0 -> 214984 bytes .../robot/baxter/meshes/upper_forearm/W0.STL | Bin 0 -> 344684 bytes .../robot/baxter/meshes/upper_shoulder/S0.STL | Bin 0 -> 402034 bytes .../assets/robot/baxter/meshes/wrist/W2.STL | Bin 0 -> 148434 bytes .../models/assets/robot/baxter/old.xml | 334 ++++++++++++++++++ .../models/assets/robot/baxter/robot.xml | 268 ++++++++++++++ .../assets/robot/baxter/robot_mocap.xml | 258 ++++++++++++++ .../models/assets/robot/baxter/robotbk.xml | 246 +++++++++++++ .../models/assets/robot/baxter/saved.xml | 268 ++++++++++++++ MujocoManip/models/base.py | 3 + MujocoManip/models/gripper.py | 30 ++ MujocoManip/models/mujoco_object.py | 6 +- MujocoManip/models/robot.py | 33 ++ MujocoManip/tests/test_baxter.py | 63 ++++ 37 files changed, 2335 insertions(+), 1 deletion(-) create mode 100644 MujocoManip/environments/baxter.py create mode 100644 MujocoManip/environments/baxter_lift.py create mode 100644 MujocoManip/environments/baxter_stack.py create mode 100644 MujocoManip/models/assets/gripper/left_two_finger_gripper.xml create mode 100644 MujocoManip/models/assets/object/meshes/handles.stl create mode 100644 MujocoManip/models/assets/object/object_hole.xml create mode 100644 MujocoManip/models/assets/object/object_pot.xml create mode 100644 MujocoManip/models/assets/robot/baxter/debug.py create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/base/PEDESTAL.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/base/pedestal_link_collision.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/electric_gripper_base.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/extended_narrow.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/extended_wide.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/half_round_tip.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/paddle_tip.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/head/H0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/head/H1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_elbow/E1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_forearm/W1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_shoulder/S1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/torso/base_link.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/torso/base_link_collision.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_elbow/E0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_forearm/W0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_shoulder/S0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/wrist/W2.STL create mode 100644 MujocoManip/models/assets/robot/baxter/old.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robot.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robot_mocap.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robotbk.xml create mode 100644 MujocoManip/models/assets/robot/baxter/saved.xml create mode 100644 MujocoManip/tests/test_baxter.py diff --git a/MujocoManip/__init__.py b/MujocoManip/__init__.py index 4bb452fc28..20328cda1f 100644 --- a/MujocoManip/__init__.py +++ b/MujocoManip/__init__.py @@ -1,4 +1,6 @@ from MujocoManip.environments.base import make from MujocoManip.environments.sawyer_stack import SawyerStackEnv +from MujocoManip.environments.baxter_stack import BaxterStackEnv from MujocoManip.environments.sawyer_lift import SawyerLiftEnv +from MujocoManip.environments.baxter_lift import BaxterLiftEnv from MujocoManip.wrappers import DataCollector diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py new file mode 100644 index 0000000000..4b43ed266d --- /dev/null +++ b/MujocoManip/environments/baxter.py @@ -0,0 +1,289 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.environments.base import MujocoEnv +from MujocoManip.models import BaxterRobot, gripper_factory +import MujocoManip.miscellaneous.utils as U + + +class BaxterEnv(MujocoEnv): + + def __init__(self, + gripper_right=None, + gripper_left=None, + use_eef_ctrl=False, + gripper_visualization=False, + **kwargs): + self.has_gripper_right = not (gripper_right is None) + self.has_gripper_left = not (gripper_left is None) + self.gripper_right_name = gripper_right + self.gripper_left_name = gripper_left + self.use_eef_ctrl = use_eef_ctrl + self.gripper_visualization = gripper_visualization + super().__init__(**kwargs) + + # setup mocap stuff if necessary + if self.use_eef_ctrl: + self._setup_mocap() + + def _setup_mocap(self): + U.mjpy_reset_mocap_welds(self.sim) + self.sim.forward() + + # Move end effectors into position. + gripper_target = self.sim.data.get_body_xpos('right_hand') + gripper_rotation = self.sim.data.get_body_xquat('right_hand') + + self.sim.data.set_mocap_pos('mocap', gripper_target) + self.sim.data.set_mocap_quat('mocap', gripper_rotation) + + for _ in range(10): + self.sim.step() + + def _load_model(self): + super()._load_model() + self.mujoco_robot = BaxterRobot(use_eef_ctrl=self.use_eef_ctrl) + if self.has_gripper_right: + self.gripper_right = gripper_factory(self.gripper_right_name) + if not self.gripper_visualization: + self.gripper_right.hide_visualization() + self.mujoco_robot.add_gripper('right_hand', self.gripper_right) + + if self.has_gripper_left: + self.gripper_left = gripper_factory(self.gripper_left_name) + if not self.gripper_visualization: + self.gripper_left.hide_visualization() + self.mujoco_robot.add_gripper('left_hand', self.gripper_left) + + def _reset_internal(self): + super()._reset_internal() + self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + + if self.has_gripper_right: + self.sim.data.qpos[self._ref_joint_gripper_right_actuator_indexes] = self.gripper_right.init_qpos + if self.has_gripper_left: + self.sim.data.qpos[self._ref_joint_gripper_left_actuator_indexes] = self.gripper_left.init_qpos + + def _get_reference(self): + super()._get_reference() + # indices for joints in qpos, qvel + self.robot_joints = list(self.mujoco_robot.joints) + self._ref_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.robot_joints] + self._ref_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.robot_joints] + + # indices for grippers in qpos, qvel + print(self.has_gripper_left, self.has_gripper_right) + if self.has_gripper_left: + self.gripper_left_joints = list(self.gripper_left.joints) + self._ref_gripper_left_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_left_joints] + self._ref_gripper_left_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_left_joints] + + if self.has_gripper_right: + self.gripper_right_joints = list(self.gripper_right.joints) + self._ref_gripper_right_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_right_joints] + self._ref_gripper_right_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_right_joints] + + # indices for joint pos actuation, joint vel actuation, gripper actuation + self._ref_joint_pos_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("pos")] + + self._ref_joint_vel_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("vel")] + + if self.has_gripper_left: + self._ref_joint_gripper_left_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("gripper_l")] + + if self.has_gripper_right: + self._ref_joint_gripper_right_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("gripper_r")] + + # IDs of sites for gripper visualization + self.eef_site_id = self.sim.model.site_name2id('grip_site') + self.eef_cylinder_id = self.sim.model.site_name2id('grip_site_cylinder') + + # Note: Overrides super + def _pre_action(self, action): + if self.use_eef_ctrl: + # assert len(action) == 5 + assert len(action) == 9 + action = action.copy() # ensure that we don't change the action outside of this scope + + pos_ctrl, rot_ctrl, gripper_ctrl = action[:3], action[3:7], action[7:] + + # TODO (Ajay): Are we only supporting eef control with two-finger gripper? + assert gripper_ctrl.shape == (2,) + action = np.concatenate([pos_ctrl, rot_ctrl, gripper_ctrl]) + + # Apply action to simulation. + U.mjpy_ctrl_set_action(self.sim, action) + U.mjpy_mocap_set_action(self.sim, action) + + # gravity compensation + self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + + else: + action = np.clip(action, -1, 1) + last = self.mujoco_robot.dof + arm_action = action[:last] + if self.has_gripper_right: + gripper_right_action_in = action[last:last+self.gripper_right.dof] + gripper_right_action_actual = self.gripper_right.format_action(gripper_right_action_in) + arm_action = np.concatenate([arm_action, gripper_right_action_actual]) + last = last + self.gripper_right.dof + if self.has_gripper_left: + gripper_left_action_in = action[last:last+self.gripper_left.dof] + gripper_left_action_actual = self.gripper_left.format_action(gripper_left_action_in) + arm_action = np.concatenate([arm_action, gripper_left_action_actual]) + action = arm_action + + # rescale normalized action to control ranges + ctrl_range = self.sim.model.actuator_ctrlrange + bias = 0.5 * (ctrl_range[:,1] + ctrl_range[:,0]) + weight = 0.5 * (ctrl_range[:,1] - ctrl_range[:,0]) + applied_action = bias + weight * action + self.sim.data.ctrl[:] = applied_action + + # gravity compensation + self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + + def _post_action(self, action): + ret = super()._post_action(action) + self._gripper_visualization() + return ret + + def _get_observation(self): + di = super()._get_observation() + # proprioceptive features + di['joint_pos'] = np.array([self.sim.data.qpos[x] for x in self._ref_joint_pos_indexes]) + di['joint_vel'] = np.array([self.sim.data.qvel[x] for x in self._ref_joint_vel_indexes]) + if self.has_gripper_right: + di['gripper_pos'] = [self.sim.data.qpos[x] for x in self._ref_gripper_right_joint_pos_indexes] + di['gripper_vel'] = [self.sim.data.qvel[x] for x in self._ref_gripper_right_joint_vel_indexes] + return di + + @property + def dof(self): + if self.use_eef_ctrl: + # 3 for position and 4 for rotation + dof = 7 + else: + dof = self.mujoco_robot.dof + if self.has_gripper_left: + dof += self.gripper_left.dof + if self.has_gripper_right: + dof += self.gripper_right.dof + return dof + + def pose_in_base_from_name(self, name): + """ + A helper function that takes in a named data field and returns the pose of that + object in the base frame. + """ + + pos_in_world = self.sim.data.get_body_xpos(name) + rot_in_world = self.sim.data.get_body_xmat(name).reshape((3, 3)) + pose_in_world = U.make_pose(pos_in_world, rot_in_world) + + base_pos_in_world = self.sim.data.get_body_xpos('base') + base_rot_in_world = self.sim.data.get_body_xmat('base').reshape((3, 3)) + base_pose_in_world = U.make_pose(base_pos_in_world, base_rot_in_world) + world_pose_in_base = U.pose_inv(base_pose_in_world) + + pose_in_base = U.pose_in_A_to_pose_in_B(pose_in_world, world_pose_in_base) + return pose_in_base + + def set_robot_joint_positions(self, jpos): + """ + Helper method to force robot joint positions to the passed values. + """ + self.sim.data.qpos[self._ref_joint_pos_indexes] = jpos + self.sim.forward() + + @property + def action_space(self): + low = np.ones(self.dof) * -1. + high = np.ones(self.dof) * 1. + return low, high + + @property + def _right_hand_joint_cartesian_pose(self): + """ + Returns the cartesian pose of the last robot joint in base frame of robot. + """ + return self.pose_in_base_from_name('right_l6') + + @property + def _right_hand_pose(self): + """ + Returns eef pose in base frame of robot. + """ + return self.pose_in_base_from_name('right_hand') + + @property + def _right_hand_total_velocity(self): + """ + Returns the total eef velocity (linear + angular) in the base frame as a numpy + array of shape (6,) + """ + + # Use jacobian to translate joint velocities to end effector velocities. + Jp = self.sim.data.get_body_jacp('right_hand').reshape((3, -1)) + Jp_joint = Jp[:, self._ref_joint_vel_indexes] + + Jr = self.sim.data.get_body_jacr('right_hand').reshape((3, -1)) + Jr_joint = Jr[:, self._ref_joint_vel_indexes] + + eef_lin_vel = Jp_joint.dot(self._joint_velocities) + eef_rot_vel = Jr_joint.dot(self._joint_velocities) + return np.concatenate([eef_lin_vel, eef_rot_vel]) + + @property + def _right_hand_pos(self): + """ + Returns position of eef in base frame of robot. + """ + eef_pose_in_base = self._right_hand_pose + return eef_pose_in_base[:3, 3] + + @property + def _right_hand_orn(self): + """ + Returns orientation of eef in base frame of robot as a rotation matrix. + """ + eef_pose_in_base = self._right_hand_pose + return eef_pose_in_base[:3, :3] + + @property + def _right_hand_vel(self): + """ + Returns velocity of eef in base frame of robot. + """ + return self._right_hand_total_velocity[:3] + + @property + def _right_hand_ang_vel(self): + """ + Returns angular velocity of eef in base frame of robot. + """ + return self._right_hand_total_velocity[3:] + + @property + def _joint_positions(self): + return self.sim.data.qpos[self._ref_joint_pos_indexes] + + @property + def _joint_velocities(self): + return self.sim.data.qvel[self._ref_joint_vel_indexes] + + def _gripper_visualization(self): + """ + Do any needed visualization here. + """ + # By default, don't do any coloring. + self.sim.model.site_rgba[self.eef_site_id] = [0., 0., 0., 0.] + + def _check_contact(self): + """ + Returns True if the gripper is in contact with another object. + """ + return False diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py new file mode 100644 index 0000000000..8e2c94c24a --- /dev/null +++ b/MujocoManip/environments/baxter_lift.py @@ -0,0 +1,153 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.miscellaneous import RandomizationError +from MujocoManip.environments.baxter import BaxterEnv +from MujocoManip.models import * +from MujocoManip.models.model_util import xml_path_completion + + +class BaxterLiftEnv(BaxterEnv): + + def __init__(self, + gripper_type='TwoFingerGripper', + use_eef_ctrl=False, + table_size=(0.8, 0.8, 0.8), + table_friction=None, + use_camera_obs=True, + use_object_obs=True, + camera_name='frontview', + reward_shaping=False, + gripper_visualization=False, + **kwargs): + """ + @gripper_type, string that specifies the gripper type + @use_eef_ctrl, position controller or default joint controllder + @table_size, full dimension of the table + @table_friction, friction parameters of the table + @use_camera_obs, using camera observations + @use_object_obs, using object physics states + @camera_name, name of camera to be rendered + @camera_height, height of camera observation + @camera_width, width of camera observation + @camera_depth, rendering depth + @reward_shaping, using a shaping reward + """ + # initialize objects of interest + cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], + size_max=[0.025, 0.025, 0.025]) + pot = DefaultPotObject() + #pot = cube + self.mujoco_objects = OrderedDict([('pot', pot)]) + + # settings for table top + self.table_size = table_size + self.table_friction = table_friction + + # whether to use ground-truth object states + self.use_object_obs = use_object_obs + + # whether to show visual aid about where is the gripper + self.gripper_visualization = gripper_visualization + + # reward configuration + self.reward_shaping = reward_shaping + + super().__init__(gripper_left='LeftTwoFingerGripper', + gripper_right='TwoFingerGripper', + use_eef_ctrl=use_eef_ctrl, + use_camera_obs=use_camera_obs, + camera_name=camera_name, + gripper_visualization=gripper_visualization, + **kwargs) + + def _load_model(self): + super()._load_model() + self.mujoco_robot.set_base_xpos([0,0,0]) + + # load model for table top workspace + self.mujoco_arena = TableArena(full_size=self.table_size, + friction=self.table_friction) + + # The sawyer robot has a pedestal, we want to align it with the table + self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + + # task includes arena, robot, and objects of interest + self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model.place_objects() + + def _get_reference(self): + super()._get_reference() + self.cube_body_id = self.sim.model.body_name2id('pot') + + def _reset_internal(self): + super()._reset_internal() + # inherited class should reset positions of objects + self.model.place_objects() + + def reward(self, action): + reward = 0 + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + + # cube is higher than the table top above a margin + if cube_height > table_height + 0.10: + reward = 1.0 + + # use a shaping reward + if self.reward_shaping: + # reaching reward + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + dist = np.linalg.norm(gripper_site_pos - cube_pos) + reaching_reward = 1 - np.tanh(10.0 * dist) + reward += reaching_reward + + return reward + + def _get_observation(self): + di = super()._get_observation() + # camera observations + if self.use_camera_obs: + camera_obs = self.sim.render(camera_name=self.camera_name, + width=self.camera_width, + height=self.camera_height, + depth=self.camera_depth) + if self.camera_depth: + di['image'], di['depth'] = camera_obs + else: + di['image'] = camera_obs + + # low-level object information + if self.use_object_obs: + # position and rotation of object + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + cube_quat = self.sim.data.body_xquat[self.cube_body_id] + di['cube_pos'] = cube_pos + di['cube_quat'] = cube_quat + + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + di['gripper_to_cube'] = gripper_site_pos - cube_pos + + return di + + def _check_contact(self): + """ + Returns True if gripper is in contact with an object. + """ + collision = False + contact_geoms = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() + for contact in self.sim.data.contact[:self.sim.data.ncon]: + if self.sim.model.geom_id2name(contact.geom1) in contact_geoms or \ + self.sim.model.geom_id2name(contact.geom2) in contact_geoms: + collision = True + break + return collision + + def _check_terminated(self): + """ + Returns True if task is successfully completed + """ + # cube is higher than the table top above a margin + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + return (cube_height > table_height + 0.10) diff --git a/MujocoManip/environments/baxter_stack.py b/MujocoManip/environments/baxter_stack.py new file mode 100644 index 0000000000..55f7241772 --- /dev/null +++ b/MujocoManip/environments/baxter_stack.py @@ -0,0 +1,218 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.miscellaneous import RandomizationError +from MujocoManip.environments.baxter import BaxterEnv +from MujocoManip.models import * + + +class BaxterStackEnv(BaxterEnv): + + def __init__(self, + gripper_type='TwoFingerGripper', + use_eef_ctrl=False, + table_size=(0.8, 0.8, 0.8), + table_friction=None, + use_camera_obs=True, + use_object_obs=True, + camera_name='frontview', + reward_shaping=False, + gripper_visualization=False, + **kwargs): + """ + @gripper_type, string that specifies the gripper type + @use_eef_ctrl, position controller or default joint controllder + @table_size, full dimension of the table + @table_friction, friction parameters of the table + @use_camera_obs, using camera observations + @use_object_obs, using object physics states + @camera_name, name of camera to be rendered + @camera_height, height of camera observation + @camera_width, width of camera observation + @camera_depth, rendering depth + @reward_shaping, using a shaping reward + @gripper_visualization: visualizing gripper site + """ + # initialize objects of interest + cubeA = RandomBoxObject(size_min=[0.02, 0.02, 0.02], + size_max=[0.02, 0.02, 0.02]) + cubeB = RandomBoxObject(size_min=[0.025, 0.025, 0.025], + size_max=[0.025, 0.025, 0.025]) + self.mujoco_objects = OrderedDict([ + ('cubeA', cubeA), + ('cubeB', cubeB) + ]) + self.n_objects = len(self.mujoco_objects) + + # settings for table top + self.table_size = table_size + self.table_friction = table_friction + + # whether to show visual aid about where is the gripper + self.gripper_visualization = gripper_visualization + + # whether to use ground-truth object states + self.use_object_obs = use_object_obs + + super().__init__(gripper_left='LeftTwoFingerGripper', + gripper_right='TwoFingerGripper', + use_eef_ctrl=use_eef_ctrl, + use_camera_obs=use_camera_obs, + camera_name=camera_name, + gripper_visualization=gripper_visualization, + **kwargs) + + # reward configuration + self.reward_shaping = reward_shaping + + # information of objects + # self.object_names = [o['object_name'] for o in self.object_metadata] + self.object_names = list(self.mujoco_objects.keys()) + self.object_site_ids = [self.sim.model.site_name2id(ob_name) for ob_name in self.object_names] + + # id of grippers for contact checking + self.finger_names = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() + + # self.sim.data.contact # list, geom1, geom2 + self.collision_check_geom_names = self.sim.model._geom_name2id.keys() + self.collision_check_geom_ids = [self.sim.model._geom_name2id[k] for k in self.collision_check_geom_names] + + def _load_model(self): + super()._load_model() + self.mujoco_robot.set_base_xpos([0,0,0]) + + # load model for table top workspace + self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) + + # The sawyer robot has a pedestal, we want to align it with the table + self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + + # task includes arena, robot, and objects of interest + self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model.place_objects() + + def _get_reference(self): + super()._get_reference() + self.cubeA_body_id = self.sim.model.body_name2id('cubeA') + self.cubeB_body_id = self.sim.model.body_name2id('cubeB') + + def _reset_internal(self): + super()._reset_internal() + # inherited class should reset positions of objects + self.model.place_objects() + + def reward(self, action): + r_reach, r_lift, r_stack = self.staged_rewards() + if self.reward_shaping: + reward = max(r_reach, r_lift, r_stack) + else: + reward = 1.0 if r_stack > 0 else 0.0 + return reward + + def staged_rewards(self): + """ + Returns staged rewards based on current physical states + """ + # reaching is successful when the gripper site is close to + # the center of the cube + cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + dist = np.linalg.norm(gripper_site_pos - cubeA_pos) + r_reach = 1 - np.tanh(10.0 * dist) + + # lifting is successful when the cube is above the table top + # by a margin + cubeA_height = cubeA_pos[2] + table_height = self.table_size[2] + r_lift = 1.0 if cubeA_height > table_height + 0.045 else 0.0 + + # stacking is successful when the block is lifted and + # the gripper is not holding the object + r_stack = 0 + if r_reach < 0.6 and r_lift > 0: + r_stack = 2.0 + + # print("reach: %.2f lift: %.2f stack: %.2f final: %.2f"% + # (r_reach, r_lift, r_stack, max(r_reach, r_lift, r_stack))) + return (r_reach, r_lift, r_stack) + + def _get_observation(self): + """ + Adds hand_position, hand_velocity or + (current_position, current_velocity, target_velocity) of all targets + """ + di = super()._get_observation() + if self.use_camera_obs: + camera_obs = self.sim.render(camera_name=self.camera_name, + width=self.camera_width, + height=self.camera_height, + depth=self.camera_depth) + if self.camera_depth: + di['image'], di['depth'] = camera_obs + else: + di['image'] = camera_obs + + # low-level object information + if self.use_object_obs: + # position and rotation of the first cube + cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] + cubeA_quat = self.sim.data.body_xquat[self.cubeA_body_id] + di['cubeA_pos'] = cubeA_pos + di['cubeA_quat'] = cubeA_quat + + # position and rotation of the second cube + cubeB_pos = self.sim.data.body_xpos[self.cubeB_body_id] + cubeB_quat = self.sim.data.body_xquat[self.cubeB_body_id] + di['cubeB_pos'] = cubeB_pos + di['cubeB_quat'] = cubeB_quat + + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + di['gripper_to_cubeA'] = gripper_site_pos - cubeA_pos + di['gripper_to_cubeB'] = gripper_site_pos - cubeB_pos + di['cubeA_to_cubeB'] = cubeA_pos - cubeB_pos + + return di + + def _check_contact(self): + """ + Returns True if gripper is in contact with an object. + """ + collision = False + for contact in self.sim.data.contact[:self.sim.data.ncon]: + if self.sim.model.geom_id2name(contact.geom1) in self.finger_names or \ + self.sim.model.geom_id2name(contact.geom2) in self.finger_names: + collision = True + break + return collision + + def _check_terminated(self): + """ + Returns True if task is successfully completed + """ + r_reach, r_lift, r_stack = self.staged_rewards() + return r_stack > 0 + + def _gripper_visualization(self): + """ + Do any needed visualization here. Overrides superclass implementations. + """ + # color the gripper site appropriately based on distance to nearest object + if self.gripper_visualization: + # find closest object + square_dist = lambda x : np.sum(np.square(x - self.sim.data.get_site_xpos('grip_site'))) + dists = np.array(list(map(square_dist, self.sim.data.site_xpos))) + dists[self.eef_site_id] = np.inf # make sure we don't pick the same site + dists[self.eef_cylinder_id] = np.inf + ob_dists = dists[self.object_site_ids] # filter out object sites we care about + min_dist = np.min(ob_dists) + ob_id = np.argmin(ob_dists) + ob_name = self.object_names[ob_id] + + # set RGBA for the EEF site here + max_dist = 0.1 + scaled = (1.0 - min(min_dist / max_dist, 1.)) ** 15 + rgba = np.zeros(4) + rgba[0] = 1 - scaled + rgba[1] = scaled + rgba[3] = 0.5 + + self.sim.model.site_rgba[self.eef_site_id] = rgba diff --git a/MujocoManip/models/assets/gripper/left_two_finger_gripper.xml 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml new file mode 100644 index 0000000000..ea141f97f1 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -0,0 +1,268 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robot_mocap.xml b/MujocoManip/models/assets/robot/baxter/robot_mocap.xml new file mode 100644 index 0000000000..a66b2c86f4 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robot_mocap.xml @@ -0,0 +1,258 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robotbk.xml b/MujocoManip/models/assets/robot/baxter/robotbk.xml new file mode 100644 index 0000000000..b3b2ff46e3 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robotbk.xml @@ -0,0 +1,246 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/saved.xml b/MujocoManip/models/assets/robot/baxter/saved.xml new file mode 100644 index 0000000000..951648be5f --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/saved.xml @@ -0,0 +1,268 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/base.py b/MujocoManip/models/base.py index bc5f3538b3..7df5788e8d 100644 --- a/MujocoManip/models/base.py +++ b/MujocoManip/models/base.py @@ -30,6 +30,7 @@ def __init__(self, fname): self.asset = self.create_default_element('asset') self.equality = self.create_default_element('equality') self.contact = self.create_default_element('contact') + self.default = self.create_default_element('default') self.resolve_asset_dependency() def resolve_asset_dependency(self): @@ -74,6 +75,8 @@ def merge(self, other, merge_body=True): self.equality.append(one_equality) for one_contact in other.contact: self.contact.append(one_contact) + for one_default in other.default: + self.default.append(one_default) # self.config.append(other.config) def get_model(self, mode='dm_control'): diff --git a/MujocoManip/models/gripper.py b/MujocoManip/models/gripper.py index 0096fa3205..285e2109b5 100644 --- a/MujocoManip/models/gripper.py +++ b/MujocoManip/models/gripper.py @@ -90,6 +90,34 @@ def visualization_sites(self): def contact_geoms(self): return ["r_finger_g0", "r_finger_g1", "l_finger_g0", "l_finger_g1", "r_fingertip_g0", "l_fingertip_g0"] + +class LeftTwoFingerGripper(MujocoGripper): + def __init__(self): + super().__init__(xml_path_completion('gripper/left_two_finger_gripper.xml')) + + def format_action(self, action): + return action + # return np.array([-1 * action, 1 * action]) + + @property + def init_qpos(self): + return np.array([0.020833, -0.020833]) + + @property + def joints(self): + return ['l_gripper_l_finger_joint', 'l_gripper_r_finger_joint'] + + @property + def dof(self): + return 2 + + def visualization_sites(self): + return ['l_g_grip_site', 'l_g_grip_site_cylinder'] + + def contact_geoms(self): + return ["l_g_r_finger_g0", "l_g_r_finger_g1", "l_g_l_finger_g0", "l_g_l_finger_g1", "l_g_r_fingertip_g0", "l_fingertip_g0"] + + class PR2Gripper(MujocoGripper): def __init__(self): super().__init__(xml_path_completion('gripper/pr2_gripper.xml')) @@ -194,6 +222,8 @@ def gripper_factory(name): """Genreator for grippers""" if name == "TwoFingerGripper": return TwoFingerGripper() + if name == "LeftTwoFingerGripper": + return LeftTwoFingerGripper() if name == "PR2Gripper": return PR2Gripper() if name == "RobotiqGripper": diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index 28b1044ccd..fb6db0cf0e 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -109,7 +109,7 @@ def get_collision(self, name=None, site=False): collision = copy.deepcopy(self.worldbody.find("./body[@name='collision']")) collision.attrib.pop('name') if name is not None: - collision.attrib.set('name', name) + collision.attrib['name'] = name #.set('name', name) if site: # add a site as well template = self.get_site_attrib_template() @@ -131,6 +131,10 @@ def get_visual(self, name=None, site=False): visual.append(ET.Element('site', attrib=template)) return visual +class DefaultPotObject(MujocoXMLObject): + def __init__(self): + super().__init__(xml_path_completion('object/object_pot.xml')) + class DefaultBoxObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_box.xml')) diff --git a/MujocoManip/models/robot.py b/MujocoManip/models/robot.py index 27ab25b8a3..207c28230a 100644 --- a/MujocoManip/models/robot.py +++ b/MujocoManip/models/robot.py @@ -87,3 +87,36 @@ def joints(self): @property def init_qpos(self): return np.array([0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161]) + + +class BaxterRobot(MujocoRobot): + + def __init__(self, use_eef_ctrl=False): + if use_eef_ctrl: + super().__init__(xml_path_completion('robot/baxter/robot_mocap.xml')) + else: + super().__init__(xml_path_completion('robot/baxter/robot.xml')) + + # TODO: fix me to the correct value + self.bottom_offset = np.array([0, 0, -0.913]) + self.left_hand = self.worldbody.find(".//body[@name='left_hand']") + + def set_base_xpos(self, pos): + """place the robot on position @pos""" + node = self.worldbody.find("./body[@name='base']") + node.set('pos', array_to_string(pos - self.bottom_offset)) + + @property + def dof(self): + return 14 + + @property + def joints(self): + out = [] + for s in ['left_', 'right_']: + out.extend(s+a for a in ['s0', 's1', 'e0', 'e1', 'w0', 'w1', 'w2']) + return out + + @property + def init_qpos(self): + return np.array([0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161]*2) diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py new file mode 100644 index 0000000000..9e1f850444 --- /dev/null +++ b/MujocoManip/tests/test_baxter.py @@ -0,0 +1,63 @@ +from MujocoManip import * +import numpy as np +import time +from PIL import Image +from IPython import embed + +from MujocoManip.models import * +from MujocoManip.wrappers import DataCollector + +if __name__ == '__main__': + + # a test case: do completely random actions at each time step + #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) + env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) + + obs = env.reset() + # rotate the gripper so we can see it easily + env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + + dof = env.dof + print('action space', env.action_space) + print('Obs: {}'.format(len(obs))) + print('DOF: {}'.format(dof)) + env.render() + + while True: + obs = env.reset() + + # rotate the gripper so we can see it easily + env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + x = '''2.91920070e-01 -1.22491293e-01 1.42221222e-01 1.51313508e+00 + 3.77805864e-03 3.13180972e-01 -2.60466116e-03 -7.69950644e-02 + -5.73647796e-01 2.45595288e-02 1.44862989e+00 5.72186995e-03 + 3.07283274e-01 1.40614882e-03''' + x = list(map(float, x.split())) + env.set_robot_joint_positions(x) + # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + + + for i in range(100000): + + action = 0.5 * np.random.randn(dof) + action = np.zeros(9) + action[0] = i/100000.*100 + action[1] = i/100000.*100 + action[2] = -i/100000.*100 + action = np.zeros(dof) + #action[:3] = -np.array(list(map(float,env.model.objects[0].get('pos').split()))) + print(action[0]) + obs, reward, done, info = env.step(action) + env.render() + #print(env.sim, dir(env.sim)) + #print(env.sim.data.qpos) + print(env.model.objects[0].get('pos')) + + if i % 100 == 0: + print(i) + # break + + if done: + print('done: {}'.format(reward)) + break + From 19822b423cc7c988487511f4485ee02bcfaec773 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:38:44 -0700 Subject: [PATCH 06/39] fixing gripper mesh on baxter --- MujocoManip/models/assets/robot/baxter/robot.xml | 3 --- 1 file changed, 3 deletions(-) diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index ea141f97f1..3ce5d388ee 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -15,9 +15,6 @@ - - - From 6633642f9a3fcbe0ab63fb5d98ad131165edb0ee Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:40:45 -0700 Subject: [PATCH 07/39] removing second ground --- MujocoManip/models/assets/robot/baxter/robot.xml | 1 - 1 file changed, 1 deletion(-) diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index 3ce5d388ee..7c4badd56c 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -42,7 +42,6 @@ - From 98c9a0f4648f631a264be3e2a6a98492f2b0d99a Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:44:00 -0700 Subject: [PATCH 08/39] fixing table offset --- MujocoManip/environments/baxter_lift.py | 2 +- MujocoManip/environments/baxter_stack.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 8e2c94c24a..47c8eaebfe 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -69,7 +69,7 @@ def _load_model(self): friction=self.table_friction) # The sawyer robot has a pedestal, we want to align it with the table - self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) # task includes arena, robot, and objects of interest self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) diff --git a/MujocoManip/environments/baxter_stack.py b/MujocoManip/environments/baxter_stack.py index 55f7241772..4c4c8c7da1 100644 --- a/MujocoManip/environments/baxter_stack.py +++ b/MujocoManip/environments/baxter_stack.py @@ -84,7 +84,7 @@ def _load_model(self): self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) # The sawyer robot has a pedestal, we want to align it with the table - self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) # task includes arena, robot, and objects of interest self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) From 171e7f1dafde71ba37e590b1c060992a51012ca8 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Sun, 22 Apr 2018 13:46:21 -0700 Subject: [PATCH 09/39] adding baxter environments, about to rebase --- MujocoManip/__init__.py | 1 + MujocoManip/environments/baxter_hole.py | 180 ++++++++++++++++++ MujocoManip/environments/baxter_lift.py | 1 + .../models/assets/object/object_hole.xml | 22 ++- MujocoManip/models/mujoco_object.py | 4 + MujocoManip/models/robot.py | 5 +- MujocoManip/tests/test_baxter.py | 23 ++- 7 files changed, 216 insertions(+), 20 deletions(-) create mode 100644 MujocoManip/environments/baxter_hole.py diff --git a/MujocoManip/__init__.py b/MujocoManip/__init__.py index 20328cda1f..17a55004b6 100644 --- a/MujocoManip/__init__.py +++ b/MujocoManip/__init__.py @@ -3,4 +3,5 @@ from MujocoManip.environments.baxter_stack import BaxterStackEnv from MujocoManip.environments.sawyer_lift import SawyerLiftEnv from MujocoManip.environments.baxter_lift import BaxterLiftEnv +from MujocoManip.environments.baxter_hole import BaxterHoleEnv from MujocoManip.wrappers import DataCollector diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py new file mode 100644 index 0000000000..1f91be7ec5 --- /dev/null +++ b/MujocoManip/environments/baxter_hole.py @@ -0,0 +1,180 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.miscellaneous import RandomizationError +from MujocoManip.environments.baxter import BaxterEnv +from MujocoManip.models import * +from MujocoManip.models.model_util import xml_path_completion, array_to_string + + +class BaxterHoleEnv(BaxterEnv): + + def __init__(self, + gripper_type='TwoFingerGripper', + use_eef_ctrl=False, + table_size=(0.8, 0.8, 0.8), + table_friction=None, + use_camera_obs=True, + use_object_obs=True, + camera_name='frontview', + reward_shaping=False, + gripper_visualization=False, + **kwargs): + """ + @gripper_type, string that specifies the gripper type + @use_eef_ctrl, position controller or default joint controllder + @table_size, full dimension of the table + @table_friction, friction parameters of the table + @use_camera_obs, using camera observations + @use_object_obs, using object physics states + @camera_name, name of camera to be rendered + @camera_height, height of camera observation + @camera_width, width of camera observation + @camera_depth, rendering depth + @reward_shaping, using a shaping reward + """ + # initialize objects of interest + cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], + size_max=[0.025, 0.025, 0.025]) + #pot = DefaultPotObject() + self.hole = DefaultHoleObject() + #pot = cube + self.mujoco_objects = OrderedDict() + + # settings for table top + self.table_size = table_size + self.table_friction = table_friction + + # whether to use ground-truth object states + self.use_object_obs = use_object_obs + + # whether to show visual aid about where is the gripper + self.gripper_visualization = gripper_visualization + + # reward configuration + self.reward_shaping = reward_shaping + + super().__init__(gripper_left='LeftTwoFingerGripper', + gripper_right='TwoFingerGripper', + use_eef_ctrl=use_eef_ctrl, + use_camera_obs=use_camera_obs, + camera_name=camera_name, + gripper_visualization=gripper_visualization, + **kwargs) + + def _load_model(self): + super()._load_model() + self.mujoco_robot.set_base_xpos([0,0,0]) + + # load model for table top workspace + self.mujoco_arena = TableArena(full_size=self.table_size, + friction=self.table_friction) + + # The sawyer robot has a pedestal, we want to align it with the table + self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) + + # task includes arena, robot, and objects of interest + self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model.place_objects() + + + self.hole_obj = self.hole.get_collision(name='hole', site=True) + self.hole_obj.set('quat','0 0 0.707 0.707') + self.hole_obj.set('pos','0.11 0 0.22') + #self.hole_obj.append(joint(name='hole', type='slide')) + self.model.merge_asset(self.hole) + self.model.worldbody.find(".//body[@name='left_gripper_base']").append(self.hole_obj) + #self.model.worldbody.append(self.hole_obj) + + + def _get_reference(self): + super()._get_reference() + self.cube_body_id = self.sim.model.body_name2id('hole') + + def _reset_internal(self): + super()._reset_internal() + # inherited class should reset positions of objects + self.model.place_objects() + + return + self.sim.data.qpos[self._ref_gripper_left_joint_pos_indexes] = np.array([0.1, -0.1]) + for i in range(500): + self.sim.step() + for i in range(100): + grip = (self.sim.data.site_xpos[self.eef_site_id]) + print("grip",grip,type(grip)) + hole_obj = self.model.worldbody.find(".//body[@name='hole']") + + hole_obj.set('pos', grip) + self.sim.data.body_xpos[self.cube_body_id] = np.array([1,1,5]) + print("hmm",self.sim.data.body_xpos[self.cube_body_id])# = grip + print(hole_obj) + #self.sim.data.qfrc_applied[self._ref_gripper_left_joint_vel_indexes] = np.array([-1, 1]) + self.sim.step() + + def reward(self, action): + reward = 0 + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + + # cube is higher than the table top above a margin + if cube_height > table_height + 0.10: + reward = 1.0 + + # use a shaping reward + if self.reward_shaping: + # reaching reward + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + dist = np.linalg.norm(gripper_site_pos - cube_pos) + reaching_reward = 1 - np.tanh(10.0 * dist) + reward += reaching_reward + + return reward + + def _get_observation(self): + di = super()._get_observation() + # camera observations + if self.use_camera_obs: + camera_obs = self.sim.render(camera_name=self.camera_name, + width=self.camera_width, + height=self.camera_height, + depth=self.camera_depth) + if self.camera_depth: + di['image'], di['depth'] = camera_obs + else: + di['image'] = camera_obs + + # low-level object information + if self.use_object_obs: + # position and rotation of object + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + cube_quat = self.sim.data.body_xquat[self.cube_body_id] + di['cube_pos'] = cube_pos + di['cube_quat'] = cube_quat + + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + di['gripper_to_cube'] = gripper_site_pos - cube_pos + + return di + + def _check_contact(self): + """ + Returns True if gripper is in contact with an object. + """ + collision = False + contact_geoms = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() + for contact in self.sim.data.contact[:self.sim.data.ncon]: + if self.sim.model.geom_id2name(contact.geom1) in contact_geoms or \ + self.sim.model.geom_id2name(contact.geom2) in contact_geoms: + collision = True + break + return collision + + def _check_terminated(self): + """ + Returns True if task is successfully completed + """ + # cube is higher than the table top above a margin + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + return (cube_height > table_height + 0.10) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 47c8eaebfe..58bf96036b 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -36,6 +36,7 @@ def __init__(self, cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], size_max=[0.025, 0.025, 0.025]) pot = DefaultPotObject() + pot = DefaultHoleObject() #pot = cube self.mujoco_objects = OrderedDict([('pot', pot)]) diff --git a/MujocoManip/models/assets/object/object_hole.xml b/MujocoManip/models/assets/object/object_hole.xml index 1afd35ccea..9297d7bcad 100644 --- a/MujocoManip/models/assets/object/object_hole.xml +++ b/MujocoManip/models/assets/object/object_hole.xml @@ -2,19 +2,21 @@ - - - - + + + + + - - - - + - - + + diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index fb6db0cf0e..4cb1477d98 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -135,6 +135,10 @@ class DefaultPotObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_pot.xml')) +class DefaultHoleObject(MujocoXMLObject): + def __init__(self): + super().__init__(xml_path_completion('object/object_hole.xml')) + class DefaultBoxObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_box.xml')) diff --git a/MujocoManip/models/robot.py b/MujocoManip/models/robot.py index 207c28230a..afcb8a746c 100644 --- a/MujocoManip/models/robot.py +++ b/MujocoManip/models/robot.py @@ -119,4 +119,7 @@ def joints(self): @property def init_qpos(self): - return np.array([0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161]*2) + return np.array([-2.80245441e-04, -5.50127483e-01, -2.56679166e-04, 1.28390663e+00, + -3.02081392e-05, 2.61554090e-01, 1.43798268e-06, 3.10821564e-09, + -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, + 2.61600000e-01, -2.71076012e-11]) diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py index 9e1f850444..c606e86fe9 100644 --- a/MujocoManip/tests/test_baxter.py +++ b/MujocoManip/tests/test_baxter.py @@ -11,11 +11,12 @@ # a test case: do completely random actions at each time step #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) - env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) + #env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=True) + env = make("BaxterHoleEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) obs = env.reset() # rotate the gripper so we can see it easily - env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) dof = env.dof print('action space', env.action_space) @@ -27,31 +28,35 @@ obs = env.reset() # rotate the gripper so we can see it easily - env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) x = '''2.91920070e-01 -1.22491293e-01 1.42221222e-01 1.51313508e+00 3.77805864e-03 3.13180972e-01 -2.60466116e-03 -7.69950644e-02 -5.73647796e-01 2.45595288e-02 1.44862989e+00 5.72186995e-03 3.07283274e-01 1.40614882e-03''' x = list(map(float, x.split())) - env.set_robot_joint_positions(x) + #env.set_robot_joint_positions(x) # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + #while True: env.render() for i in range(100000): + #print((env.model.worldbody.find(".//body[@name='left_hand']")).keys()) action = 0.5 * np.random.randn(dof) action = np.zeros(9) - action[0] = i/100000.*100 + #action[0] = i/100000.*100 action[1] = i/100000.*100 - action[2] = -i/100000.*100 + #action[2] = -i/100000.*100 action = np.zeros(dof) + action[-1] = 1#+2*np.random.random() + action[-2] = -1#+2*np.random.random() #action[:3] = -np.array(list(map(float,env.model.objects[0].get('pos').split()))) - print(action[0]) + #print(action[0])""" obs, reward, done, info = env.step(action) env.render() #print(env.sim, dir(env.sim)) - #print(env.sim.data.qpos) - print(env.model.objects[0].get('pos')) + print(env.sim.data.qpos[env._ref_joint_pos_indexes])#sim.data.qpos) + #print(env.model.objects[0].get('pos')) if i % 100 == 0: print(i) From 6dc39243f47c42c687eea7ef7998c41605ef849a Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 25 Apr 2018 19:18:22 -0700 Subject: [PATCH 10/39] baxter eef, have to test on spacenav --- MujocoManip/environments/baxter_hole.py | 8 + MujocoManip/miscellaneous/baxter_ik.py | 288 +++++++++ .../assets/bullet_data/baxter_common/LICENSE | 26 + .../bullet_data/baxter_common/README.rst | 58 ++ .../baxter_description/urdf/left.xacro | 599 ++++++++++++++++++ .../baxter_description/urdf/right.xacro | 597 +++++++++++++++++ .../bullet_data/baxter_common/left.urdf | 596 +++++++++++++++++ .../bullet_data/baxter_common/right.urdf | 596 +++++++++++++++++ .../assets/bullet_data/baxter_custom_ikfast | 1 + .../models/assets/robot/baxter/robot.xml | 30 +- MujocoManip/models/robot.py | 2 +- MujocoManip/tests/test_baxter_eef.py | 86 +++ 12 files changed, 2871 insertions(+), 16 deletions(-) create mode 100644 MujocoManip/miscellaneous/baxter_ik.py create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/LICENSE create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/README.rst create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/baxter_description/urdf/left.xacro create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/baxter_description/urdf/right.xacro create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/left.urdf create mode 100644 MujocoManip/models/assets/bullet_data/baxter_common/right.urdf create mode 160000 MujocoManip/models/assets/bullet_data/baxter_custom_ikfast create mode 100644 MujocoManip/tests/test_baxter_eef.py diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 1f91be7ec5..0c1a39a9b7 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -37,6 +37,8 @@ def __init__(self, size_max=[0.025, 0.025, 0.025]) #pot = DefaultPotObject() self.hole = DefaultHoleObject() + + self.cylinder = CylinderObject(size=(0.01, 0.13)) #pot = cube self.mujoco_objects = OrderedDict() @@ -83,6 +85,12 @@ def _load_model(self): #self.hole_obj.append(joint(name='hole', type='slide')) self.model.merge_asset(self.hole) self.model.worldbody.find(".//body[@name='left_gripper_base']").append(self.hole_obj) + + self.cyl_obj = self.cylinder.get_collision(name='cylinder', site=True) + #self.cyl_obj.set('quat','0 0 0.707 0.707') + self.cyl_obj.set('pos','0 0 0.18') + self.model.merge_asset(self.cylinder) + self.model.worldbody.find(".//body[@name='right_gripper_base']").append(self.cyl_obj) #self.model.worldbody.append(self.hole_obj) diff --git a/MujocoManip/miscellaneous/baxter_ik.py b/MujocoManip/miscellaneous/baxter_ik.py new file mode 100644 index 0000000000..e5159d2a30 --- /dev/null +++ b/MujocoManip/miscellaneous/baxter_ik.py @@ -0,0 +1,288 @@ +import numpy as np +import pybullet as p +from os.path import join as pjoin + +import MujocoManip.miscellaneous.utils as U + +class BaxterIKController(object): + """ + This controller is used to control a robot using Inverse Kinematics + to map end effector motions to joint motions. + """ + def __init__(self, bullet_data_path, robot_jpos_getter): + + # path to data folder of bullet repository + self.bullet_data_path = bullet_data_path + + # returns current robot joint positions + self.robot_jpos_getter = robot_jpos_getter + + # Do any setup needed for Inverse Kinematics. + self.setup_inverse_kinematics() + + # Should be in (0, 1], smaller values mean less sensitivity. + self.user_sensitivity = 1.0 + + self.sync_state() + + def get_control(self, dpos, rotation): + """ + This function is repeatedly called in the control loop. + It takes the current user information and uses it to return joint velocities. + + :param user_info: a dictionary containing information on user controls + + :return velocities: The joint velocity commands to apply. + """ + + # Sync joint positions for IK. + self.sync_ik_robot(self.robot_jpos_getter()) + + # ### TODO: scale down dpos appropriately based on current distance to IK target ### + # cur_pos = robot.eef_position() + # new_pos = user_info["dpos"] + self.ik_robot_target_pos + + # norm = np.linalg.norm(new_pos - cur_pos) + # if norm > 0.1: + # user_info["dpos"] = 0.1 * (user_info["dpos"] / norm) + + self.commanded_joint_positions = self.joint_positions_for_user_displacement(dpos, rotation) + + # P controller from joint positions (from IK) to velocities + velocities = np.zeros(7) + deltas = self._get_current_error(self.robot_jpos_getter(), self.commanded_joint_positions) + print(np.linalg.norm(deltas)) + #print(deltas, self.commanded_joint_positions, self.robot_jpos_getter()) + #print(self.robot_jpos_getter()) + for i, delta in enumerate(deltas): + velocities[i] = -2. * delta # -2. * delta + velocities = self.clip_joint_velocities(velocities) + #print(velocities) + return velocities*2 + + def sync_state(self): + """ + This function is called when the user is not controlling the robot. + It takes a TeleopEnv instance (which is a robot to control) and + does internal bookkeeping to maintain consistent state. + + :param robot: An instance of TeleopEnv. + """ + + # sync IK robot state to the current robot joint positions + self.sync_ik_robot(self.robot_jpos_getter()) + + ### TODO: Why is the bullet eef z-position so wrong??? ### + + # make sure target pose is up to date + self.ik_robot_target_pos, self.ik_robot_target_orn = self.ik_robot_eef_joint_cartesian_pose() + + def setup_inverse_kinematics(self): + """ + This function is responsible for doing any setup for inverse kinematics. + Inverse Kinematics maps end effector (EEF) poses to joint angles that + are necessary to achieve those poses. The user controls the robot in + EEF space, but our controller must send joint angle commands to the robot. + """ + + # Use PyBullet to handle inverse kinematics. + + # Set up a connection to the PyBullet simulator. + p.connect(p.DIRECT) + p.resetSimulation() + + # get paths to urdfs + #self.robot_urdf = pjoin(self.bullet_data_path, "sawyer_description/urdf/sawyer_arm.urdf") + #self.robot_urdf = pjoin(self.bullet_data_path, "baxter_custom_ikfast/baxter_arm.accurate.left.urdf") + self.robot_urdf = self.bullet_data_path + #self.robot_urdf = '/home/joan/MujocoManipulation/MujocoManip/models/assets/bullet_data/baxter_common/left.urdf' + #self.robot_urdf = '/home/joan/MujocoManipulation/MujocoManip/models/assets/bullet_data/baxter_common/right.urdf' + + # load the urdfs + self.ik_robot = p.loadURDF(self.robot_urdf, (0, 0, 0.9), useFixedBase=1) + print(p.getNumJoints(self.ik_robot)) + print() + for i in range(26): + print(i,"joints", p.getJointInfo(self.ik_robot,i)) + #exit() + + # Simulation will update as fast as it can in real time, instead of waiting for + # step commands like in the non-realtime case. + p.setRealTimeSimulation(1) + + def sync_ik_robot(self, joint_positions, simulate=False, sync_last=True): + """ + Force the robot model used to compute IK to match the provided joint angles. + + :param joint_positions: A list or numpy array. + :param simulate: If True, actually use physics simulation, else + write to physics state directly. + :param sync_last: If False, don't sync the last joint angle (for directly controlling roll) + """ + + num_joints = len(joint_positions) + if not sync_last: + num_joints -= 1 + mp = [11, 12, 13, 14, 15, 17, 18] + for i in range(num_joints): + if simulate: + p.setJointMotorControl2(self.ik_robot, mp[i], + p.POSITION_CONTROL, + targetVelocity = 0, + targetPosition=joint_positions[i], + force=500, + positionGain=0.5, + velocityGain = 1.) + else: + p.resetJointState(self.ik_robot, mp[i], joint_positions[i], 0) + + def ik_robot_eef_joint_cartesian_pose(self): + """ + Returns the current cartesian pose of the last joint of the ik robot with respect to the base frame as + a (pos, orn) tuple where orn is a x-y-z-w quaternion + """ + eef_pos_in_world = np.array(p.getLinkState(self.ik_robot, 18)[0]) + eef_orn_in_world = np.array(p.getLinkState(self.ik_robot, 18)[1]) + eef_pose_in_world = U.pose2mat((eef_pos_in_world, eef_orn_in_world)) + + base_pos_in_world = np.array(p.getBasePositionAndOrientation(self.ik_robot)[0]) + base_orn_in_world = np.array(p.getBasePositionAndOrientation(self.ik_robot)[1]) + base_pose_in_world = U.pose2mat((base_pos_in_world, base_orn_in_world)) + world_pose_in_base = U.pose_inv(base_pose_in_world) + + eef_pose_in_base = U.pose_in_A_to_pose_in_B(pose_A=eef_pose_in_world, pose_A_in_B=world_pose_in_base) + + return U.mat2pose(eef_pose_in_base) + + def inverse_kinematics(self, target_position, target_orientation, rest_poses=None): + """ + Helper function to do inverse kinematics for a given target position and + orientation in the PyBullet world frame. + + :param target_position: A tuple, list, or numpy array of size 3 for position. + :param target_orientation: A tuple, list, or numpy array of size 4 for + a orientation quaternion. + :param rest_poses: (optional) A list of size @num_joints to favor ik solutions close by. + + :return: A list of size @num_joints corresponding to the joint angle solution. + """ + + ### TODO: experiment with NULL space, removing damping, rest poses, etc... ### + ### TODO: should rest poses final value be the initial roll or commanded roll? ### + + if rest_poses is None: + raise SystemExit + ik_solution = list(p.calculateInverseKinematics(self.ik_robot, 6, + target_position, targetOrientation=target_orientation, + restPoses=[0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161], jointDamping=[0.1] * 7)) + else: + # ik_solution = list(p.calculateInverseKinematics(self.ik_robot, 6, + # target_position, targetOrientation=target_orientation, + # restPoses=rest_poses, jointDamping=[0.1] * 7)) + + ### TODO: experiment with joint damping in simulation... ### + ### TODO: if this is at link 6, how is the code working? target orn is eef frame, not link 6... ### + ### TODO: test mujoco eef orientation vs. link 6 orientation in bullet vs. link 6 orn in mujoco... ### + + # trying nullspace IK here + ik_solution = list(p.calculateInverseKinematics(self.ik_robot, 18, + target_position,# targetOrientation=target_orientation, + jointDamping=[0.5] * 26)) # restPoses=rest_poses, + #print("ik solution", ik_solution, len(ik_solution)) + return ik_solution + + def bullet_base_pose_to_world_pose(self, pose_in_base): + """ + Convert a pose in the base frame to a pose in the world frame. + + :param pose_in_base: a (pos, orn) tuple + :return pose_in world: a (pos, orn) tuple + """ + pose_in_base = U.pose2mat(pose_in_base) + + base_pos_in_world = np.array(p.getBasePositionAndOrientation(self.ik_robot)[0]) + base_orn_in_world = np.array(p.getBasePositionAndOrientation(self.ik_robot)[1]) + base_pose_in_world = U.pose2mat((base_pos_in_world, base_orn_in_world)) + + pose_in_world = U.pose_in_A_to_pose_in_B(pose_A=pose_in_base, pose_A_in_B=base_pose_in_world) + return U.mat2pose(pose_in_world) + + def joint_positions_for_user_displacement(self, dpos, rotation): + """ + This function runs inverse kinematics to back out target joint positions + from the user displacement information. + + :param user_displacement: a dictionary with keys "dpos" and "rotation" + + :return: A list of size @num_joints corresponding to the target joint angles. + """ + + self.ik_robot_target_pos += dpos * self.user_sensitivity + + # we are rotating the initial simulation configuration for easy stacking + rotation = rotation.dot(U.rotation_matrix(angle=-np.pi/2, direction=[0., 0., 1.], point=None)[:3, :3]) + + #print(rotation,dpos,rotation,self.ik_robot_target_pos) + #print("tgt", self.ik_robot_target_orn) + self.ik_robot_target_orn = U.mat2quat(rotation) + #self.ik_robot_target_orn = np.array([-0.15246771, -0.01503118, 0.13649071, 0.97872261]) + + + # convert from target pose in base frame to target pose in bullet world frame + world_targets = self.bullet_base_pose_to_world_pose((self.ik_robot_target_pos, self.ik_robot_target_orn)) + + rest_poses = [0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161] + rest_poses = [3.10821564e-09, -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, 2.61600000e-01, -2.71076012e-11] + + for bullet_i in range(100): + + arm_joint_pos = self.inverse_kinematics(world_targets[0], + world_targets[1], + rest_poses=rest_poses) + + # arm_joint_pos = self.inverse_kinematics(world_targets[0], world_targets[1]) + + # Update pybullet joint position for its iterative IK solver + # jpos = self.robot.joint_positions() + # self.sync_ik_robot(jpos, sync_last=False) + + self.sync_ik_robot(arm_joint_pos, sync_last=True) + + # print("target pos: {}".format(self.ik_robot_target_pos)) + # print("target orn: {}".format(self.ik_robot_target_orn)) + # print("commanded jpos: {}".format(arm_joint_pos)) + # from IPython import embed + # embed() + + # print("Bullet IK took {} seconds".format(time.time() - t1)) + return arm_joint_pos + + def _get_current_error(self, current, set_point): + """ + Returns an array of differences between the desired joint positions and current joint positions. + Useful for PID control. + + :param current: the current joint positions + :param set_point: the joint positions that are desired as a numpy array + :return: the current error in the joint positions + """ + error = current - set_point + return error + + def clip_joint_velocities(self, velocities): + """ + Clips joint velocities into a valid range. + """ + for i in range(len(velocities)): + if velocities[i] >= 1.0: + # print("CLIPPED joint {} at {}".format(i, velocities[i])) + velocities[i] = 1.0 + elif velocities[i] <= -1.0: + # print("CLIPPED joint {} at {}".format(i, velocities[i])) + velocities[i] = -1.0 + return velocities + + + + + diff --git a/MujocoManip/models/assets/bullet_data/baxter_common/LICENSE b/MujocoManip/models/assets/bullet_data/baxter_common/LICENSE new file mode 100644 index 0000000000..f53478841c --- /dev/null +++ b/MujocoManip/models/assets/bullet_data/baxter_common/LICENSE @@ -0,0 +1,26 @@ +Copyright (c) 2013-2015, Rethink Robotics +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, + this list of conditions and the following disclaimer. +2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. +3. Neither the name of the Rethink Robotics nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE. diff --git a/MujocoManip/models/assets/bullet_data/baxter_common/README.rst b/MujocoManip/models/assets/bullet_data/baxter_common/README.rst new file mode 100644 index 0000000000..19974b9f7e --- /dev/null +++ b/MujocoManip/models/assets/bullet_data/baxter_common/README.rst @@ -0,0 +1,58 @@ +baxter_common +============== + +URDF, meshes, and custom messages describing the Baxter Research Robot from Rethink Robotics + +Code & Tickets +-------------- + ++-----------------+----------------------------------------------------------------+ +| Documentation | http://sdk.rethinkrobotics.com/wiki | ++-----------------+----------------------------------------------------------------+ +| Issues | https://github.com/RethinkRobotics/baxter_common/issues | ++-----------------+----------------------------------------------------------------+ +| Contributions | http://sdk.rethinkrobotics.com/wiki/Contributions | ++-----------------+----------------------------------------------------------------+ + +baxter_common Repository Overview +--------------------------------- + +:: + + . + | + +-- baxter_common/ baxter_common metapackage + | + +-- baxter_description/ urdf and meshes describing baxter + | +-- urdf/ + | +-- meshes/ + | + +-- baxter_core_msgs/ messages and services for communication with baxter + | +-- msgs/ + | +-- srvs/ + | + +-- baxter_maintenance_msgs/ messages for baxter maintenance routines + | +-- msgs/ + | + +-- rethink_ee_description/ urdf and meshes describing end effectors + | +-- urdf/ + | +-- meshes/ + + +Other Baxter Repositories +------------------------- + ++------------------+-----------------------------------------------------+ +| baxter | https://github.com/RethinkRobotics/baxter | ++------------------+-----------------------------------------------------+ +| baxter_interface | https://github.com/RethinkRobotics/baxter_interface | ++------------------+-----------------------------------------------------+ +| baxter_tools | https://github.com/RethinkRobotics/baxter_tools | ++------------------+-----------------------------------------------------+ +| baxter_examples | https://github.com/RethinkRobotics/baxter_examples | ++------------------+-----------------------------------------------------+ + +Latest Release Information +-------------------------- + +http://sdk.rethinkrobotics.com/wiki/Release-Changes diff --git a/MujocoManip/models/assets/bullet_data/baxter_common/baxter_description/urdf/left.xacro b/MujocoManip/models/assets/bullet_data/baxter_common/baxter_description/urdf/left.xacro new file mode 100644 index 0000000000..8d8d9e4969 --- /dev/null +++ b/MujocoManip/models/assets/bullet_data/baxter_common/baxter_description/urdf/left.xacro @@ -0,0 +1,599 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/bullet_data/baxter_common/left.urdf b/MujocoManip/models/assets/bullet_data/baxter_common/left.urdf new file mode 100644 index 0000000000..c33e7e81dc --- /dev/null +++ b/MujocoManip/models/assets/bullet_data/baxter_common/left.urdf @@ -0,0 +1,596 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/bullet_data/baxter_custom_ikfast b/MujocoManip/models/assets/bullet_data/baxter_custom_ikfast new file mode 160000 index 0000000000..6cac3de8ac --- /dev/null +++ b/MujocoManip/models/assets/bullet_data/baxter_custom_ikfast @@ -0,0 +1 @@ +Subproject commit 6cac3de8ace09b32ff91640e1b40c787ae9be145 diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index 7c4badd56c..af44f89133 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -66,7 +66,7 @@ - + @@ -78,39 +78,39 @@ - + - + - + - + - + - + - + @@ -158,39 +158,39 @@ - + - + - + - + - + - + - + diff --git a/MujocoManip/models/robot.py b/MujocoManip/models/robot.py index afcb8a746c..d374cc3615 100644 --- a/MujocoManip/models/robot.py +++ b/MujocoManip/models/robot.py @@ -113,7 +113,7 @@ def dof(self): @property def joints(self): out = [] - for s in ['left_', 'right_']: + for s in ['right_', 'left_']: out.extend(s+a for a in ['s0', 's1', 'e0', 'e1', 'w0', 'w1', 'w2']) return out diff --git a/MujocoManip/tests/test_baxter_eef.py b/MujocoManip/tests/test_baxter_eef.py new file mode 100644 index 0000000000..56c642cb18 --- /dev/null +++ b/MujocoManip/tests/test_baxter_eef.py @@ -0,0 +1,86 @@ +from MujocoManip import * +import numpy as np +import time +from PIL import Image +from IPython import embed + +from MujocoManip.models import * +from MujocoManip.wrappers import DataCollector + +from MujocoManip.miscellaneous.baxter_ik import BaxterIKController as IKController + +if __name__ == '__main__': + + # a test case: do completely random actions at each time step + env = make("BaxterHoleEnv", + display=True, + ignore_done=True, + gripper_visualization=True, use_camera_obs=False) + + # function to return robot joint angles + + obs = env.reset() + + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + env.set_robot_joint_positions([-2.80245441e-04, -5.50127483e-01, -2.56679166e-04, 1.28390663e+00, + -3.02081392e-05, 2.61554090e-01, 1.43798268e-06, 3.10821564e-09, + -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, + 2.61600000e-01, -2.71076012e-11]) + + dof = 9 + print('action space', env.action_space) + print('Obs: {}'.format(len(obs))) + print('DOF: {}'.format(dof)) + env.render() + + side = "right" + + def robot_jpos_getter(): + if side == "left": + return np.array(env._joint_positions[7:]) + else: + return np.array(env._joint_positions[:7]) + + #spacenav = SpaceNavigator() + ik_controller = IKController(bullet_data_path="../models/assets/bullet_data/baxter_common/%s.urdf" % side, + robot_jpos_getter=robot_jpos_getter) + + gripper_controls = [[1., -1.], [-1., 1.]] + + while True: + obs = env.reset() + + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + state = {"dpos": np.array([0, 0, 1]), "rotation": np.eye(3), "grasp":0} + dpos, rotation, grasp = state["dpos"], state["rotation"], state["grasp"] + print(ik_controller.ik_robot_target_pos) + #ik_controller.joint_positions_for_user_displacement(dpos, rotation) + print(ik_controller.ik_robot_target_pos) + #env.set_robot_joint_positions(list(env._joint_positions[:7]) + list(ik_controller.joint_positions_for_user_displacement(dpos, rotation))) + #while True:env.render() + + for i in range(100000): + #state = spacenav.get_controller_state() + state = {"dpos": np.array([0, 0, 1e-4]), "rotation": np.eye(3), "grasp":0} + dpos, rotation, grasp = state["dpos"], state["rotation"], state["grasp"] + velocities = ik_controller.get_control(dpos=dpos, rotation=rotation) + if side == "left": + action = np.concatenate([np.zeros(7), velocities, np.zeros(4)]) + else: + action = np.concatenate([velocities, np.zeros(7), np.zeros(4)]) + #action = np.concatenate([velocities, [grasp, -grasp]]) + #action = np.concatenate([np.zeros(7)+1, np.zeros(2), np.zeros(9)]) + + obs, reward, done, info = env.step(action) + env.render() + + # if i % 100 == 0: + # print(i) + + if done: + print('done: {}'.format(reward)) + break + From af73cff0e7095873486f20431cc680d5d29d1809 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 25 Apr 2018 19:23:15 -0700 Subject: [PATCH 11/39] more testing files for spacenav --- MujocoManip/tests/test_baxter_eef_spacenav.py | 93 +++++++++++++++++++ 1 file changed, 93 insertions(+) create mode 100644 MujocoManip/tests/test_baxter_eef_spacenav.py diff --git a/MujocoManip/tests/test_baxter_eef_spacenav.py b/MujocoManip/tests/test_baxter_eef_spacenav.py new file mode 100644 index 0000000000..250685a238 --- /dev/null +++ b/MujocoManip/tests/test_baxter_eef_spacenav.py @@ -0,0 +1,93 @@ +from MujocoManip import * +import numpy as np +import time +from PIL import Image +from IPython import embed + +from MujocoManip.models import * +from MujocoManip.wrappers import DataCollector + +from MujocoManip.miscellaneous.spacenavigator import SpaceNavigator +from MujocoManip.miscellaneous.baxter_ik import BaxterIKController as IKController + +if __name__ == '__main__': + + # a test case: do completely random actions at each time step + env = make("BaxterHoleEnv", + display=True, + ignore_done=True, + gripper_visualization=True, use_camera_obs=False) + + # function to return robot joint angles + + obs = env.reset() + + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + env.set_robot_joint_positions([-2.80245441e-04, -5.50127483e-01, -2.56679166e-04, 1.28390663e+00, + -3.02081392e-05, 2.61554090e-01, 1.43798268e-06, 3.10821564e-09, + -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, + 2.61600000e-01, -2.71076012e-11]) + + spacenav = SpaceNavigator() + + dof = 9 + print('action space', env.action_space) + print('Obs: {}'.format(len(obs))) + print('DOF: {}'.format(dof)) + env.render() + + side = "right" + + def robot_jpos_getter(): + if side == "left": + return np.array(env._joint_positions[7:]) + else: + return np.array(env._joint_positions[:7]) + + #spacenav = SpaceNavigator() + left_ik_controller = IKController(bullet_data_path="../models/assets/bullet_data/baxter_common/left.urdf", robot_jpos_getter=robot_jpos_getter) + right_ik_controller = IKController(bullet_data_path="../models/assets/bullet_data/baxter_common/right.urdf", robot_jpos_getter=robot_jpos_getter) + + con = {"right": right_ik_controller, "left": left_ik_controller} + + gripper_controls = [[1., -1.], [-1., 1.]] + + while True: + obs = env.reset() + + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + state = {"dpos": np.array([0, 0, 1]), "rotation": np.eye(3), "grasp":0} + dpos, rotation, grasp = state["dpos"], state["rotation"], state["grasp"] + #print(ik_controller.ik_robot_target_pos) + #ik_controller.joint_positions_for_user_displacement(dpos, rotation) + #print(ik_controller.ik_robot_target_pos) + #env.set_robot_joint_positions(list(env._joint_positions[:7]) + list(ik_controller.joint_positions_for_user_displacement(dpos, rotation))) + #while True:env.render() + + for i in range(100000): + state = spacenav.get_controller_state() + dpos, rotation, grasp = state["dpos"], state["rotation"], state["grasp"] + if state["grasp"] != 0: + print("switching") + side = "right" if side == "left" else "left" + velocities = con[side].get_control(dpos=dpos, rotation=rotation) + if side == "left": + action = np.concatenate([np.zeros(7), velocities, np.zeros(4)]) + else: + action = np.concatenate([velocities, np.zeros(7), np.zeros(4)]) + #action = np.concatenate([velocities, [grasp, -grasp]]) + #action = np.concatenate([np.zeros(7)+1, np.zeros(2), np.zeros(9)]) + + obs, reward, done, info = env.step(action) + env.render() + + # if i % 100 == 0: + # print(i) + + if done: + print('done: {}'.format(reward)) + break + From cfa324a54979ce850dc47a7a541d88f5644ad411 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Sat, 5 May 2018 17:17:46 -0700 Subject: [PATCH 12/39] reward function functional, more tuning for velocity control, progress in EEF via bullet --- MujocoManip/environments/baxter.py | 11 +- MujocoManip/environments/baxter_hole.py | 70 ++++-- MujocoManip/miscellaneous/baxter_ik.py | 45 +++- .../models/assets/robot/baxter/robot.xml | 51 +++-- MujocoManip/tests/test_baxter_eef_spacenav.py | 95 ++++++-- MujocoManip/tests/test_baxter_eef_wasd.py | 216 ++++++++++++++++++ 6 files changed, 425 insertions(+), 63 deletions(-) create mode 100644 MujocoManip/tests/test_baxter_eef_wasd.py diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index 4b43ed266d..c2e521d868 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -97,9 +97,10 @@ def _get_reference(self): self._ref_joint_gripper_right_actuator_indexes = [self.sim.model.actuator_name2id(actuator) for actuator in self.sim.model.actuator_names if actuator.startswith("gripper_r")] - # IDs of sites for gripper visualization - self.eef_site_id = self.sim.model.site_name2id('grip_site') - self.eef_cylinder_id = self.sim.model.site_name2id('grip_site_cylinder') + if self.has_gripper_right: + # IDs of sites for gripper visualization + self.eef_site_id = self.sim.model.site_name2id('grip_site') + self.eef_cylinder_id = self.sim.model.site_name2id('grip_site_cylinder') # Note: Overrides super def _pre_action(self, action): @@ -145,6 +146,7 @@ def _pre_action(self, action): # gravity compensation self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + self.sim.data.qfrc_applied[17] = self.sim.data.qfrc_bias[17] def _post_action(self, action): ret = super()._post_action(action) @@ -280,7 +282,8 @@ def _gripper_visualization(self): Do any needed visualization here. """ # By default, don't do any coloring. - self.sim.model.site_rgba[self.eef_site_id] = [0., 0., 0., 0.] + if self.has_gripper_right: + self.sim.model.site_rgba[self.eef_site_id] = [0., 0., 0., 0.] def _check_contact(self): """ diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 0c1a39a9b7..1419a36919 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -3,7 +3,7 @@ from MujocoManip.miscellaneous import RandomizationError from MujocoManip.environments.baxter import BaxterEnv from MujocoManip.models import * -from MujocoManip.models.model_util import xml_path_completion, array_to_string +from MujocoManip.models.model_util import xml_path_completion, array_to_string, joint class BaxterHoleEnv(BaxterEnv): @@ -16,7 +16,7 @@ def __init__(self, use_camera_obs=True, use_object_obs=True, camera_name='frontview', - reward_shaping=False, + reward_shaping=True, gripper_visualization=False, **kwargs): """ @@ -38,6 +38,8 @@ def __init__(self, #pot = DefaultPotObject() self.hole = DefaultHoleObject() + self.ball = BallObject(size=(0.05,)) + self.cylinder = CylinderObject(size=(0.01, 0.13)) #pot = cube self.mujoco_objects = OrderedDict() @@ -55,8 +57,8 @@ def __init__(self, # reward configuration self.reward_shaping = reward_shaping - super().__init__(gripper_left='LeftTwoFingerGripper', - gripper_right='TwoFingerGripper', + super().__init__(gripper_left=None,#'LeftTwoFingerGripper', + gripper_right=None,#'TwoFingerGripper', use_eef_ctrl=use_eef_ctrl, use_camera_obs=use_camera_obs, camera_name=camera_name, @@ -84,19 +86,27 @@ def _load_model(self): self.hole_obj.set('pos','0.11 0 0.22') #self.hole_obj.append(joint(name='hole', type='slide')) self.model.merge_asset(self.hole) - self.model.worldbody.find(".//body[@name='left_gripper_base']").append(self.hole_obj) + self.model.worldbody.find(".//body[@name='left_hand']").append(self.hole_obj) self.cyl_obj = self.cylinder.get_collision(name='cylinder', site=True) #self.cyl_obj.set('quat','0 0 0.707 0.707') self.cyl_obj.set('pos','0 0 0.18') self.model.merge_asset(self.cylinder) - self.model.worldbody.find(".//body[@name='right_gripper_base']").append(self.cyl_obj) + self.model.worldbody.find(".//body[@name='right_hand']").append(self.cyl_obj) + + self.ball_obj = self.ball.get_collision(name='ball', site=True) + self.ball_obj.append(joint(name='ball', type='free', damping='0')) + self.ball_obj.set('pos','2 2 2') + self.model.merge_asset(self.ball) + self.model.worldbody.append(self.ball_obj) #self.model.worldbody.append(self.hole_obj) def _get_reference(self): super()._get_reference() - self.cube_body_id = self.sim.model.body_name2id('hole') + self.hole_body_id = self.sim.model.body_name2id('hole') + self.cyl_body_id = self.sim.model.body_name2id('cylinder') + self.ball_body_id = self.sim.model.body_name2id('ball') def _reset_internal(self): super()._reset_internal() @@ -113,28 +123,43 @@ def _reset_internal(self): hole_obj = self.model.worldbody.find(".//body[@name='hole']") hole_obj.set('pos', grip) - self.sim.data.body_xpos[self.cube_body_id] = np.array([1,1,5]) - print("hmm",self.sim.data.body_xpos[self.cube_body_id])# = grip + self.sim.data.body_xpos[self.hole_body_id] = np.array([1,1,5]) + print("hmm",self.sim.data.body_xpos[self.hole_body_id])# = grip print(hole_obj) #self.sim.data.qfrc_applied[self._ref_gripper_left_joint_vel_indexes] = np.array([-1, 1]) self.sim.step() def reward(self, action): reward = 0 - cube_height = self.sim.data.body_xpos[self.cube_body_id][2] - table_height = self.table_size[2] - # cube is higher than the table top above a margin - if cube_height > table_height + 0.10: - reward = 1.0 + cyl_mat = self.sim.data.body_xmat[self.cyl_body_id] + cyl_mat.shape = (3,3) + cyl_pos = self.sim.data.body_xpos[self.cyl_body_id] + + hole_pos = self.sim.data.body_xpos[self.hole_body_id] + hole_mat = self.sim.data.body_xmat[self.hole_body_id] + hole_mat.shape = (3,3) + + addr = self.sim.model.get_joint_qpos_addr("ball")[0] + v = cyl_mat @ np.array([0,0,1]) + v = v / np.linalg.norm(v) + center = hole_pos + hole_mat @ np.array([0.1,0,0]) + + t = (center - cyl_pos)@v / (np.linalg.norm(v)**2) + d = np.linalg.norm(np.cross(v, cyl_pos-center))/np.linalg.norm(v) + + hole_normal = hole_mat @ np.array([0,0,1]) + + if d < 0.06 and t >= -0.12 and t <= 0.14 and abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal)/np.linalg.norm(v)) > 0.95: + reward = 1 # use a shaping reward if self.reward_shaping: # reaching reward - cube_pos = self.sim.data.body_xpos[self.cube_body_id] - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - dist = np.linalg.norm(gripper_site_pos - cube_pos) - reaching_reward = 1 - np.tanh(10.0 * dist) + hole_pos = self.sim.data.body_xpos[self.hole_body_id] + gripper_site_pos = self.sim.data.body_xpos[self.cyl_body_id] + dist = np.linalg.norm(gripper_site_pos - hole_pos) + reaching_reward = 1 - np.tanh(3*dist) reward += reaching_reward return reward @@ -153,15 +178,16 @@ def _get_observation(self): di['image'] = camera_obs # low-level object information - if self.use_object_obs: + """if self.use_object_obs: # position and rotation of object - cube_pos = self.sim.data.body_xpos[self.cube_body_id] - cube_quat = self.sim.data.body_xquat[self.cube_body_id] + cube_pos = self.sim.data.body_xpos[self.hole_body_id] + cube_quat = self.sim.data.body_xquat[self.hole_body_id] di['cube_pos'] = cube_pos di['cube_quat'] = cube_quat gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] di['gripper_to_cube'] = gripper_site_pos - cube_pos + """ return di @@ -183,6 +209,6 @@ def _check_terminated(self): Returns True if task is successfully completed """ # cube is higher than the table top above a margin - cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + cube_height = self.sim.data.body_xpos[self.hole_body_id][2] table_height = self.table_size[2] return (cube_height > table_height + 0.10) diff --git a/MujocoManip/miscellaneous/baxter_ik.py b/MujocoManip/miscellaneous/baxter_ik.py index e5159d2a30..64cfb92bcb 100644 --- a/MujocoManip/miscellaneous/baxter_ik.py +++ b/MujocoManip/miscellaneous/baxter_ik.py @@ -1,4 +1,6 @@ import numpy as np +import random +import sys import pybullet as p from os.path import join as pjoin @@ -9,7 +11,7 @@ class BaxterIKController(object): This controller is used to control a robot using Inverse Kinematics to map end effector motions to joint motions. """ - def __init__(self, bullet_data_path, robot_jpos_getter): + def __init__(self, bullet_data_path, robot_jpos_getter, rest_poses): # path to data folder of bullet repository self.bullet_data_path = bullet_data_path @@ -23,6 +25,8 @@ def __init__(self, bullet_data_path, robot_jpos_getter): # Should be in (0, 1], smaller values mean less sensitivity. self.user_sensitivity = 1.0 + self.rest_poses = rest_poses + self.sync_state() def get_control(self, dpos, rotation): @@ -51,14 +55,15 @@ def get_control(self, dpos, rotation): # P controller from joint positions (from IK) to velocities velocities = np.zeros(7) deltas = self._get_current_error(self.robot_jpos_getter(), self.commanded_joint_positions) - print(np.linalg.norm(deltas)) + #print("%.3f"%np.linalg.norm(deltas), ', '.join(map(lambda x: "%.3f"%x, deltas))) + #print(self.robot_jpos_getter()) #print(deltas, self.commanded_joint_positions, self.robot_jpos_getter()) #print(self.robot_jpos_getter()) for i, delta in enumerate(deltas): velocities[i] = -2. * delta # -2. * delta velocities = self.clip_joint_velocities(velocities) #print(velocities) - return velocities*2 + return velocities def sync_state(self): """ @@ -88,6 +93,10 @@ def setup_inverse_kinematics(self): # Use PyBullet to handle inverse kinematics. # Set up a connection to the PyBullet simulator. + try: + p.resetSimulation() + p.disconnect() + except: pass p.connect(p.DIRECT) p.resetSimulation() @@ -184,11 +193,35 @@ def inverse_kinematics(self, target_position, target_orientation, rest_poses=Non ### TODO: if this is at link 6, how is the code working? target orn is eef frame, not link 6... ### ### TODO: test mujoco eef orientation vs. link 6 orientation in bullet vs. link 6 orn in mujoco... ### + mp = [11, 12, 13, 14, 15, 17, 18] + + lowerLimits=[-1.7016,-2.147,-3.0541, -0.05 , -3.059, -1.5707 , -3.059] + upperLimits=[1.7016,1.047,3.0541, 2.618 , 3.059, 2.094, 3.059] + + def actual(a): + z = np.zeros(26) + for i in range(7): + z[mp[i]] = a[i] + return z + # trying nullspace IK here ik_solution = list(p.calculateInverseKinematics(self.ik_robot, 18, - target_position,# targetOrientation=target_orientation, - jointDamping=[0.5] * 26)) # restPoses=rest_poses, + target_position, targetOrientation=target_orientation, + #solver = 0, + #lowerLimits=actual(lowerLimits), upperLimits=actual(upperLimits), + restPoses=[actual(self.robot_jpos_getter())], + jointDamping=[1] * 26)) # restPoses=rest_poses, + """eps = 1e-1 + for i in range(7): + if ik_solution[i] < lowerLimits[i]: + ik_solution[i] = lowerLimits[i] + elif ik_solution[i] > upperLimits[i]: + ik_solution[i] = upperLimits[i] + #print(ik_solution) + #raise ValueError + """ #print("ik solution", ik_solution, len(ik_solution)) + self.ik_solution = ik_solution return ik_solution def bullet_base_pose_to_world_pose(self, pose_in_base): @@ -232,7 +265,7 @@ def joint_positions_for_user_displacement(self, dpos, rotation): world_targets = self.bullet_base_pose_to_world_pose((self.ik_robot_target_pos, self.ik_robot_target_orn)) rest_poses = [0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161] - rest_poses = [3.10821564e-09, -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, 2.61600000e-01, -2.71076012e-11] + rest_poses = self.rest_poses #[3.10821564e-09, -5.50000000e-01, 1.38161579e-09, 1.28400000e+00, 4.89875129e-11, 2.61600000e-01, -2.71076012e-11] for bullet_i in range(100): diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index af44f89133..f27ba7d391 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -37,8 +37,6 @@ - - @@ -66,7 +64,7 @@ - + @@ -78,39 +76,39 @@ - + - + - + - + - + - + - + @@ -158,39 +156,39 @@ - + - + - + - + - + - + - + @@ -238,6 +236,7 @@ + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/MujocoManip/models/assets/robot/baxter/robot_mocap.xml b/MujocoManip/models/assets/robot/baxter/robot_mocap.xml deleted file mode 100644 index a66b2c86f4..0000000000 --- a/MujocoManip/models/assets/robot/baxter/robot_mocap.xml +++ /dev/null @@ -1,258 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/MujocoManip/models/assets/robot/baxter/robotbk.xml b/MujocoManip/models/assets/robot/baxter/robotbk.xml deleted file mode 100644 index b3b2ff46e3..0000000000 --- a/MujocoManip/models/assets/robot/baxter/robotbk.xml +++ /dev/null @@ -1,246 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/MujocoManip/models/assets/robot/baxter/saved.xml b/MujocoManip/models/assets/robot/baxter/saved.xml deleted file mode 100644 index 951648be5f..0000000000 --- a/MujocoManip/models/assets/robot/baxter/saved.xml +++ /dev/null @@ -1,268 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - From 427490a2f4de67fca852815f886ee39d076cde74 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Sat, 5 May 2018 18:15:19 -0700 Subject: [PATCH 14/39] removing helper object to debug --- MujocoManip/environments/baxter.py | 1 - MujocoManip/environments/baxter_hole.py | 12 ------------ MujocoManip/tests/test_baxter.py | 13 +------------ 3 files changed, 1 insertion(+), 25 deletions(-) diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index c2e521d868..2a33a25f25 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -146,7 +146,6 @@ def _pre_action(self, action): # gravity compensation self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] - self.sim.data.qfrc_applied[17] = self.sim.data.qfrc_bias[17] def _post_action(self, action): ret = super()._post_action(action) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 1419a36919..9e003704d3 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -38,8 +38,6 @@ def __init__(self, #pot = DefaultPotObject() self.hole = DefaultHoleObject() - self.ball = BallObject(size=(0.05,)) - self.cylinder = CylinderObject(size=(0.01, 0.13)) #pot = cube self.mujoco_objects = OrderedDict() @@ -94,19 +92,10 @@ def _load_model(self): self.model.merge_asset(self.cylinder) self.model.worldbody.find(".//body[@name='right_hand']").append(self.cyl_obj) - self.ball_obj = self.ball.get_collision(name='ball', site=True) - self.ball_obj.append(joint(name='ball', type='free', damping='0')) - self.ball_obj.set('pos','2 2 2') - self.model.merge_asset(self.ball) - self.model.worldbody.append(self.ball_obj) - #self.model.worldbody.append(self.hole_obj) - - def _get_reference(self): super()._get_reference() self.hole_body_id = self.sim.model.body_name2id('hole') self.cyl_body_id = self.sim.model.body_name2id('cylinder') - self.ball_body_id = self.sim.model.body_name2id('ball') def _reset_internal(self): super()._reset_internal() @@ -140,7 +129,6 @@ def reward(self, action): hole_mat = self.sim.data.body_xmat[self.hole_body_id] hole_mat.shape = (3,3) - addr = self.sim.model.get_joint_qpos_addr("ball")[0] v = cyl_mat @ np.array([0,0,1]) v = v / np.linalg.norm(v) center = hole_pos + hole_mat @ np.array([0.1,0,0]) diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py index 38a3d9766a..62690b1f04 100644 --- a/MujocoManip/tests/test_baxter.py +++ b/MujocoManip/tests/test_baxter.py @@ -43,20 +43,9 @@ #print((env.model.worldbody.find(".//body[@name='left_hand']")).keys()) action = 0.5 * np.random.randn(dof) - action = np.zeros(9) - #action[0] = i/100000.*100 - action[1] = i/100000.*100 - #action[2] = -i/100000.*100 - action = np.zeros(dof) - action[-1] = 1#+2*np.random.random() - action[-2] = -1#+2*np.random.random() - #action[:3] = -np.array(list(map(float,env.model.objects[0].get('pos').split()))) - #print(action[0])""" obs, reward, done, info = env.step(action) env.render() - #print(env.sim, dir(env.sim)) - print(env.sim.data.qpos[env._ref_joint_pos_indexes])#sim.data.qpos) - #print(env.model.objects[0].get('pos')) + print(reward) if i % 100 == 0: From b15225e64f62930d144cf03dd093b85f92e85d52 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Sat, 5 May 2018 18:18:35 -0700 Subject: [PATCH 15/39] cleaning up keyboard test script --- MujocoManip/tests/test_baxter_eef_wasd.py | 30 ++--------------------- 1 file changed, 2 insertions(+), 28 deletions(-) diff --git a/MujocoManip/tests/test_baxter_eef_wasd.py b/MujocoManip/tests/test_baxter_eef_wasd.py index f3d776d6e1..df18abbf8d 100644 --- a/MujocoManip/tests/test_baxter_eef_wasd.py +++ b/MujocoManip/tests/test_baxter_eef_wasd.py @@ -132,29 +132,6 @@ def right_robot_jpos_getter(): for i in range(100000): - #state = spacenav.get_controller_state() - """event = spacenav.poll() - if event is not None: - print(event) - if type(event) == spacenav.ButtonEvent: - if event.pressed: - button = 1 - else: - control = [event.x, event.y, -event.z, event.rx, event.ry, event.rz] - dpos = np.minimum(1, np.maximum(-1, np.array(control[:3])/350.))*0.005 - roll, pitch, yaw = np.minimum(1, np.maximum(-1, np.array(control[3:6])/350.))*0.005 - drot1 = U.rotation_matrix(angle=-pitch, direction=[1., 0., 0.], point=None)[:3, :3] - drot2 = U.rotation_matrix(angle=roll, direction=[0., 1., 0.], point=None)[:3, :3] - drot3 = U.rotation_matrix(angle=yaw, direction=[0., 0., 1.], point=None)[:3, :3] - rotation[side] = rotation[side].dot(drot1.dot(drot2.dot(drot3))) - state = np.array(dpos[3:6]) - grasp = button""" - """addr = env.sim.model.get_joint_qpos_addr("ball")[0] - #print(env.sim.data.qpos[addr], env.sim.data.qpos, addr, len(env.sim.data.qpos))# = np.array(list(map(str, [1+i/10000.]*3))) - #env.model.worldbody.find(".//body[@name='ball']").set('pos', ' '.join(map(str, [1+i/10000.]*3))) - env.sim.data.qpos[addr] = 1#+i/1000. - env.sim.data.qpos[addr+1] = 1#+i/1000. - env.sim.data.qpos[addr+2] = 1""" kk = 0.005 control = [0 for _ in range(6)] if ispressed['F1']: @@ -173,11 +150,7 @@ def right_robot_jpos_getter(): grasp = 1 flipflop['k'] = False dpos = np.array(control[:3]) - """else: - button = 0 - grasp = 0 - dpos = np.array([0,0,0])""" - #dpos, rotation, grasp = state["dpos"], state["rotation"], state["grasp"] + if grasp != 0: print("switching") grasp = 0 @@ -205,6 +178,7 @@ def right_robot_jpos_getter(): #action = np.random.randn(18) obs, reward, done, info = env.step(action) + print("reward", reward) env.render() # if i % 100 == 0: From e0bcdf3f797bdd2fce42f94d153bcb7dadf70c9e Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 16:37:17 -0700 Subject: [PATCH 16/39] cleanup, further tuning reward function for hole environment --- MujocoManip/__init__.py | 1 - MujocoManip/environments/baxter.py | 79 +++----- MujocoManip/environments/baxter_hole.py | 46 ++--- MujocoManip/environments/baxter_stack.py | 218 ----------------------- MujocoManip/models/robot.py | 7 +- 5 files changed, 40 insertions(+), 311 deletions(-) delete mode 100644 MujocoManip/environments/baxter_stack.py diff --git a/MujocoManip/__init__.py b/MujocoManip/__init__.py index 17a55004b6..160f99e95c 100644 --- a/MujocoManip/__init__.py +++ b/MujocoManip/__init__.py @@ -1,6 +1,5 @@ from MujocoManip.environments.base import make from MujocoManip.environments.sawyer_stack import SawyerStackEnv -from MujocoManip.environments.baxter_stack import BaxterStackEnv from MujocoManip.environments.sawyer_lift import SawyerLiftEnv from MujocoManip.environments.baxter_lift import BaxterLiftEnv from MujocoManip.environments.baxter_hole import BaxterHoleEnv diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index 2a33a25f25..607e6216de 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -10,21 +10,15 @@ class BaxterEnv(MujocoEnv): def __init__(self, gripper_right=None, gripper_left=None, - use_eef_ctrl=False, gripper_visualization=False, **kwargs): self.has_gripper_right = not (gripper_right is None) self.has_gripper_left = not (gripper_left is None) self.gripper_right_name = gripper_right self.gripper_left_name = gripper_left - self.use_eef_ctrl = use_eef_ctrl self.gripper_visualization = gripper_visualization super().__init__(**kwargs) - # setup mocap stuff if necessary - if self.use_eef_ctrl: - self._setup_mocap() - def _setup_mocap(self): U.mjpy_reset_mocap_welds(self.sim) self.sim.forward() @@ -41,7 +35,7 @@ def _setup_mocap(self): def _load_model(self): super()._load_model() - self.mujoco_robot = BaxterRobot(use_eef_ctrl=self.use_eef_ctrl) + self.mujoco_robot = BaxterRobot() if self.has_gripper_right: self.gripper_right = gripper_factory(self.gripper_right_name) if not self.gripper_visualization: @@ -104,48 +98,29 @@ def _get_reference(self): # Note: Overrides super def _pre_action(self, action): - if self.use_eef_ctrl: - # assert len(action) == 5 - assert len(action) == 9 - action = action.copy() # ensure that we don't change the action outside of this scope - - pos_ctrl, rot_ctrl, gripper_ctrl = action[:3], action[3:7], action[7:] - - # TODO (Ajay): Are we only supporting eef control with two-finger gripper? - assert gripper_ctrl.shape == (2,) - action = np.concatenate([pos_ctrl, rot_ctrl, gripper_ctrl]) - - # Apply action to simulation. - U.mjpy_ctrl_set_action(self.sim, action) - U.mjpy_mocap_set_action(self.sim, action) - - # gravity compensation - self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] - - else: - action = np.clip(action, -1, 1) - last = self.mujoco_robot.dof - arm_action = action[:last] - if self.has_gripper_right: - gripper_right_action_in = action[last:last+self.gripper_right.dof] - gripper_right_action_actual = self.gripper_right.format_action(gripper_right_action_in) - arm_action = np.concatenate([arm_action, gripper_right_action_actual]) - last = last + self.gripper_right.dof - if self.has_gripper_left: - gripper_left_action_in = action[last:last+self.gripper_left.dof] - gripper_left_action_actual = self.gripper_left.format_action(gripper_left_action_in) - arm_action = np.concatenate([arm_action, gripper_left_action_actual]) - action = arm_action - - # rescale normalized action to control ranges - ctrl_range = self.sim.model.actuator_ctrlrange - bias = 0.5 * (ctrl_range[:,1] + ctrl_range[:,0]) - weight = 0.5 * (ctrl_range[:,1] - ctrl_range[:,0]) - applied_action = bias + weight * action - self.sim.data.ctrl[:] = applied_action - - # gravity compensation - self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + action = np.clip(action, -1, 1) + last = self.mujoco_robot.dof + arm_action = action[:last] + if self.has_gripper_right: + gripper_right_action_in = action[last:last+self.gripper_right.dof] + gripper_right_action_actual = self.gripper_right.format_action(gripper_right_action_in) + arm_action = np.concatenate([arm_action, gripper_right_action_actual]) + last = last + self.gripper_right.dof + if self.has_gripper_left: + gripper_left_action_in = action[last:last+self.gripper_left.dof] + gripper_left_action_actual = self.gripper_left.format_action(gripper_left_action_in) + arm_action = np.concatenate([arm_action, gripper_left_action_actual]) + action = arm_action + + # rescale normalized action to control ranges + ctrl_range = self.sim.model.actuator_ctrlrange + bias = 0.5 * (ctrl_range[:,1] + ctrl_range[:,0]) + weight = 0.5 * (ctrl_range[:,1] - ctrl_range[:,0]) + applied_action = bias + weight * action + self.sim.data.ctrl[:] = applied_action + + # gravity compensation + self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] def _post_action(self, action): ret = super()._post_action(action) @@ -164,11 +139,7 @@ def _get_observation(self): @property def dof(self): - if self.use_eef_ctrl: - # 3 for position and 4 for rotation - dof = 7 - else: - dof = self.mujoco_robot.dof + dof = self.mujoco_robot.dof if self.has_gripper_left: dof += self.gripper_left.dof if self.has_gripper_right: diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 9e003704d3..024fafbbff 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -67,28 +67,22 @@ def _load_model(self): super()._load_model() self.mujoco_robot.set_base_xpos([0,0,0]) - # load model for table top workspace self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) - # The sawyer robot has a pedestal, we want to align it with the table self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) - # task includes arena, robot, and objects of interest self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) self.model.place_objects() - self.hole_obj = self.hole.get_collision(name='hole', site=True) self.hole_obj.set('quat','0 0 0.707 0.707') - self.hole_obj.set('pos','0.11 0 0.22') - #self.hole_obj.append(joint(name='hole', type='slide')) + self.hole_obj.set('pos','0.11 0 0.18') self.model.merge_asset(self.hole) self.model.worldbody.find(".//body[@name='left_hand']").append(self.hole_obj) self.cyl_obj = self.cylinder.get_collision(name='cylinder', site=True) - #self.cyl_obj.set('quat','0 0 0.707 0.707') - self.cyl_obj.set('pos','0 0 0.18') + self.cyl_obj.set('pos','0 0 0.15') self.model.merge_asset(self.cylinder) self.model.worldbody.find(".//body[@name='right_hand']").append(self.cyl_obj) @@ -102,22 +96,6 @@ def _reset_internal(self): # inherited class should reset positions of objects self.model.place_objects() - return - self.sim.data.qpos[self._ref_gripper_left_joint_pos_indexes] = np.array([0.1, -0.1]) - for i in range(500): - self.sim.step() - for i in range(100): - grip = (self.sim.data.site_xpos[self.eef_site_id]) - print("grip",grip,type(grip)) - hole_obj = self.model.worldbody.find(".//body[@name='hole']") - - hole_obj.set('pos', grip) - self.sim.data.body_xpos[self.hole_body_id] = np.array([1,1,5]) - print("hmm",self.sim.data.body_xpos[self.hole_body_id])# = grip - print(hole_obj) - #self.sim.data.qfrc_applied[self._ref_gripper_left_joint_vel_indexes] = np.array([-1, 1]) - self.sim.step() - def reward(self, action): reward = 0 @@ -138,7 +116,10 @@ def reward(self, action): hole_normal = hole_mat @ np.array([0,0,1]) - if d < 0.06 and t >= -0.12 and t <= 0.14 and abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal)/np.linalg.norm(v)) > 0.95: + # Right location and angle + if d < 0.06 and t >= -0.12 and t <= 0.14 and \ + abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal) \ + /np.linalg.norm(v)) > 0.95: reward = 1 # use a shaping reward @@ -166,16 +147,15 @@ def _get_observation(self): di['image'] = camera_obs # low-level object information - """if self.use_object_obs: + if self.use_object_obs: # position and rotation of object - cube_pos = self.sim.data.body_xpos[self.hole_body_id] - cube_quat = self.sim.data.body_xquat[self.hole_body_id] - di['cube_pos'] = cube_pos - di['cube_quat'] = cube_quat + hole_pos = self.sim.data.body_xpos[self.hole_body_id] + hole_quat = self.sim.data.body_xquat[self.hole_body_id] + di['hole_pos'] = hole_pos + di['hole_quat'] = hole_quat - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - di['gripper_to_cube'] = gripper_site_pos - cube_pos - """ + gripper_site_pos = self.sim.data.body_xpos[self.cyl_body_id] + di['cyl_to_hole'] = gripper_site_pos - hole_pos return di diff --git a/MujocoManip/environments/baxter_stack.py b/MujocoManip/environments/baxter_stack.py deleted file mode 100644 index 4c4c8c7da1..0000000000 --- a/MujocoManip/environments/baxter_stack.py +++ /dev/null @@ -1,218 +0,0 @@ -import numpy as np -from collections import OrderedDict -from MujocoManip.miscellaneous import RandomizationError -from MujocoManip.environments.baxter import BaxterEnv -from MujocoManip.models import * - - -class BaxterStackEnv(BaxterEnv): - - def __init__(self, - gripper_type='TwoFingerGripper', - use_eef_ctrl=False, - table_size=(0.8, 0.8, 0.8), - table_friction=None, - use_camera_obs=True, - use_object_obs=True, - camera_name='frontview', - reward_shaping=False, - gripper_visualization=False, - **kwargs): - """ - @gripper_type, string that specifies the gripper type - @use_eef_ctrl, position controller or default joint controllder - @table_size, full dimension of the table - @table_friction, friction parameters of the table - @use_camera_obs, using camera observations - @use_object_obs, using object physics states - @camera_name, name of camera to be rendered - @camera_height, height of camera observation - @camera_width, width of camera observation - @camera_depth, rendering depth - @reward_shaping, using a shaping reward - @gripper_visualization: visualizing gripper site - """ - # initialize objects of interest - cubeA = RandomBoxObject(size_min=[0.02, 0.02, 0.02], - size_max=[0.02, 0.02, 0.02]) - cubeB = RandomBoxObject(size_min=[0.025, 0.025, 0.025], - size_max=[0.025, 0.025, 0.025]) - self.mujoco_objects = OrderedDict([ - ('cubeA', cubeA), - ('cubeB', cubeB) - ]) - self.n_objects = len(self.mujoco_objects) - - # settings for table top - self.table_size = table_size - self.table_friction = table_friction - - # whether to show visual aid about where is the gripper - self.gripper_visualization = gripper_visualization - - # whether to use ground-truth object states - self.use_object_obs = use_object_obs - - super().__init__(gripper_left='LeftTwoFingerGripper', - gripper_right='TwoFingerGripper', - use_eef_ctrl=use_eef_ctrl, - use_camera_obs=use_camera_obs, - camera_name=camera_name, - gripper_visualization=gripper_visualization, - **kwargs) - - # reward configuration - self.reward_shaping = reward_shaping - - # information of objects - # self.object_names = [o['object_name'] for o in self.object_metadata] - self.object_names = list(self.mujoco_objects.keys()) - self.object_site_ids = [self.sim.model.site_name2id(ob_name) for ob_name in self.object_names] - - # id of grippers for contact checking - self.finger_names = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() - - # self.sim.data.contact # list, geom1, geom2 - self.collision_check_geom_names = self.sim.model._geom_name2id.keys() - self.collision_check_geom_ids = [self.sim.model._geom_name2id[k] for k in self.collision_check_geom_names] - - def _load_model(self): - super()._load_model() - self.mujoco_robot.set_base_xpos([0,0,0]) - - # load model for table top workspace - self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) - - # The sawyer robot has a pedestal, we want to align it with the table - self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) - - # task includes arena, robot, and objects of interest - self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) - self.model.place_objects() - - def _get_reference(self): - super()._get_reference() - self.cubeA_body_id = self.sim.model.body_name2id('cubeA') - self.cubeB_body_id = self.sim.model.body_name2id('cubeB') - - def _reset_internal(self): - super()._reset_internal() - # inherited class should reset positions of objects - self.model.place_objects() - - def reward(self, action): - r_reach, r_lift, r_stack = self.staged_rewards() - if self.reward_shaping: - reward = max(r_reach, r_lift, r_stack) - else: - reward = 1.0 if r_stack > 0 else 0.0 - return reward - - def staged_rewards(self): - """ - Returns staged rewards based on current physical states - """ - # reaching is successful when the gripper site is close to - # the center of the cube - cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - dist = np.linalg.norm(gripper_site_pos - cubeA_pos) - r_reach = 1 - np.tanh(10.0 * dist) - - # lifting is successful when the cube is above the table top - # by a margin - cubeA_height = cubeA_pos[2] - table_height = self.table_size[2] - r_lift = 1.0 if cubeA_height > table_height + 0.045 else 0.0 - - # stacking is successful when the block is lifted and - # the gripper is not holding the object - r_stack = 0 - if r_reach < 0.6 and r_lift > 0: - r_stack = 2.0 - - # print("reach: %.2f lift: %.2f stack: %.2f final: %.2f"% - # (r_reach, r_lift, r_stack, max(r_reach, r_lift, r_stack))) - return (r_reach, r_lift, r_stack) - - def _get_observation(self): - """ - Adds hand_position, hand_velocity or - (current_position, current_velocity, target_velocity) of all targets - """ - di = super()._get_observation() - if self.use_camera_obs: - camera_obs = self.sim.render(camera_name=self.camera_name, - width=self.camera_width, - height=self.camera_height, - depth=self.camera_depth) - if self.camera_depth: - di['image'], di['depth'] = camera_obs - else: - di['image'] = camera_obs - - # low-level object information - if self.use_object_obs: - # position and rotation of the first cube - cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] - cubeA_quat = self.sim.data.body_xquat[self.cubeA_body_id] - di['cubeA_pos'] = cubeA_pos - di['cubeA_quat'] = cubeA_quat - - # position and rotation of the second cube - cubeB_pos = self.sim.data.body_xpos[self.cubeB_body_id] - cubeB_quat = self.sim.data.body_xquat[self.cubeB_body_id] - di['cubeB_pos'] = cubeB_pos - di['cubeB_quat'] = cubeB_quat - - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - di['gripper_to_cubeA'] = gripper_site_pos - cubeA_pos - di['gripper_to_cubeB'] = gripper_site_pos - cubeB_pos - di['cubeA_to_cubeB'] = cubeA_pos - cubeB_pos - - return di - - def _check_contact(self): - """ - Returns True if gripper is in contact with an object. - """ - collision = False - for contact in self.sim.data.contact[:self.sim.data.ncon]: - if self.sim.model.geom_id2name(contact.geom1) in self.finger_names or \ - self.sim.model.geom_id2name(contact.geom2) in self.finger_names: - collision = True - break - return collision - - def _check_terminated(self): - """ - Returns True if task is successfully completed - """ - r_reach, r_lift, r_stack = self.staged_rewards() - return r_stack > 0 - - def _gripper_visualization(self): - """ - Do any needed visualization here. Overrides superclass implementations. - """ - # color the gripper site appropriately based on distance to nearest object - if self.gripper_visualization: - # find closest object - square_dist = lambda x : np.sum(np.square(x - self.sim.data.get_site_xpos('grip_site'))) - dists = np.array(list(map(square_dist, self.sim.data.site_xpos))) - dists[self.eef_site_id] = np.inf # make sure we don't pick the same site - dists[self.eef_cylinder_id] = np.inf - ob_dists = dists[self.object_site_ids] # filter out object sites we care about - min_dist = np.min(ob_dists) - ob_id = np.argmin(ob_dists) - ob_name = self.object_names[ob_id] - - # set RGBA for the EEF site here - max_dist = 0.1 - scaled = (1.0 - min(min_dist / max_dist, 1.)) ** 15 - rgba = np.zeros(4) - rgba[0] = 1 - scaled - rgba[1] = scaled - rgba[3] = 0.5 - - self.sim.model.site_rgba[self.eef_site_id] = rgba diff --git a/MujocoManip/models/robot.py b/MujocoManip/models/robot.py index d374cc3615..1d7fb342c3 100644 --- a/MujocoManip/models/robot.py +++ b/MujocoManip/models/robot.py @@ -91,11 +91,8 @@ def init_qpos(self): class BaxterRobot(MujocoRobot): - def __init__(self, use_eef_ctrl=False): - if use_eef_ctrl: - super().__init__(xml_path_completion('robot/baxter/robot_mocap.xml')) - else: - super().__init__(xml_path_completion('robot/baxter/robot.xml')) + def __init__(self): + super().__init__(xml_path_completion('robot/baxter/robot.xml')) # TODO: fix me to the correct value self.bottom_offset = np.array([0, 0, -0.913]) From b94b09111fdd83231ccbe5162654f9e30484b9d7 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 18:29:08 -0700 Subject: [PATCH 17/39] extended mujoco viewer to allow for custom callbacks --- .../miscellaneous/mujoco_py_renderer.py | 36 ++++++++++- MujocoManip/models/mujoco_object.py | 2 +- MujocoManip/tests/test_baxter_eef_wasd.py | 63 +++++-------------- 3 files changed, 51 insertions(+), 50 deletions(-) diff --git a/MujocoManip/miscellaneous/mujoco_py_renderer.py b/MujocoManip/miscellaneous/mujoco_py_renderer.py index e4201c1ff1..b5df4fe173 100644 --- a/MujocoManip/miscellaneous/mujoco_py_renderer.py +++ b/MujocoManip/miscellaneous/mujoco_py_renderer.py @@ -1,13 +1,35 @@ from mujoco_py import MjViewer from mujoco_py.generated import const import glfw +from collections import defaultdict + +class CustomMjViewer(MjViewer): + + keypress = defaultdict(list) + keyup = defaultdict(list) + + def key_callback(self, window, key, scancode, action, mods): + if action == glfw.PRESS: + tgt = self.keypress + elif action == glfw.RELEASE: + tgt = self.keyup + else: + return + if tgt.get(key): + for fn in tgt[key]: + fn(window, key, scancode, action, mods) + if tgt.get('any'): + for fn in tgt['any']: + fn(window, key, scancode, action, mods) + super().key_callback(window, key, scancode, action, mods) class MujocoPyRenderer(): def __init__(self, sim): """ sim should be MjSim """ - self.viewer = MjViewer(sim) + self.viewer = CustomMjViewer(sim) + self.callbacks = {} def set_camera(self, camera_id): """ @@ -27,4 +49,16 @@ def close(self): glfw.destroy_window(self.viewer.window) self.viewer = None + def add_keypress_callback(self, key, fn): + """ + Allows for custom callback functions for the viewer. Called on key down. + Parameter 'any' will ensure that the callback is called on any key down. + """ + self.viewer.keypress[key].append(fn) + def add_keyup_callback(self, key, fn): + """ + Allows for custom callback functions for the viewer. Called on key up. + Parameter 'any' will ensure that the callback is called on any key up. + """ + self.viewer.keyup[key].append(fn) diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index dbb698047e..e006cf9a6f 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -131,7 +131,7 @@ def get_visual(self, name=None, site=False): visual.append(ET.Element('site', attrib=template)) return visual -class DefaultPotObject(MujocoXMLObject): +class DefaultStockPotObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_pot.xml')) diff --git a/MujocoManip/tests/test_baxter_eef_wasd.py b/MujocoManip/tests/test_baxter_eef_wasd.py index df18abbf8d..b729f07a8a 100644 --- a/MujocoManip/tests/test_baxter_eef_wasd.py +++ b/MujocoManip/tests/test_baxter_eef_wasd.py @@ -1,6 +1,3 @@ -import pyxhook - - from MujocoManip import * import numpy as np import time @@ -13,56 +10,24 @@ from MujocoManip.miscellaneous.baxter_ik import BaxterIKController as IKController import MujocoManip.miscellaneous.utils as U -import spacenav import threading from collections import defaultdict as dd +import glfw ispressed = dd(bool) flipflop = dd(bool) -hm = pyxhook.HookManager() - -def okp(ev): - ispressed[ev.Key] = True - flipflop[ev.Key] = True -def oku(ev): - ispressed[ev.Key] = False +def okp(window, key, scancode, action, mods): + ispressed[key] = True + flipflop[key] = True -hm.KeyDown = okp -hm.KeyUp = oku -hm.HookKeyboard() -hm.start() +def oku(window, key, scancode, action, mods): + ispressed[key] = False control = [0 for _ in range(6)] button = 0 -def run(): - print("thread running") - #global control, button - while True: - event = spacenav.poll() - if event is None: continue - print(event) - if type(event) == spacenav.ButtonEvent: - if event.pressed: - button = 1 - else: - control = [event.x, event.y, event.z, event.rx, event.ry, event.rz] - #print(event.type, event.x, event.y, event.z, event.rx, event.ry, event.rz) - -try: - spacenav.open() - #run() - #exit() - #thread = threading.Thread(target=run) - #thread.daemon = True - #thread.start() - print("thread in background") -except SystemExit: - print("fail lol") - exit() - if __name__ == '__main__': # a test case: do completely random actions at each time step @@ -70,6 +35,8 @@ def run(): display=True, ignore_done=True, gripper_visualization=True, use_camera_obs=False) + env.viewer.add_keypress_callback('any', okp) + env.viewer.add_keyup_callback('any', oku) # function to return robot joint angles @@ -134,17 +101,17 @@ def right_robot_jpos_getter(): for i in range(100000): kk = 0.005 control = [0 for _ in range(6)] - if ispressed['F1']: + if ispressed[glfw.KEY_F1]: control[0] = kk - if ispressed[('F2')]: + if ispressed[(glfw.KEY_F2)]: control[0] = -kk - if ispressed[('F3')]: + if ispressed[(glfw.KEY_F3)]: control[1] = -kk - if ispressed[('F4')]: + if ispressed[(glfw.KEY_F4)]: control[1] = kk - if ispressed[('F5')]: + if ispressed[(glfw.KEY_F5)]: control[2] = -kk - if ispressed[('F6')]: + if ispressed[(glfw.KEY_F6)]: control[2] = kk if flipflop['k']: grasp = 1 @@ -178,7 +145,7 @@ def right_robot_jpos_getter(): #action = np.random.randn(18) obs, reward, done, info = env.step(action) - print("reward", reward) + #print("reward", reward) env.render() # if i % 100 == 0: From 75ba7af0f83d02b93b56d5c5d6d49896840c5b10 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 19:53:19 -0700 Subject: [PATCH 18/39] change color on cylinder --- MujocoManip/environments/baxter_hole.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 024fafbbff..3ef49f82ca 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -83,8 +83,10 @@ def _load_model(self): self.cyl_obj = self.cylinder.get_collision(name='cylinder', site=True) self.cyl_obj.set('pos','0 0 0.15') + self.model.merge_asset(self.cylinder) self.model.worldbody.find(".//body[@name='right_hand']").append(self.cyl_obj) + self.model.worldbody.find(".//geom[@name='cylinder']").set('rgba','0 0 1 1') def _get_reference(self): super()._get_reference() From b20ef7743b77429f62582e99de846fa632b1f68e Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 20:17:18 -0700 Subject: [PATCH 19/39] removing table, introducing empty arena --- MujocoManip/environments/baxter_hole.py | 21 ++++++------------- MujocoManip/models/arena.py | 5 +++++ .../models/assets/arena/empty_arena.xml | 18 ++++++++++++++++ 3 files changed, 29 insertions(+), 15 deletions(-) create mode 100644 MujocoManip/models/assets/arena/empty_arena.xml diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 3ef49f82ca..cf6cf418d9 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -11,8 +11,6 @@ class BaxterHoleEnv(BaxterEnv): def __init__(self, gripper_type='TwoFingerGripper', use_eef_ctrl=False, - table_size=(0.8, 0.8, 0.8), - table_friction=None, use_camera_obs=True, use_object_obs=True, camera_name='frontview', @@ -42,10 +40,6 @@ def __init__(self, #pot = cube self.mujoco_objects = OrderedDict() - # settings for table top - self.table_size = table_size - self.table_friction = table_friction - # whether to use ground-truth object states self.use_object_obs = use_object_obs @@ -67,13 +61,15 @@ def _load_model(self): super()._load_model() self.mujoco_robot.set_base_xpos([0,0,0]) - self.mujoco_arena = TableArena(full_size=self.table_size, + """self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) + """ - self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) - self.model.place_objects() + self.model = MujocoWorldBase() + self.model.merge(EmptyArena()) + self.model.merge(self.mujoco_robot) self.hole_obj = self.hole.get_collision(name='hole', site=True) self.hole_obj.set('quat','0 0 0.707 0.707') @@ -95,8 +91,6 @@ def _get_reference(self): def _reset_internal(self): super()._reset_internal() - # inherited class should reset positions of objects - self.model.place_objects() def reward(self, action): reward = 0 @@ -178,7 +172,4 @@ def _check_terminated(self): """ Returns True if task is successfully completed """ - # cube is higher than the table top above a margin - cube_height = self.sim.data.body_xpos[self.hole_body_id][2] - table_height = self.table_size[2] - return (cube_height > table_height + 0.10) + return False diff --git a/MujocoManip/models/arena.py b/MujocoManip/models/arena.py index 1cced0fda0..636a13b571 100644 --- a/MujocoManip/models/arena.py +++ b/MujocoManip/models/arena.py @@ -45,3 +45,8 @@ def configure_location(self): def table_top_abs(self): """Returns the absolute position of table top""" return string_to_array(self.floor.get('pos')) + np.array([0,0,self.full_size[2]]) + +class EmptyArena(Arena): + def __init__(self): + super().__init__(xml_path_completion('arena/empty_arena.xml')) + self.floor = self.worldbody.find("./geom[@name='floor']") diff --git a/MujocoManip/models/assets/arena/empty_arena.xml b/MujocoManip/models/assets/arena/empty_arena.xml new file mode 100644 index 0000000000..a32fdb3354 --- /dev/null +++ b/MujocoManip/models/assets/arena/empty_arena.xml @@ -0,0 +1,18 @@ + + + + + + + + + + + + + + + + + + From 6baa9baace7a43a361f9893322a72c6b1cb7eb44 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 20:31:46 -0700 Subject: [PATCH 20/39] more decomposition, more observation features --- MujocoManip/environments/baxter_hole.py | 29 +++++++++++++++++-------- 1 file changed, 20 insertions(+), 9 deletions(-) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index cf6cf418d9..1cf12668c5 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -92,9 +92,7 @@ def _get_reference(self): def _reset_internal(self): super()._reset_internal() - def reward(self, action): - reward = 0 - + def _compute_orientation(self): cyl_mat = self.sim.data.body_xmat[self.cyl_body_id] cyl_mat.shape = (3,3) cyl_pos = self.sim.data.body_xpos[self.cyl_body_id] @@ -111,11 +109,16 @@ def reward(self, action): d = np.linalg.norm(np.cross(v, cyl_pos-center))/np.linalg.norm(v) hole_normal = hole_mat @ np.array([0,0,1]) + return (t, d, abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal) \ + /np.linalg.norm(v))) + + def reward(self, action): + reward = 0 + + t, d, cos = self._compute_orientation() # Right location and angle - if d < 0.06 and t >= -0.12 and t <= 0.14 and \ - abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal) \ - /np.linalg.norm(v)) > 0.95: + if d < 0.06 and t >= -0.12 and t <= 0.14 and cos > 0.95: reward = 1 # use a shaping reward @@ -144,14 +147,22 @@ def _get_observation(self): # low-level object information if self.use_object_obs: - # position and rotation of object + # position and rotation of cylinder and hole hole_pos = self.sim.data.body_xpos[self.hole_body_id] hole_quat = self.sim.data.body_xquat[self.hole_body_id] di['hole_pos'] = hole_pos di['hole_quat'] = hole_quat - gripper_site_pos = self.sim.data.body_xpos[self.cyl_body_id] - di['cyl_to_hole'] = gripper_site_pos - hole_pos + cyl_pos = self.sim.data.body_xpos[self.cyl_body_id] + cyl_quat = self.sim.data.body_xquat[self.cyl_body_id] + di['cyl_to_hole'] = cyl_pos - hole_pos + di['cyl_quat'] = cyl_quat + + # Relative orientation parameters + t, d, cos = self._compute_orientation() + di['angle'] = cos + di['t'] = t + di['d'] = d return di From 705ce45065e83e10752d94a55dcf959a19470a33 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 23 May 2018 21:07:42 -0700 Subject: [PATCH 21/39] utilities for left hand --- MujocoManip/environments/baxter.py | 66 ++++++++++++++++++++++++++---- 1 file changed, 57 insertions(+), 9 deletions(-) diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index 607e6216de..c34de39aa6 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -177,13 +177,6 @@ def action_space(self): high = np.ones(self.dof) * 1. return low, high - @property - def _right_hand_joint_cartesian_pose(self): - """ - Returns the cartesian pose of the last robot joint in base frame of robot. - """ - return self.pose_in_base_from_name('right_l6') - @property def _right_hand_pose(self): """ @@ -200,10 +193,10 @@ def _right_hand_total_velocity(self): # Use jacobian to translate joint velocities to end effector velocities. Jp = self.sim.data.get_body_jacp('right_hand').reshape((3, -1)) - Jp_joint = Jp[:, self._ref_joint_vel_indexes] + Jp_joint = Jp[:, self._ref_joint_vel_indexes[:7]] Jr = self.sim.data.get_body_jacr('right_hand').reshape((3, -1)) - Jr_joint = Jr[:, self._ref_joint_vel_indexes] + Jr_joint = Jr[:, self._ref_joint_vel_indexes[:7]] eef_lin_vel = Jp_joint.dot(self._joint_velocities) eef_rot_vel = Jr_joint.dot(self._joint_velocities) @@ -239,6 +232,61 @@ def _right_hand_ang_vel(self): """ return self._right_hand_total_velocity[3:] + @property + def _left_hand_pose(self): + """ + Returns eef pose in base frame of robot. + """ + return self.pose_in_base_from_name('left_hand') + + @property + def _left_hand_total_velocity(self): + """ + Returns the total eef velocity (linear + angular) in the base frame as a numpy + array of shape (6,) + """ + + # Use jacobian to translate joint velocities to end effector velocities. + Jp = self.sim.data.get_body_jacp('left_hand').reshape((3, -1)) + Jp_joint = Jp[:, self._ref_joint_vel_indexes[7:]] + + Jr = self.sim.data.get_body_jacr('left_hand').reshape((3, -1)) + Jr_joint = Jr[:, self._ref_joint_vel_indexes[7:]] + + eef_lin_vel = Jp_joint.dot(self._joint_velocities) + eef_rot_vel = Jr_joint.dot(self._joint_velocities) + return np.concatenate([eef_lin_vel, eef_rot_vel]) + + @property + def _left_hand_pos(self): + """ + Returns position of eef in base frame of robot. + """ + eef_pose_in_base = self._left_hand_pose + return eef_pose_in_base[:3, 3] + + @property + def _left_hand_orn(self): + """ + Returns orientation of eef in base frame of robot as a rotation matrix. + """ + eef_pose_in_base = self._left_hand_pose + return eef_pose_in_base[:3, :3] + + @property + def _left_hand_vel(self): + """ + Returns velocity of eef in base frame of robot. + """ + return self._left_hand_total_velocity[:3] + + @property + def _left_hand_ang_vel(self): + """ + Returns angular velocity of eef in base frame of robot. + """ + return self._left_hand_total_velocity[3:] + @property def _joint_positions(self): return self.sim.data.qpos[self._ref_joint_pos_indexes] From a062f1e5ba19e093192700c79ca7768f28c79e01 Mon Sep 17 00:00:00 2001 From: Yuke Zhu Date: Thu, 24 May 2018 15:35:10 -0700 Subject: [PATCH 22/39] finetuning baxter hole environment to make it ready for training --- MujocoManip/environments/baxter.py | 1 - MujocoManip/environments/baxter_hole.py | 9 ++++++++- MujocoManip/models/assets/arena/empty_arena.xml | 6 +++--- 3 files changed, 11 insertions(+), 5 deletions(-) diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index c34de39aa6..5fe2bf5972 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -65,7 +65,6 @@ def _get_reference(self): self._ref_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.robot_joints] # indices for grippers in qpos, qvel - print(self.has_gripper_left, self.has_gripper_right) if self.has_gripper_left: self.gripper_left_joints = list(self.gripper_left.joints) self._ref_gripper_left_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_left_joints] diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 1cf12668c5..ee772e3d36 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -82,7 +82,7 @@ def _load_model(self): self.model.merge_asset(self.cylinder) self.model.worldbody.find(".//body[@name='right_hand']").append(self.cyl_obj) - self.model.worldbody.find(".//geom[@name='cylinder']").set('rgba','0 0 1 1') + self.model.worldbody.find(".//geom[@name='cylinder']").set('rgba','0 1 0 1') def _get_reference(self): super()._get_reference() @@ -164,6 +164,13 @@ def _get_observation(self): di['t'] = t di['d'] = d + # proprioception + di['proprio'] = np.concatenate([ + np.sin(di['joint_pos']), + np.cos(di['joint_pos']), + di['joint_vel'], + ]) + return di def _check_contact(self): diff --git a/MujocoManip/models/assets/arena/empty_arena.xml b/MujocoManip/models/assets/arena/empty_arena.xml index a32fdb3354..4acec1ef6b 100644 --- a/MujocoManip/models/assets/arena/empty_arena.xml +++ b/MujocoManip/models/assets/arena/empty_arena.xml @@ -9,10 +9,10 @@ - + - + - + From ca996f45c852fbca32c68ef398fdd888167028c6 Mon Sep 17 00:00:00 2001 From: Yuke Zhu Date: Thu, 24 May 2018 18:58:30 -0700 Subject: [PATCH 23/39] make baxter hole reward denser --- MujocoManip/environments/baxter_hole.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index ee772e3d36..de0e10fbb4 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -127,7 +127,7 @@ def reward(self, action): hole_pos = self.sim.data.body_xpos[self.hole_body_id] gripper_site_pos = self.sim.data.body_xpos[self.cyl_body_id] dist = np.linalg.norm(gripper_site_pos - hole_pos) - reaching_reward = 1 - np.tanh(3*dist) + reaching_reward = 1 - np.tanh(1.0*dist) reward += reaching_reward return reward From 78c1a2a69468b9efc7f0cffe758fe01a8b63f2d5 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sat, 26 May 2018 11:47:03 -0700 Subject: [PATCH 24/39] add randomization and reward-shaping --- MujocoManip/environments/baxter.py | 2 +- MujocoManip/environments/baxter_hole.py | 7 ++++++- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index 5fe2bf5972..06856b1c3b 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -50,7 +50,7 @@ def _load_model(self): def _reset_internal(self): super()._reset_internal() - self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + 0.1 * np.random.normal(len(self._ref_joint_pos_indexes)) if self.has_gripper_right: self.sim.data.qpos[self._ref_joint_gripper_right_actuator_indexes] = self.gripper_right.init_qpos diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index de0e10fbb4..5cbba4cc2b 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -107,7 +107,7 @@ def _compute_orientation(self): t = (center - cyl_pos)@v / (np.linalg.norm(v)**2) d = np.linalg.norm(np.cross(v, cyl_pos-center))/np.linalg.norm(v) - + hole_normal = hole_mat @ np.array([0,0,1]) return (t, d, abs(np.dot(hole_normal, v)/np.linalg.norm(hole_normal) \ /np.linalg.norm(v))) @@ -130,6 +130,11 @@ def reward(self, action): reaching_reward = 1 - np.tanh(1.0*dist) reward += reaching_reward + # Orientation reward + reward += 1 - np.tanh(d) + reward += 1 - np.tanh(np.abs(t)) + reward += cos + return reward def _get_observation(self): From 2213b13f7a497a8668b780918f3d3f77ff009ce6 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sat, 26 May 2018 15:03:57 -0700 Subject: [PATCH 25/39] add helper for peg_pose_in_hole_frame --- MujocoManip/environments/baxter_hole.py | 20 ++++++++++++++++++++ MujocoManip/tests/test_baxter.py | 1 + 2 files changed, 21 insertions(+) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index 5cbba4cc2b..ee9a139d7e 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -4,6 +4,7 @@ from MujocoManip.environments.baxter import BaxterEnv from MujocoManip.models import * from MujocoManip.models.model_util import xml_path_completion, array_to_string, joint +import MujocoManip.miscellaneous.utils as U class BaxterHoleEnv(BaxterEnv): @@ -137,6 +138,25 @@ def reward(self, action): return reward + def _peg_pose_in_hole_frame(self): + """ + A helper function that takes in a named data field and returns the pose of that + object in the base frame. + """ + # World frame + peg_pos_in_world = self.sim.data.get_body_xpos('cylinder') + peg_rot_in_world = self.sim.data.get_body_xmat('cylinder').reshape((3, 3)) + peg_pose_in_world = U.make_pose(peg_pos_in_world, peg_rot_in_world) + # World frame + hole_pos_in_world = self.sim.data.get_body_xpos('hole') + hole_rot_in_world = self.sim.data.get_body_xmat('hole').reshape((3, 3)) + hole_pose_in_world = U.make_pose(hole_pos_in_world, hole_rot_in_world) + + world_pose_in_hole = U.pose_inv(hole_pose_in_world) + + peg_pose_in_hole = U.pose_in_A_to_pose_in_B(peg_pose_in_world, world_pose_in_hole) + return peg_pose_in_hole + def _get_observation(self): di = super()._get_observation() # camera observations diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py index 62690b1f04..35ca7f0863 100644 --- a/MujocoManip/tests/test_baxter.py +++ b/MujocoManip/tests/test_baxter.py @@ -46,6 +46,7 @@ obs, reward, done, info = env.step(action) env.render() print(reward) + print(env._peg_pose_in_hole_frame()) if i % 100 == 0: From d4a347b6c7795804795600d4523229f63980a521 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sat, 26 May 2018 15:52:43 -0700 Subject: [PATCH 26/39] fix baxter lift; add reward shaping --- MujocoManip/environments/baxter.py | 4 ++- MujocoManip/environments/baxter_lift.py | 25 ++++++++++++++----- .../models/assets/object/object_pot.xml | 8 +++++- MujocoManip/tests/test_baxter.py | 9 ++++--- 4 files changed, 34 insertions(+), 12 deletions(-) diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py index 06856b1c3b..b759aa40da 100644 --- a/MujocoManip/environments/baxter.py +++ b/MujocoManip/environments/baxter.py @@ -50,7 +50,7 @@ def _load_model(self): def _reset_internal(self): super()._reset_internal() - self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + 0.1 * np.random.normal(len(self._ref_joint_pos_indexes)) + self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + 0.03 * np.random.normal(len(self._ref_joint_pos_indexes)) if self.has_gripper_right: self.sim.data.qpos[self._ref_joint_gripper_right_actuator_indexes] = self.gripper_right.init_qpos @@ -69,11 +69,13 @@ def _get_reference(self): self.gripper_left_joints = list(self.gripper_left.joints) self._ref_gripper_left_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_left_joints] self._ref_gripper_left_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_left_joints] + self.left_eef_site_id = self.sim.model.site_name2id('l_g_grip_site') if self.has_gripper_right: self.gripper_right_joints = list(self.gripper_right.joints) self._ref_gripper_right_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_right_joints] self._ref_gripper_right_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_right_joints] + self.right_eef_site_id = self.sim.model.site_name2id('grip_site') # indices for joint pos actuation, joint vel actuation, gripper actuation self._ref_joint_pos_actuator_indexes = [self.sim.model.actuator_name2id(actuator) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 47c8eaebfe..3cc18f7a77 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -16,7 +16,7 @@ def __init__(self, use_camera_obs=True, use_object_obs=True, camera_name='frontview', - reward_shaping=False, + reward_shaping=True, gripper_visualization=False, **kwargs): """ @@ -35,7 +35,7 @@ def __init__(self, # initialize objects of interest cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], size_max=[0.025, 0.025, 0.025]) - pot = DefaultPotObject() + pot = DefaultStockPotObject() #pot = cube self.mujoco_objects = OrderedDict([('pot', pot)]) @@ -78,6 +78,8 @@ def _load_model(self): def _get_reference(self): super()._get_reference() self.cube_body_id = self.sim.model.body_name2id('pot') + self.handle_1_site_id = self.sim.model.site_name2id('pot_handle_1') + self.handle_2_site_id = self.sim.model.site_name2id('pot_handle_2') def _reset_internal(self): super()._reset_internal() @@ -97,10 +99,21 @@ def reward(self, action): if self.reward_shaping: # reaching reward cube_pos = self.sim.data.body_xpos[self.cube_body_id] - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - dist = np.linalg.norm(gripper_site_pos - cube_pos) - reaching_reward = 1 - np.tanh(10.0 * dist) - reward += reaching_reward + l_gripper_site_pos = self.sim.data.site_xpos[self.left_eef_site_id] + r_gripper_site_pos = self.sim.data.site_xpos[self.right_eef_site_id] + + handle_1_pos = self.sim.data.site_xpos[self.handle_1_site_id] + handle_2_pos = self.sim.data.site_xpos[self.handle_2_site_id] + + handle_reward_case_1 = 2 + handle_reward_case_1 -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_1_pos)) + handle_reward_case_1 -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_2_pos)) + + # handle_reward_case_2 = 2 + # handle_reward_case_2 -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_1_pos)) + # handle_reward_case_2 -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_2_pos)) + + reward += handle_reward_case_1 return reward diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml index e69f752a22..c7b9bff4a0 100644 --- a/MujocoManip/models/assets/object/object_pot.xml +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -6,14 +6,20 @@ + + + + + - + diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py index 35ca7f0863..d644983669 100644 --- a/MujocoManip/tests/test_baxter.py +++ b/MujocoManip/tests/test_baxter.py @@ -11,9 +11,10 @@ # a test case: do completely random actions at each time step #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) - #env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=True) - env = make("BaxterHoleEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) - + env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=True) + # env = make("BaxterHoleEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) + # print(env.model.get_xml()) + # exit(0) obs = env.reset() # rotate the gripper so we can see it easily #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) @@ -46,7 +47,7 @@ obs, reward, done, info = env.step(action) env.render() print(reward) - print(env._peg_pose_in_hole_frame()) + # print(env._peg_pose_in_hole_frame()) if i % 100 == 0: From 24e7bb0f626db250a3c8255b0d752a62e16de0d7 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sat, 26 May 2018 18:35:21 -0700 Subject: [PATCH 27/39] lift --- MujocoManip/environments/baxter_lift.py | 7 +++++++ MujocoManip/models/gripper.py | 16 +++++++++++++++- 2 files changed, 22 insertions(+), 1 deletion(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 3cc18f7a77..4db96182ab 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -141,6 +141,13 @@ def _get_observation(self): gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] di['gripper_to_cube'] = gripper_site_pos - cube_pos + # proprioception + di['proprio'] = np.concatenate([ + np.sin(di['joint_pos']), + np.cos(di['joint_pos']), + di['joint_vel'], + ]) + return di def _check_contact(self): diff --git a/MujocoManip/models/gripper.py b/MujocoManip/models/gripper.py index b60236e86b..f87d206dfb 100644 --- a/MujocoManip/models/gripper.py +++ b/MujocoManip/models/gripper.py @@ -104,7 +104,7 @@ def format_action(self, action): def dof(self): return 1 -class LeftTwoFingerGripper(MujocoGripper): +class LeftTwoFingerGripperBase(MujocoGripper): def __init__(self): super().__init__(xml_path_completion('gripper/left_two_finger_gripper.xml')) @@ -130,6 +130,18 @@ def visualization_sites(self): def contact_geoms(self): return ["l_g_r_finger_g0", "l_g_r_finger_g1", "l_g_l_finger_g0", "l_g_l_finger_g1", "l_g_r_fingertip_g0", "l_fingertip_g0"] +class LeftTwoFingerGripper(LeftTwoFingerGripperBase): + def format_action(self, action): + """ + 1 => open, -1 => closed + """ + assert len(action) == 1 + return np.array([-1 * action[0], 1 * action[0]]) + + @property + def dof(self): + return 1 + class PR2Gripper(MujocoGripper): def __init__(self): super().__init__(xml_path_completion('gripper/pr2_gripper.xml')) @@ -238,6 +250,8 @@ def gripper_factory(name): return LeftTwoFingerGripper() if name == "TwoFingerGripperBase": return TwoFingerGripperBase() + if name == "LeftTwoFingerGripperBase": + return LeftTwoFingerGripperBase() if name == "PR2Gripper": return PR2Gripper() if name == "RobotiqGripper": From 250856919269ae9dff44d13d36c4c02fb06930f2 Mon Sep 17 00:00:00 2001 From: Yuke Zhu Date: Sat, 26 May 2018 22:37:32 -0700 Subject: [PATCH 28/39] remove redundant light in baxter model --- MujocoManip/models/assets/robot/baxter/robot.xml | 1 - 1 file changed, 1 deletion(-) diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index f27ba7d391..20c664080a 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -39,7 +39,6 @@ - From 355d04d4158b4dc60862fc296a0167dbca08b11a Mon Sep 17 00:00:00 2001 From: jirenz Date: Sun, 27 May 2018 01:33:24 -0700 Subject: [PATCH 29/39] improved lift --- MujocoManip/environments/baxter_lift.py | 9 +++- .../models/assets/object/object_pot.xml | 48 ++++++++++++++----- MujocoManip/models/table_top_task.py | 16 +++++-- 3 files changed, 55 insertions(+), 18 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 4db96182ab..31f0794f09 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -52,6 +52,10 @@ def __init__(self, # reward configuration self.reward_shaping = reward_shaping + self.object_initializer = UniformRandomSampler(x_range=(-0.4, 0.4), + y_range=(-0.4, 0.4), + z_rotation=(-0.2 * np.pi, 0.2 * np.pi)) + super().__init__(gripper_left='LeftTwoFingerGripper', gripper_right='TwoFingerGripper', use_eef_ctrl=use_eef_ctrl, @@ -72,7 +76,10 @@ def _load_model(self): self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) # task includes arena, robot, and objects of interest - self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model = TableTopTask(self.mujoco_arena, + self.mujoco_robot, + self.mujoco_objects, + self.object_initializer) self.model.place_objects() def _get_reference(self): diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml index c7b9bff4a0..a9eeece191 100644 --- a/MujocoManip/models/assets/object/object_pot.xml +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -5,21 +5,45 @@ - - - - - + + + + + + + + + + + + + + + + - - - + + + + + + + + + + + + + + + + + - - - + + + diff --git a/MujocoManip/models/table_top_task.py b/MujocoManip/models/table_top_task.py index 36a35e5d96..f043be589b 100644 --- a/MujocoManip/models/table_top_task.py +++ b/MujocoManip/models/table_top_task.py @@ -1,5 +1,6 @@ import numpy as np import xml.etree.ElementTree as ET +import collections from MujocoManip.models.base import MujocoXML from MujocoManip.miscellaneous import XMLError, RandomizationError from MujocoManip.models.world import MujocoWorldBase @@ -40,7 +41,7 @@ class UniformRandomSampler(ObjectPositionSampler): def __init__(self, x_range=None, y_range=None, ensure_object_boundary_in_range=True, - z_rotation=True): + z_rotation='random'): """ Args: x_range(float * 2): override the x_range used to uniformly place objects @@ -54,7 +55,9 @@ def __init__(self, x_range=None, False: [uniform(min x_range, max x_range)], [uniform(min x_range, max x_range)] z_rotation: - Add random z-rotation + None: Add uniform random random z-rotation + iterable (a,b): Uniformly randomize rotation angle between a and b (in radians) + value: Add fixed angle z-rotation """ self.x_range = x_range self.y_range = y_range @@ -84,11 +87,14 @@ def sample_y(self, object_horizontal_radius): return np.random.uniform(high=maximum, low=minimum) def sample_quat(self): - if self.z_rotation: + if self.z_rotation is None: rot_angle = np.random.uniform(high=2 * np.pi,low=0) - return [np.cos(rot_angle / 2), 0, 0, np.sin(rot_angle / 2)] + elif isinstance(self.z_rotation, collections.Iterable): + rot_angle = np.random.uniform(high=max(self.z_rotation),low=min(self.z_rotation)) else: - return [1, 0, 0, 0] + rot_angle = self.z_rotation + + return [np.cos(rot_angle / 2), 0, 0, np.sin(rot_angle / 2)] def sample(self): pos_arr = [] From 790246ede17ff211e090bc5e9ae686997db2e602 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sun, 27 May 2018 12:06:31 -0700 Subject: [PATCH 30/39] height reward --- MujocoManip/environments/baxter_lift.py | 10 ++- .../models/assets/object/object_pot.xml | 5 +- MujocoManip/tests/test_baxter.py | 9 ++- MujocoManip/tests/test_baxter_recording.py | 74 +++++++++++++++++++ 4 files changed, 93 insertions(+), 5 deletions(-) create mode 100644 MujocoManip/tests/test_baxter_recording.py diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index c7018726fc..3756ad075d 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -87,6 +87,8 @@ def _get_reference(self): self.cube_body_id = self.sim.model.body_name2id('pot') self.handle_1_site_id = self.sim.model.site_name2id('pot_handle_1') self.handle_2_site_id = self.sim.model.site_name2id('pot_handle_2') + self.table_top_id = self.sim.model.site_name2id('table_top') + self.pot_bottom_id = self.sim.model.site_name2id('pot_bottom') def _reset_internal(self): super()._reset_internal() @@ -95,8 +97,8 @@ def _reset_internal(self): def reward(self, action): reward = 0 - cube_height = self.sim.data.body_xpos[self.cube_body_id][2] - table_height = self.table_size[2] + cube_height = self.sim.data.site_xpos[self.pot_bottom_id][2] + table_height = self.sim.data.site_xpos[self.table_top_id][2] # cube is higher than the table top above a margin if cube_height > table_height + 0.10: @@ -104,6 +106,7 @@ def reward(self, action): # use a shaping reward if self.reward_shaping: + reward = 10 * (cube_height - table_height) # reaching reward cube_pos = self.sim.data.body_xpos[self.cube_body_id] l_gripper_site_pos = self.sim.data.site_xpos[self.left_eef_site_id] @@ -122,6 +125,9 @@ def reward(self, action): reward += handle_reward_case_1 + # height reward + + return reward def _get_observation(self): diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml index a9eeece191..e2b6c61e3c 100644 --- a/MujocoManip/models/assets/object/object_pot.xml +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -21,6 +21,7 @@ + @@ -37,8 +38,8 @@ - - + diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py index d644983669..3e936cb02d 100644 --- a/MujocoManip/tests/test_baxter.py +++ b/MujocoManip/tests/test_baxter.py @@ -11,7 +11,14 @@ # a test case: do completely random actions at each time step #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) - env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=True) + env = make("BaxterLiftEnv", + has_renderer=True, + ignore_done=True, + show_gripper_visualization=True, + use_camera_obs=True, + use_object_obs=False, + use_eef_ctrl=False, + ) # env = make("BaxterHoleEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) # print(env.model.get_xml()) # exit(0) diff --git a/MujocoManip/tests/test_baxter_recording.py b/MujocoManip/tests/test_baxter_recording.py new file mode 100644 index 0000000000..5fb1d6110b --- /dev/null +++ b/MujocoManip/tests/test_baxter_recording.py @@ -0,0 +1,74 @@ +from MujocoManip import * +import numpy as np +import time +from PIL import Image +from IPython import embed +import imageio +from MujocoManip.models import * +from MujocoManip.wrappers import DataCollector + +if __name__ == '__main__': + + # a test case: do completely random actions at each time step + #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) + env = make("BaxterLiftEnv", + has_renderer=True, + ignore_done=True, + show_gripper_visualization=True, + use_camera_obs=True, + use_object_obs=False, + camera_height=84, + camera_width=84, + use_eef_ctrl=False, + ) + # env = make("BaxterHoleEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) + # print(env.model.get_xml()) + # exit(0) + obs = env.reset() + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + + dof = env.dof + print('action space', env.action_space) + print('Obs: {}'.format(len(obs))) + print('DOF: {}'.format(dof)) + env.render() + + # while True: + obs = env.reset() + + # rotate the gripper so we can see it easily + #env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + x = '''2.91920070e-01 -1.22491293e-01 1.42221222e-01 1.51313508e+00 + 3.77805864e-03 3.13180972e-01 -2.60466116e-03 -7.69950644e-02 + -5.73647796e-01 2.45595288e-02 1.44862989e+00 5.72186995e-03 + 3.07283274e-01 1.40614882e-03''' + x = list(map(float, x.split())) + #env.set_robot_joint_positions(x) + # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + #while True: env.render() + + writer = imageio.get_writer('baxter_obs.mp4', fps=20) + frames = [] + for i in range(100): + #print((env.model.worldbody.find(".//body[@name='left_hand']")).keys()) + + action = 0.5 * np.random.randn(dof) + obs, reward, done, info = env.step(action) + env.render() + + if i % 1 == 0: + frame = obs['image'] + writer.append_data(frame) + print(reward) + # print(env._peg_pose_in_hole_frame()) + + + if i % 100 == 0: + print(i) + # break + + if done: + print('done: {}'.format(reward)) + break + writer.close() From 9c478c964467c2f96ee5012920b99ffdf8403173 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sun, 27 May 2018 15:28:44 -0700 Subject: [PATCH 31/39] initial location fix --- MujocoManip/environments/baxter_lift.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 3756ad075d..a2dbe2d541 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -52,8 +52,8 @@ def __init__(self, # reward configuration self.reward_shaping = reward_shaping - self.object_initializer = UniformRandomSampler(x_range=(-0.4, 0.4), - y_range=(-0.4, 0.4), + self.object_initializer = UniformRandomSampler(x_range=(-0.2, 0), + y_range=(-0.2, -0.2), z_rotation=(-0.2 * np.pi, 0.2 * np.pi)) super().__init__(gripper_left='LeftTwoFingerGripper', From d1f53b78497be2372adc1051fb2a30906ae35f91 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sun, 27 May 2018 15:37:57 -0700 Subject: [PATCH 32/39] coloring and positioning --- MujocoManip/environments/baxter_lift.py | 2 +- .../models/assets/object/object_pot.xml | 36 +++++++++---------- 2 files changed, 19 insertions(+), 19 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index a2dbe2d541..c933dede6b 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -53,7 +53,7 @@ def __init__(self, self.reward_shaping = reward_shaping self.object_initializer = UniformRandomSampler(x_range=(-0.2, 0), - y_range=(-0.2, -0.2), + y_range=(-0.2, 0.2), z_rotation=(-0.2 * np.pi, 0.2 * np.pi)) super().__init__(gripper_left='LeftTwoFingerGripper', diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml index e2b6c61e3c..568f909de7 100644 --- a/MujocoManip/models/assets/object/object_pot.xml +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -5,41 +5,41 @@ - + - - - + + + - - - + + + - - + + - + - - - + + + - - - + + + - + From 65c8a11bbd540f1cc8a3ddf4d425494a875d5030 Mon Sep 17 00:00:00 2001 From: jirenz Date: Sun, 27 May 2018 21:43:55 -0700 Subject: [PATCH 33/39] use pot center for height --- MujocoManip/environments/baxter_lift.py | 3 ++- MujocoManip/models/assets/object/object_pot.xml | 1 + 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index c933dede6b..1abd2c0e6f 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -89,6 +89,7 @@ def _get_reference(self): self.handle_2_site_id = self.sim.model.site_name2id('pot_handle_2') self.table_top_id = self.sim.model.site_name2id('table_top') self.pot_bottom_id = self.sim.model.site_name2id('pot_bottom') + self.pot_center_id = self.sim.model.site_name2id('pot_center') def _reset_internal(self): super()._reset_internal() @@ -97,7 +98,7 @@ def _reset_internal(self): def reward(self, action): reward = 0 - cube_height = self.sim.data.site_xpos[self.pot_bottom_id][2] + cube_height = self.sim.data.site_xpos[self.pot_center_id][2] - 0.07 table_height = self.sim.data.site_xpos[self.table_top_id][2] # cube is higher than the table top above a margin diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml index 568f909de7..1ad0422a59 100644 --- a/MujocoManip/models/assets/object/object_pot.xml +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -21,6 +21,7 @@ + From b8ed58e0dab6a659eb85e5490a0bad9558c13b41 Mon Sep 17 00:00:00 2001 From: jirenz Date: Wed, 30 May 2018 00:16:10 -0700 Subject: [PATCH 34/39] add procedurally generated pot --- MujocoManip/environments/baxter_hole.py | 10 ++ MujocoManip/environments/baxter_lift.py | 9 +- MujocoManip/models/model_util.py | 40 +++++- MujocoManip/models/mujoco_object.py | 182 ++++++++++++++++++++++-- 4 files changed, 227 insertions(+), 14 deletions(-) diff --git a/MujocoManip/environments/baxter_hole.py b/MujocoManip/environments/baxter_hole.py index ee9a139d7e..551b890c14 100644 --- a/MujocoManip/environments/baxter_hole.py +++ b/MujocoManip/environments/baxter_hole.py @@ -189,6 +189,16 @@ def _get_observation(self): di['t'] = t di['d'] = d + di['low-level'] = np.concatenate([ + di['hole_pos'], + di['hole_quat'], + di['cyl_to_hole'], + di['cyl_quat'], + [di['angle']], + [di['t']], + [di['d']], + ]) + # proprioception di['proprio'] = np.concatenate([ np.sin(di['joint_pos']), diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 1abd2c0e6f..7f9842c001 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -35,7 +35,7 @@ def __init__(self, # initialize objects of interest # cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], # size_max=[0.025, 0.025, 0.025]) - pot = DefaultStockPotObject() + pot = GeneratedPotObject() #pot = cube self.mujoco_objects = OrderedDict([('pot', pot)]) @@ -88,7 +88,6 @@ def _get_reference(self): self.handle_1_site_id = self.sim.model.site_name2id('pot_handle_1') self.handle_2_site_id = self.sim.model.site_name2id('pot_handle_2') self.table_top_id = self.sim.model.site_name2id('table_top') - self.pot_bottom_id = self.sim.model.site_name2id('pot_bottom') self.pot_center_id = self.sim.model.site_name2id('pot_center') def _reset_internal(self): @@ -155,6 +154,12 @@ def _get_observation(self): gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] di['gripper_to_cube'] = gripper_site_pos - cube_pos + di['low-level'] = np.concatenate([ + di['cube_pos'], + di['cube_quat'], + di['gripper_to_cube'], + ]) + # proprioception di['proprio'] = np.concatenate([ np.sin(di['joint_pos']), diff --git a/MujocoManip/models/model_util.py b/MujocoManip/models/model_util.py index de6dfecb55..e1e7340cab 100644 --- a/MujocoManip/models/model_util.py +++ b/MujocoManip/models/model_util.py @@ -5,6 +5,10 @@ visual_size_shrink_ratio = 0.99 +RED = [1, 0, 0, 1] +GREEN = [0, 1, 0, 1] +BLUE = [0, 0, 1, 1] + def xml_path_completion(xml_path): """ Takes in a local xml path and returns a full path. @@ -55,4 +59,38 @@ def actuator(joint, act_type, **kwargs): element = ET.Element(act_type, attrib=kwargs) element.set('joint', joint) return element - \ No newline at end of file + +def gen_site(name, rgba=None, pos=None, size=None, **kwargs): + if rgba is None: + rgba = RED + if pos is None: + pos = [0, 0, 0] + if size is None: + size = [0.005] + kwargs['rgba'] = array_to_string(rgba) + kwargs['pos'] = array_to_string(pos) + kwargs['size'] = array_to_string(size) + kwargs['name'] = name + element = ET.Element('site', attrib=kwargs) + return element + +def gen_geom(geom_type, size, pos=None, rgba=None, group=0, **kwargs): + if rgba is None: + rgba = RED + if pos is None: + pos = [0, 0, 0] + kwargs['type'] = str(geom_type) + kwargs['size'] = array_to_string(size) + kwargs['rgba'] = array_to_string(rgba) + kwargs['group'] = str(group) + kwargs['pos'] = array_to_string(pos) + element = ET.Element('geom', attrib=kwargs) + return element + +def gen_body(name=None, pos=None, **kwargs): + if name is not None: + kwargs['name'] = name + if pos is not None: + kwargs['pos'] = array_to_string(pos) + element = ET.Element('body', attrib=kwargs) + return element \ No newline at end of file diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index 933ec3c211..c361ca6e61 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -259,7 +259,6 @@ class DefaultHoleObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_hole.xml')) - class MujocoGeneratedObject(MujocoObject): """ Base class for all programmatically generated mujoco object @@ -335,9 +334,9 @@ def get_visual_attrib_template(self): # returns a copy, Returns xml body node def _get_collision(self, name=None, site=False, ob_type='box'): - body = ET.Element('body') + main_body = ET.Element('body') if name is not None: - body.set('name', name) + main_body.set('name', name) template = self.get_collision_attrib_template() if name is not None: template['name'] = name @@ -346,32 +345,193 @@ def _get_collision(self, name=None, site=False, ob_type='box'): template['size'] = array_to_string(self.size) template['density'] = str(self.density) template['friction'] = array_to_string(self.friction) - body.append(ET.Element('geom', attrib=template)) + main_body.append(ET.Element('geom', attrib=template)) if site: # add a site as well template = self.get_site_attrib_template() if name is not None: template['name'] = name - body.append(ET.Element('site', attrib=template)) - return body + main_body.append(ET.Element('site', attrib=template)) + return main_body # returns a copy, Returns xml body node def _get_visual(self, name=None, site=False, ob_type='box'): - body = ET.Element('body') + main_body = ET.Element('body') if name is not None: - body.set('name', name) + main_body.set('name', name) template = self.get_visual_attrib_template() template['type'] = ob_type template['rgba'] = array_to_string(self.rgba) template['size'] = array_to_string(self.size) - body.append(ET.Element('geom', attrib=template)) + main_body.append(ET.Element('geom', attrib=template)) if site: # add a site as well template = self.get_site_attrib_template() if name is not None: template['name'] = name - body.append(ET.Element('site', attrib=template)) - return body + main_body.append(ET.Element('site', attrib=template)) + return main_body + + +class GeneratedPotObject(MujocoGeneratedObject): + """ + Handle extends in y_direction and has width in x direction + + + + + + + + + + + + + + + + + """ + def __init__(self, + body_half_size=None, + handle_radius=0.005, + handle_length=0.15, + handle_width=0.09, + rgba_body=None, + rgba_handle_1=None, + rgba_handle_2=None, + density=3000, # 3 * water, 3 * mujoco default + ): + super().__init__() + if body_half_size: + self.body_half_size = body_half_size + else: + self.body_half_size = np.array([0.07, 0.07, 0.07]) + self.handle_radius = handle_radius + self.handle_length = handle_length + self.handle_width = handle_width + if rgba_body: + self.rgba_body = np.array(rgba_body) + else: + self.rgba_body = RED + if rgba_handle_1: + self.rgba_handle_1 = np.array(rgba_handle_1) + else: + self.rgba_handle_1 = GREEN + if rgba_handle_2: + self.rgba_handle_2 = np.array(rgba_handle_2) + else: + self.rgba_handle_2 = BLUE + self.density = density + # TODO: would friction even help? + + def get_bottom_offset(self): + return np.array([0, 0, -1 * self.body_half_size[2]]) + + def get_top_offset(self): + return np.array([0, 0, self.body_half_size[2]]) + + def get_horizontal_radius(self): + print("Warning: Pot object in general do not expect get_horizontal_radius to be called") + return np.sqrt(2) * (max(self.body_half_size) + self.handle_length) + + def get_collision(self, name=None, site=None): + main_body = gen_body() + if name is not None: + main_body.set('name', name) + main_body.append(gen_geom(geom_type='box', + size=self.body_half_size, + rgba=self.rgba_body, + group=1)) + # handle_z = self.body_half_size[2] - self.handle_radius + handle_z = 0 + handle_1_center = [0, + self.body_half_size[1] + self.handle_length, + handle_z] + handle_2_center = [0, + -1 * (self.body_half_size[1] + self.handle_length), + handle_z] + # the bar on handle horizontal to body + main_bar_size = [self.handle_width / 2 + self.handle_radius, + self.handle_radius, + self.handle_radius] + side_bar_size = [self.handle_radius, + self.handle_length / 2, + self.handle_radius] + handle_1 = gen_body(name='handle_1') + handle_1.append(gen_geom(geom_type='box', + name='handle_1_c', + pos=handle_1_center, + size=main_bar_size, + rgba=self.rgba_handle_1, + group=1)) + handle_1.append(gen_geom(geom_type='box', + name='handle_1_+', # + for positive x + pos=[self.handle_width / 2, + self.body_half_size[0] + self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_1, + group=1)) + handle_1.append(gen_geom(geom_type='box', + name='handle_1_-', + pos=[- self.handle_width / 2, + self.body_half_size[0] + self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_1, + group=1)) + + handle_2 = gen_body(name="handle_2") + handle_2.append(gen_geom(geom_type='box', + name='handle_2_c', + pos=handle_2_center, + size=main_bar_size, + rgba=self.rgba_handle_2, + group=1)) + handle_2.append(gen_geom(geom_type='box', + name='handle_2_+', # + for positive x + pos=[self.handle_width / 2, + - self.body_half_size[0] - self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_2, + group=1)) + handle_2.append(gen_geom(geom_type='box', + name='handle_2_-', + pos=[- self.handle_width / 2, + - self.body_half_size[0] - self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_2, + group=1)) + + main_body.append(handle_1) + main_body.append(handle_2) + main_body.append(gen_site(name="pot_handle_1", + rgba=self.rgba_handle_1, + pos=handle_1_center, + size=[self.handle_radius])) + main_body.append(gen_site(name="pot_handle_2", + rgba=self.rgba_handle_2, + pos=handle_2_center, + size=[self.handle_radius])) + main_body.append(gen_site(name="pot_center", pos=[0, 0, 0])) + if site: + # add a site as well + template = self.get_site_attrib_template() + if name is not None: + template['name'] = name + main_body.append(ET.Element('site', attrib=template)) + return main_body + + def handle_geoms(self): + return ['handle_1_c', 'handle_1_+', 'handle_1_-', + 'handle_2_c', 'handle_2_+', 'handle_2_-'] + + def get_visual(self, name=None, site=None): + return self.get_collision(name, site) class BoxObject(MujocoGeneratedObject): From 6370edae460d586e8e2b82898643e0c25d3456a3 Mon Sep 17 00:00:00 2001 From: jirenz Date: Wed, 30 May 2018 19:02:37 -0700 Subject: [PATCH 35/39] temporary commit --- MujocoManip/environments/base.py | 10 +++++++ MujocoManip/environments/baxter_lift.py | 35 +++++++++++++++---------- MujocoManip/models/mujoco_object.py | 10 +++++-- 3 files changed, 39 insertions(+), 16 deletions(-) diff --git a/MujocoManip/environments/base.py b/MujocoManip/environments/base.py index 97e46a98a5..c5b570b3d4 100644 --- a/MujocoManip/environments/base.py +++ b/MujocoManip/environments/base.py @@ -200,6 +200,16 @@ def reset_from_xml_string(self, xml_string): self.t = 0 self.done = False + def find_contacts(self, geoms_1, geoms_2): + for contact in self.sim.data.contact[0:self.sim.data.ncon]: + if (self.sim.model.geom_id2name(contact.geom1) in geoms_1 \ + and self.sim.model.geom_id2name(contact.geom2) == geoms_2) or \ + (self.sim.model.geom_id2name(contact.geom2) in geoms_1 \ + and self.sim.model.geom_id2name(contact.geom1) == geoms_2): + yield contact + + + def _check_contact(self): """ Returns True if gripper is in contact with an object. diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 7f9842c001..7e5277f983 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -35,9 +35,9 @@ def __init__(self, # initialize objects of interest # cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], # size_max=[0.025, 0.025, 0.025]) - pot = GeneratedPotObject() + self.pot = GeneratedPotObject() #pot = cube - self.mujoco_objects = OrderedDict([('pot', pot)]) + self.mujoco_objects = OrderedDict([('pot', self.pot)]) # settings for table top self.table_size = table_size @@ -106,7 +106,9 @@ def reward(self, action): # use a shaping reward if self.reward_shaping: + # Height reward reward = 10 * (cube_height - table_height) + # reaching reward cube_pos = self.sim.data.body_xpos[self.cube_body_id] l_gripper_site_pos = self.sim.data.site_xpos[self.left_eef_site_id] @@ -115,18 +117,23 @@ def reward(self, action): handle_1_pos = self.sim.data.site_xpos[self.handle_1_site_id] handle_2_pos = self.sim.data.site_xpos[self.handle_2_site_id] - handle_reward_case_1 = 2 - handle_reward_case_1 -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_1_pos)) - handle_reward_case_1 -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_2_pos)) - - # handle_reward_case_2 = 2 - # handle_reward_case_2 -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_1_pos)) - # handle_reward_case_2 -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_2_pos)) - - reward += handle_reward_case_1 - - # height reward - + handle_reward = 2 + handle_reward -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_1_pos)) + handle_reward -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_2_pos)) + + reward += handle_reward + + contact_reward = 0.1 + for contact in self.find_contacts(self.gripper_left.contact_geoms(), + self.pot.handle_1_geoms()): + print(self.sim.model.geom_id2name(contact.geom1), + self.sim.model.geom_id2name(contact.geom2)) + reward += contact_reward + for contact in self.find_contacts(self.gripper_right.contact_geoms(), + self.pot.handle_2_geoms()): + print(self.sim.model.geom_id2name(contact.geom1), + self.sim.model.geom_id2name(contact.geom2)) + reward += contact_reward return reward diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index c361ca6e61..4ef087d7e1 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -433,7 +433,7 @@ def get_top_offset(self): return np.array([0, 0, self.body_half_size[2]]) def get_horizontal_radius(self): - print("Warning: Pot object in general do not expect get_horizontal_radius to be called") + # print("Warning: Pot object in general do not expect get_horizontal_radius to be called") return np.sqrt(2) * (max(self.body_half_size) + self.handle_length) def get_collision(self, name=None, site=None): @@ -527,9 +527,15 @@ def get_collision(self, name=None, site=None): return main_body def handle_geoms(self): - return ['handle_1_c', 'handle_1_+', 'handle_1_-', + return ['handle_1_c', 'handle_1_+', 'handle_1_-', 'handle_2_c', 'handle_2_+', 'handle_2_-'] + def handle_1_geoms(self): + return ['handle_1_c', 'handle_1_+', 'handle_1_-'] + + def handle_2_geoms(self): + return ['handle_2_c', 'handle_2_+', 'handle_2_-'] + def get_visual(self, name=None, site=None): return self.get_collision(name, site) From 1d440234ac407c38f86aec0e489346058aa40fe9 Mon Sep 17 00:00:00 2001 From: jirenz Date: Thu, 31 May 2018 18:45:02 -0700 Subject: [PATCH 36/39] fix geom names --- MujocoManip/models/mujoco_object.py | 128 +++++++++++++++++----------- 1 file changed, 80 insertions(+), 48 deletions(-) diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index c2a9a7de25..8be5a21f6d 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -411,6 +411,7 @@ def __init__(self, rgba_body=None, rgba_handle_1=None, rgba_handle_2=None, + solid_handle=True, density=3000, # 3 * water, 3 * mujoco default ): super().__init__() @@ -434,6 +435,7 @@ def __init__(self, else: self.rgba_handle_2 = BLUE self.density = density + self.solid_handle = solid_handle # TODO: would friction even help? def get_bottom_offset(self): @@ -458,7 +460,8 @@ def get_collision(self, name=None, site=None): main_body.append(gen_geom(geom_type='box', size=self.body_half_size, rgba=self.rgba_body, - group=1)) + group=1, + density=str(self.density))) handle_z = self.body_half_size[2] - self.handle_radius handle_1_center = [0, self.body_half_size[1] + self.handle_length, @@ -474,52 +477,76 @@ def get_collision(self, name=None, site=None): self.handle_length / 2, self.handle_radius] handle_1 = gen_body(name='handle_1') - handle_1.append(gen_geom(geom_type='box', - name='handle_1_c', - pos=handle_1_center, - size=main_bar_size, - rgba=self.rgba_handle_1, - group=1)) - handle_1.append(gen_geom(geom_type='box', - name='handle_1_+', # + for positive x - pos=[self.handle_width / 2, - self.body_half_size[1] + self.handle_length / 2, - handle_z], - size=side_bar_size, - rgba=self.rgba_handle_1, - group=1)) - handle_1.append(gen_geom(geom_type='box', - name='handle_1_-', - pos=[- self.handle_width / 2, - self.body_half_size[1] + self.handle_length / 2, - handle_z], - size=side_bar_size, - rgba=self.rgba_handle_1, - group=1)) + if self.solid_handle: + handle_1.append(gen_geom(geom_type='box', + name='handle_1', + pos=[0, + self.body_half_size[1] + self.handle_length / 2, + handle_z], + size=[self.handle_width / 2, + self.handle_length / 2, + self.handle_radius], + rgba=self.rgba_handle_1, + group=1)) + else: + handle_1.append(gen_geom(geom_type='box', + name='handle_1_c', + pos=handle_1_center, + size=main_bar_size, + rgba=self.rgba_handle_1, + group=1)) + handle_1.append(gen_geom(geom_type='box', + name='handle_1_+', # + for positive x + pos=[self.handle_width / 2, + self.body_half_size[1] + self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_1, + group=1)) + handle_1.append(gen_geom(geom_type='box', + name='handle_1_-', + pos=[- self.handle_width / 2, + self.body_half_size[1] + self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_1, + group=1)) handle_2 = gen_body(name="handle_2") - handle_2.append(gen_geom(geom_type='box', - name='handle_2_c', - pos=handle_2_center, - size=main_bar_size, - rgba=self.rgba_handle_2, - group=1)) - handle_2.append(gen_geom(geom_type='box', - name='handle_2_+', # + for positive x - pos=[self.handle_width / 2, - - self.body_half_size[1] - self.handle_length / 2, - handle_z], - size=side_bar_size, - rgba=self.rgba_handle_2, - group=1)) - handle_2.append(gen_geom(geom_type='box', - name='handle_2_-', - pos=[- self.handle_width / 2, - - self.body_half_size[1] - self.handle_length / 2, - handle_z], - size=side_bar_size, - rgba=self.rgba_handle_2, - group=1)) + if self.solid_handle: + handle_2.append(gen_geom(geom_type='box', + name='handle_2', + pos=[0, + - self.body_half_size[1] - self.handle_length / 2, + handle_z], + size=[self.handle_width / 2, + self.handle_length / 2, + self.handle_radius], + rgba=self.rgba_handle_2, + group=1)) + else: + handle_2.append(gen_geom(geom_type='box', + name='handle_2_c', + pos=handle_2_center, + size=main_bar_size, + rgba=self.rgba_handle_2, + group=1)) + handle_2.append(gen_geom(geom_type='box', + name='handle_2_+', # + for positive x + pos=[self.handle_width / 2, + - self.body_half_size[1] - self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_2, + group=1)) + handle_2.append(gen_geom(geom_type='box', + name='handle_2_-', + pos=[- self.handle_width / 2, + - self.body_half_size[1] - self.handle_length / 2, + handle_z], + size=side_bar_size, + rgba=self.rgba_handle_2, + group=1)) main_body.append(handle_1) main_body.append(handle_2) @@ -541,13 +568,18 @@ def get_collision(self, name=None, site=None): return main_body def handle_geoms(self): - return ['handle_1_c', 'handle_1_+', 'handle_1_-', - 'handle_2_c', 'handle_2_+', 'handle_2_-'] + return self.handle_1_geoms() + self.handle_2_geoms() def handle_1_geoms(self): - return ['handle_1_c', 'handle_1_+', 'handle_1_-'] + if self.solid_handle: + return ['handle_1'] + else: + return ['handle_1_c', 'handle_1_+', 'handle_1_-'] def handle_2_geoms(self): + if self.solid_handle: + return ['handle_2'] + else: return ['handle_2_c', 'handle_2_+', 'handle_2_-'] def get_visual(self, name=None, site=None): From 06b030b7202dd2900e19affe52c6f61b003a4d1a Mon Sep 17 00:00:00 2001 From: jirenz Date: Thu, 31 May 2018 19:04:07 -0700 Subject: [PATCH 37/39] bugfix --- MujocoManip/environments/base.py | 4 ++-- MujocoManip/environments/baxter_lift.py | 2 +- MujocoManip/models/mujoco_object.py | 4 ++-- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/MujocoManip/environments/base.py b/MujocoManip/environments/base.py index c5b570b3d4..9e570eaa14 100644 --- a/MujocoManip/environments/base.py +++ b/MujocoManip/environments/base.py @@ -203,9 +203,9 @@ def reset_from_xml_string(self, xml_string): def find_contacts(self, geoms_1, geoms_2): for contact in self.sim.data.contact[0:self.sim.data.ncon]: if (self.sim.model.geom_id2name(contact.geom1) in geoms_1 \ - and self.sim.model.geom_id2name(contact.geom2) == geoms_2) or \ + and self.sim.model.geom_id2name(contact.geom2) in geoms_2) or \ (self.sim.model.geom_id2name(contact.geom2) in geoms_1 \ - and self.sim.model.geom_id2name(contact.geom1) == geoms_2): + and self.sim.model.geom_id2name(contact.geom1) in geoms_2): yield contact diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index e92ae685fd..705ea3624f 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -136,7 +136,7 @@ def reward(self, action): angle = np.pi / 4 # 45 degrees handle_distance = self.pot.handle_distance z_diff_tolerance = np.sin(angle) * handle_distance - reward -= 2 * z_diff + reward -= 2 * max(z_diff - z_diff_tolerance, 0) return reward diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index 8be5a21f6d..2a4cbdf3a1 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -406,7 +406,7 @@ class GeneratedPotObject(MujocoGeneratedObject): def __init__(self, body_half_size=None, handle_radius=0.005, - handle_length=0.15, + handle_length=0.06, handle_width=0.09, rgba_body=None, rgba_handle_1=None, @@ -580,7 +580,7 @@ def handle_2_geoms(self): if self.solid_handle: return ['handle_2'] else: - return ['handle_2_c', 'handle_2_+', 'handle_2_-'] + return ['handle_2_c', 'handle_2_+', 'handle_2_-'] def get_visual(self, name=None, site=None): return self.get_collision(name, site) From 3efcfb6c9f9942364b8b1ab7065376d694c74c3a Mon Sep 17 00:00:00 2001 From: jirenz Date: Fri, 1 Jun 2018 01:52:58 -0700 Subject: [PATCH 38/39] more explicit reward --- MujocoManip/environments/baxter_lift.py | 91 +++++++++++++++++++++---- 1 file changed, 76 insertions(+), 15 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 705ea3624f..fb387d629d 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -109,21 +109,47 @@ def reward(self, action): # Height reward reward = 10 * min(cube_height - table_height, 0.2) - # reaching reward - cube_pos = self.sim.data.body_xpos[self.cube_body_id] - l_gripper_site_pos = self.sim.data.site_xpos[self.left_eef_site_id] - r_gripper_site_pos = self.sim.data.site_xpos[self.right_eef_site_id] - - handle_1_pos = self.sim.data.site_xpos[self.handle_1_site_id] - handle_2_pos = self.sim.data.site_xpos[self.handle_2_site_id] - - handle_reward = 2 - handle_reward -= np.tanh(np.linalg.norm(l_gripper_site_pos - handle_1_pos)) - handle_reward -= np.tanh(np.linalg.norm(r_gripper_site_pos - handle_2_pos)) + l_gripper_to_handle = self._l_gripper_to_handle + r_gripper_to_handle = self._r_gripper_to_handle + + # gh stands for gripper-handle + + # When grippers are far away, tell them to be closer + l_gh_dist_xy = np.linalg.norm(l_gripper_to_handle) + r_gh_dist_xy = np.linalg.norm(r_gripper_to_handle) + if l_gh_dist_xy > 0.05: + reward += 1 - np.tanh(l_gh_dist_xy) + if r_gh_dist_xy > 0.05: + reward += 1 - np.tanh(r_gh_dist_xy) + + l_gh_dist_xy = np.linalg.norm(l_gripper_to_handle[:2]) + r_gh_dist_xy = np.linalg.norm(r_gripper_to_handle[:2]) + + l_gh_z_diff = l_gripper_to_handle[2] + r_gh_z_diff = r_gripper_to_handle[2] + + handle_reward = 0 + + # When gripper is close and above, tell them to move away and down + # When gripper is close and below, tell them to move close and up + coef_z = 2 + coef_xy = 1 + if l_gh_z_diff > 0: # gripper below handle + handle_reward -= coef_z * l_gh_z_diff + handle_reward -= coef_xy * l_gh_dist_xy + else: + handle_reward += coef_z * l_gh_z_diff + handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit + if r_gh_z_diff > 0: + handle_reward -= coef_z * r_gh_z_diff + handle_reward -= coef_xy * r_gh_dist_xy + else: + handle_reward += coef_z * l_gh_z_diff + handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit reward += handle_reward - contact_reward = 0.1 + contact_reward = 0.25 for contact in self.find_contacts(self.gripper_left.contact_geoms(), self.pot.handle_1_geoms()): reward += contact_reward @@ -132,6 +158,8 @@ def reward(self, action): reward += contact_reward # Allow flipping no more than 30 degrees + handle_1_pos = self._handle_1_xpos + handle_2_pos = self._handle_2_xpos z_diff = abs(handle_1_pos[2] - handle_2_pos[2]) angle = np.pi / 4 # 45 degrees handle_distance = self.pot.handle_distance @@ -140,6 +168,30 @@ def reward(self, action): return reward + @property + def _l_eef_xpos(self): + return self.sim.data.site_xpos[self.left_eef_site_id] + + @property + def _r_eef_xpos(self): + return self.sim.data.site_xpos[self.right_eef_site_id] + + @property + def _handle_1_xpos(self): + return self.sim.data.site_xpos[self.handle_1_site_id] + + @property + def _handle_2_xpos(self): + return self.sim.data.site_xpos[self.handle_2_site_id] + + @property + def _l_gripper_to_handle(self): + return self._handle_1_xpos - self._l_eef_xpos + + @property + def _r_gripper_to_handle(self): + return self._handle_2_xpos - self._r_eef_xpos + def _get_observation(self): di = super()._get_observation() # camera observations @@ -161,13 +213,22 @@ def _get_observation(self): di['cube_pos'] = cube_pos di['cube_quat'] = cube_quat - gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] - di['gripper_to_cube'] = gripper_site_pos - cube_pos + di['l_eef_xpos'] = self._l_eef_xpos + di['r_eef_xpos'] = self._r_eef_xpos + di['handle_1_xpos'] = self._handle_1_xpos + di['handle_2_xpos'] = self._handle_2_xpos + di['l_gripper_to_handle'] = self._l_gripper_to_handle + di['r_gripper_to_handle'] = self._r_gripper_to_handle di['low-level'] = np.concatenate([ di['cube_pos'], di['cube_quat'], - di['gripper_to_cube'], + di['l_eef_xpos'], + di['r_eef_xpos'], + di['handle_1_xpos'], + di['handle_2_xpos'], + di['l_gripper_to_handle'], + di['r_gripper_to_handle'], ]) # proprioception From cc8eec01b23ea715e37e993c5c034c70d7293f9f Mon Sep 17 00:00:00 2001 From: jirenz Date: Fri, 1 Jun 2018 16:46:50 -0700 Subject: [PATCH 39/39] remove density --- MujocoManip/environments/baxter_lift.py | 50 ++++++++++++------------- MujocoManip/models/mujoco_object.py | 7 ++-- 2 files changed, 28 insertions(+), 29 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index fb387d629d..cb38b56c2a 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -117,37 +117,37 @@ def reward(self, action): # When grippers are far away, tell them to be closer l_gh_dist_xy = np.linalg.norm(l_gripper_to_handle) r_gh_dist_xy = np.linalg.norm(r_gripper_to_handle) - if l_gh_dist_xy > 0.05: - reward += 1 - np.tanh(l_gh_dist_xy) - if r_gh_dist_xy > 0.05: - reward += 1 - np.tanh(r_gh_dist_xy) + # if l_gh_dist_xy > 0.05: + reward += 1 - np.tanh(l_gh_dist_xy) + # if r_gh_dist_xy > 0.05: + reward += 1 - np.tanh(r_gh_dist_xy) - l_gh_dist_xy = np.linalg.norm(l_gripper_to_handle[:2]) - r_gh_dist_xy = np.linalg.norm(r_gripper_to_handle[:2]) + # l_gh_dist_xy = np.linalg.norm(l_gripper_to_handle[:2]) + # r_gh_dist_xy = np.linalg.norm(r_gripper_to_handle[:2]) - l_gh_z_diff = l_gripper_to_handle[2] - r_gh_z_diff = r_gripper_to_handle[2] + # l_gh_z_diff = l_gripper_to_handle[2] + # r_gh_z_diff = r_gripper_to_handle[2] - handle_reward = 0 + # handle_reward = 0 # When gripper is close and above, tell them to move away and down # When gripper is close and below, tell them to move close and up - coef_z = 2 - coef_xy = 1 - if l_gh_z_diff > 0: # gripper below handle - handle_reward -= coef_z * l_gh_z_diff - handle_reward -= coef_xy * l_gh_dist_xy - else: - handle_reward += coef_z * l_gh_z_diff - handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit - if r_gh_z_diff > 0: - handle_reward -= coef_z * r_gh_z_diff - handle_reward -= coef_xy * r_gh_dist_xy - else: - handle_reward += coef_z * l_gh_z_diff - handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit - - reward += handle_reward + # coef_z = 2 + # coef_xy = 1 + # if l_gh_z_diff > 0: # gripper below handle + # handle_reward -= coef_z * l_gh_z_diff + # handle_reward -= coef_xy * l_gh_dist_xy + # else: + # handle_reward += coef_z * l_gh_z_diff + # handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit + # if r_gh_z_diff > 0: + # handle_reward -= coef_z * r_gh_z_diff + # handle_reward -= coef_xy * r_gh_dist_xy + # else: + # handle_reward += coef_z * l_gh_z_diff + # handle_reward += coef_xy * min(0, -0.05 + l_gh_dist_xy) # force the gripper to move away a bit + + # reward += handle_reward contact_reward = 0.25 for contact in self.find_contacts(self.gripper_left.contact_geoms(), diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index 2a4cbdf3a1..69d0984c17 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -406,13 +406,13 @@ class GeneratedPotObject(MujocoGeneratedObject): def __init__(self, body_half_size=None, handle_radius=0.005, - handle_length=0.06, + handle_length=0.09, handle_width=0.09, rgba_body=None, rgba_handle_1=None, rgba_handle_2=None, solid_handle=True, - density=3000, # 3 * water, 3 * mujoco default + density=3000, # 3 * water, 3 * mujoco default DEPRECATED for now ): super().__init__() if body_half_size: @@ -460,8 +460,7 @@ def get_collision(self, name=None, site=None): main_body.append(gen_geom(geom_type='box', size=self.body_half_size, rgba=self.rgba_body, - group=1, - density=str(self.density))) + group=1)) handle_z = self.body_half_size[2] - self.handle_radius handle_1_center = [0, self.body_half_size[1] + self.handle_length,

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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml new file mode 100644 index 0000000000..ea141f97f1 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -0,0 +1,268 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robot_mocap.xml b/MujocoManip/models/assets/robot/baxter/robot_mocap.xml new file mode 100644 index 0000000000..a66b2c86f4 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robot_mocap.xml @@ -0,0 +1,258 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/robotbk.xml b/MujocoManip/models/assets/robot/baxter/robotbk.xml new file mode 100644 index 0000000000..b3b2ff46e3 --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/robotbk.xml @@ -0,0 +1,246 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/saved.xml b/MujocoManip/models/assets/robot/baxter/saved.xml new file mode 100644 index 0000000000..951648be5f --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/saved.xml @@ -0,0 +1,268 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/base.py b/MujocoManip/models/base.py index bc5f3538b3..7df5788e8d 100644 --- a/MujocoManip/models/base.py +++ b/MujocoManip/models/base.py @@ -30,6 +30,7 @@ def __init__(self, fname): self.asset = self.create_default_element('asset') self.equality = self.create_default_element('equality') self.contact = self.create_default_element('contact') + self.default = self.create_default_element('default') self.resolve_asset_dependency() def resolve_asset_dependency(self): @@ -74,6 +75,8 @@ def merge(self, other, merge_body=True): self.equality.append(one_equality) for one_contact in other.contact: self.contact.append(one_contact) + for one_default in other.default: + self.default.append(one_default) # self.config.append(other.config) def get_model(self, mode='dm_control'): diff --git a/MujocoManip/models/gripper.py b/MujocoManip/models/gripper.py index 0096fa3205..285e2109b5 100644 --- a/MujocoManip/models/gripper.py +++ b/MujocoManip/models/gripper.py @@ -90,6 +90,34 @@ def visualization_sites(self): def contact_geoms(self): return ["r_finger_g0", "r_finger_g1", "l_finger_g0", "l_finger_g1", "r_fingertip_g0", "l_fingertip_g0"] + +class LeftTwoFingerGripper(MujocoGripper): + def __init__(self): + super().__init__(xml_path_completion('gripper/left_two_finger_gripper.xml')) + + def format_action(self, action): + return action + # return np.array([-1 * action, 1 * action]) + + @property + def init_qpos(self): + return np.array([0.020833, -0.020833]) + + @property + def joints(self): + return ['l_gripper_l_finger_joint', 'l_gripper_r_finger_joint'] + + @property + def dof(self): + return 2 + + def visualization_sites(self): + return ['l_g_grip_site', 'l_g_grip_site_cylinder'] + + def contact_geoms(self): + return ["l_g_r_finger_g0", "l_g_r_finger_g1", "l_g_l_finger_g0", "l_g_l_finger_g1", "l_g_r_fingertip_g0", "l_fingertip_g0"] + + class PR2Gripper(MujocoGripper): def __init__(self): super().__init__(xml_path_completion('gripper/pr2_gripper.xml')) @@ -194,6 +222,8 @@ def gripper_factory(name): """Genreator for grippers""" if name == "TwoFingerGripper": return TwoFingerGripper() + if name == "LeftTwoFingerGripper": + return LeftTwoFingerGripper() if name == "PR2Gripper": return PR2Gripper() if name == "RobotiqGripper": diff --git a/MujocoManip/models/mujoco_object.py b/MujocoManip/models/mujoco_object.py index 280293d86b..f9d01fcf5f 100644 --- a/MujocoManip/models/mujoco_object.py +++ b/MujocoManip/models/mujoco_object.py @@ -109,7 +109,7 @@ def get_collision(self, name=None, site=False): collision = copy.deepcopy(self.worldbody.find("./body[@name='collision']")) collision.attrib.pop('name') if name is not None: - collision.attrib.set('name', name) + collision.attrib['name'] = name #.set('name', name) if site: # add a site as well template = self.get_site_attrib_template() @@ -131,6 +131,10 @@ def get_visual(self, name=None, site=False): visual.append(ET.Element('site', attrib=template)) return visual +class DefaultPotObject(MujocoXMLObject): + def __init__(self): + super().__init__(xml_path_completion('object/object_pot.xml')) + class DefaultBoxObject(MujocoXMLObject): def __init__(self): super().__init__(xml_path_completion('object/object_box.xml')) diff --git a/MujocoManip/models/robot.py b/MujocoManip/models/robot.py index 27ab25b8a3..207c28230a 100644 --- a/MujocoManip/models/robot.py +++ b/MujocoManip/models/robot.py @@ -87,3 +87,36 @@ def joints(self): @property def init_qpos(self): return np.array([0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161]) + + +class BaxterRobot(MujocoRobot): + + def __init__(self, use_eef_ctrl=False): + if use_eef_ctrl: + super().__init__(xml_path_completion('robot/baxter/robot_mocap.xml')) + else: + super().__init__(xml_path_completion('robot/baxter/robot.xml')) + + # TODO: fix me to the correct value + self.bottom_offset = np.array([0, 0, -0.913]) + self.left_hand = self.worldbody.find(".//body[@name='left_hand']") + + def set_base_xpos(self, pos): + """place the robot on position @pos""" + node = self.worldbody.find("./body[@name='base']") + node.set('pos', array_to_string(pos - self.bottom_offset)) + + @property + def dof(self): + return 14 + + @property + def joints(self): + out = [] + for s in ['left_', 'right_']: + out.extend(s+a for a in ['s0', 's1', 'e0', 'e1', 'w0', 'w1', 'w2']) + return out + + @property + def init_qpos(self): + return np.array([0, -1.18, 0.00, 2.18, 0.00, 0.57, 3.3161]*2) diff --git a/MujocoManip/tests/test_baxter.py b/MujocoManip/tests/test_baxter.py new file mode 100644 index 0000000000..9e1f850444 --- /dev/null +++ b/MujocoManip/tests/test_baxter.py @@ -0,0 +1,63 @@ +from MujocoManip import * +import numpy as np +import time +from PIL import Image +from IPython import embed + +from MujocoManip.models import * +from MujocoManip.wrappers import DataCollector + +if __name__ == '__main__': + + # a test case: do completely random actions at each time step + #env = make("BaxterStackEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False) + env = make("BaxterLiftEnv", display=True, ignore_done=True, show_gripper_visualization=True, use_camera_obs=False, use_eef_ctrl=not True) + + obs = env.reset() + # rotate the gripper so we can see it easily + env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + + dof = env.dof + print('action space', env.action_space) + print('Obs: {}'.format(len(obs))) + print('DOF: {}'.format(dof)) + env.render() + + while True: + obs = env.reset() + + # rotate the gripper so we can see it easily + env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]*2) + x = '''2.91920070e-01 -1.22491293e-01 1.42221222e-01 1.51313508e+00 + 3.77805864e-03 3.13180972e-01 -2.60466116e-03 -7.69950644e-02 + -5.73647796e-01 2.45595288e-02 1.44862989e+00 5.72186995e-03 + 3.07283274e-01 1.40614882e-03''' + x = list(map(float, x.split())) + env.set_robot_joint_positions(x) + # env.env.set_robot_joint_positions([0, -1.18, 0.00, 2.18, 0.00, 0.57, 1.5708]) + + + for i in range(100000): + + action = 0.5 * np.random.randn(dof) + action = np.zeros(9) + action[0] = i/100000.*100 + action[1] = i/100000.*100 + action[2] = -i/100000.*100 + action = np.zeros(dof) + #action[:3] = -np.array(list(map(float,env.model.objects[0].get('pos').split()))) + print(action[0]) + obs, reward, done, info = env.step(action) + env.render() + #print(env.sim, dir(env.sim)) + #print(env.sim.data.qpos) + print(env.model.objects[0].get('pos')) + + if i % 100 == 0: + print(i) + # break + + if done: + print('done: {}'.format(reward)) + break + From 33664bd25c6ec0dd9a2b197d78478753d17a146b Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:38:44 -0700 Subject: [PATCH 02/39] fixing gripper mesh on baxter --- MujocoManip/models/assets/robot/baxter/robot.xml | 3 --- 1 file changed, 3 deletions(-) diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index ea141f97f1..3ce5d388ee 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -15,9 +15,6 @@ - - - From 6921a0729c31670a849db4ab765c51df4a8c53c9 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:40:45 -0700 Subject: [PATCH 03/39] removing second ground --- MujocoManip/models/assets/robot/baxter/robot.xml | 1 - 1 file changed, 1 deletion(-) diff --git a/MujocoManip/models/assets/robot/baxter/robot.xml b/MujocoManip/models/assets/robot/baxter/robot.xml index 3ce5d388ee..7c4badd56c 100644 --- a/MujocoManip/models/assets/robot/baxter/robot.xml +++ b/MujocoManip/models/assets/robot/baxter/robot.xml @@ -42,7 +42,6 @@ - From aa4ec28a987ec9f9ebfa8b71c6c2d71a2374b4e6 Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:44:00 -0700 Subject: [PATCH 04/39] fixing table offset --- MujocoManip/environments/baxter_lift.py | 2 +- MujocoManip/environments/baxter_stack.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py index 8e2c94c24a..47c8eaebfe 100644 --- a/MujocoManip/environments/baxter_lift.py +++ b/MujocoManip/environments/baxter_lift.py @@ -69,7 +69,7 @@ def _load_model(self): friction=self.table_friction) # The sawyer robot has a pedestal, we want to align it with the table - self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) # task includes arena, robot, and objects of interest self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) diff --git a/MujocoManip/environments/baxter_stack.py b/MujocoManip/environments/baxter_stack.py index 55f7241772..4c4c8c7da1 100644 --- a/MujocoManip/environments/baxter_stack.py +++ b/MujocoManip/environments/baxter_stack.py @@ -84,7 +84,7 @@ def _load_model(self): self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) # The sawyer robot has a pedestal, we want to align it with the table - self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + self.mujoco_arena.set_origin([0.45 + self.table_size[0] / 2,0,0]) # task includes arena, robot, and objects of interest self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) From 0ba50777cf3be31e3459c47ebd79d6ceab6ff37b Mon Sep 17 00:00:00 2001 From: Joan Creus-Costa Date: Wed, 18 Apr 2018 18:17:00 -0700 Subject: [PATCH 05/39] re-merging baxter, sample meshes --- MujocoManip/__init__.py | 2 + MujocoManip/environments/baxter.py | 289 +++++++++++++++ MujocoManip/environments/baxter_lift.py | 153 ++++++++ MujocoManip/environments/baxter_stack.py | 218 ++++++++++++ .../gripper/left_two_finger_gripper.xml | 119 +++++++ .../models/assets/object/meshes/handles.stl | Bin 0 -> 17484 bytes .../models/assets/object/object_hole.xml | 20 ++ .../models/assets/object/object_pot.xml | 19 + .../models/assets/robot/baxter/debug.py | 7 + .../robot/baxter/meshes/base/PEDESTAL.STL | Bin 0 -> 501234 bytes .../meshes/base/pedestal_link_collision.STL | Bin 0 -> 10284 bytes .../electric_gripper_base.STL | Bin 0 -> 707984 bytes .../fingers/extended_narrow.STL | Bin 0 -> 2934384 bytes .../fingers/extended_wide.STL | Bin 0 -> 3528484 bytes .../fingers/half_round_tip.STL | Bin 0 -> 296484 bytes .../electric_gripper/fingers/paddle_tip.STL | Bin 0 -> 1428584 bytes .../assets/robot/baxter/meshes/head/H0.STL | Bin 0 -> 260834 bytes .../assets/robot/baxter/meshes/head/H1.STL | Bin 0 -> 174384 bytes .../robot/baxter/meshes/lower_elbow/E1.STL | Bin 0 -> 196634 bytes .../robot/baxter/meshes/lower_forearm/W1.STL | Bin 0 -> 180184 bytes .../robot/baxter/meshes/lower_shoulder/S1.STL | Bin 0 -> 168234 bytes .../robot/baxter/meshes/torso/base_link.STL | Bin 0 -> 464684 bytes .../meshes/torso/base_link_collision.STL | Bin 0 -> 458034 bytes .../robot/baxter/meshes/upper_elbow/E0.STL | Bin 0 -> 214984 bytes .../robot/baxter/meshes/upper_forearm/W0.STL | Bin 0 -> 344684 bytes .../robot/baxter/meshes/upper_shoulder/S0.STL | Bin 0 -> 402034 bytes .../assets/robot/baxter/meshes/wrist/W2.STL | Bin 0 -> 148434 bytes .../models/assets/robot/baxter/old.xml | 334 ++++++++++++++++++ .../models/assets/robot/baxter/robot.xml | 268 ++++++++++++++ .../assets/robot/baxter/robot_mocap.xml | 258 ++++++++++++++ .../models/assets/robot/baxter/robotbk.xml | 246 +++++++++++++ .../models/assets/robot/baxter/saved.xml | 268 ++++++++++++++ MujocoManip/models/base.py | 3 + MujocoManip/models/gripper.py | 30 ++ MujocoManip/models/mujoco_object.py | 6 +- MujocoManip/models/robot.py | 33 ++ MujocoManip/tests/test_baxter.py | 63 ++++ 37 files changed, 2335 insertions(+), 1 deletion(-) create mode 100644 MujocoManip/environments/baxter.py create mode 100644 MujocoManip/environments/baxter_lift.py create mode 100644 MujocoManip/environments/baxter_stack.py create mode 100644 MujocoManip/models/assets/gripper/left_two_finger_gripper.xml create mode 100644 MujocoManip/models/assets/object/meshes/handles.stl create mode 100644 MujocoManip/models/assets/object/object_hole.xml create mode 100644 MujocoManip/models/assets/object/object_pot.xml create mode 100644 MujocoManip/models/assets/robot/baxter/debug.py create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/base/PEDESTAL.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/base/pedestal_link_collision.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/electric_gripper_base.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/extended_narrow.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/extended_wide.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/half_round_tip.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/electric_gripper/fingers/paddle_tip.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/head/H0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/head/H1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_elbow/E1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_forearm/W1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/lower_shoulder/S1.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/torso/base_link.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/torso/base_link_collision.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_elbow/E0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_forearm/W0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/upper_shoulder/S0.STL create mode 100644 MujocoManip/models/assets/robot/baxter/meshes/wrist/W2.STL create mode 100644 MujocoManip/models/assets/robot/baxter/old.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robot.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robot_mocap.xml create mode 100644 MujocoManip/models/assets/robot/baxter/robotbk.xml create mode 100644 MujocoManip/models/assets/robot/baxter/saved.xml create mode 100644 MujocoManip/tests/test_baxter.py diff --git a/MujocoManip/__init__.py b/MujocoManip/__init__.py index 4bb452fc28..20328cda1f 100644 --- a/MujocoManip/__init__.py +++ b/MujocoManip/__init__.py @@ -1,4 +1,6 @@ from MujocoManip.environments.base import make from MujocoManip.environments.sawyer_stack import SawyerStackEnv +from MujocoManip.environments.baxter_stack import BaxterStackEnv from MujocoManip.environments.sawyer_lift import SawyerLiftEnv +from MujocoManip.environments.baxter_lift import BaxterLiftEnv from MujocoManip.wrappers import DataCollector diff --git a/MujocoManip/environments/baxter.py b/MujocoManip/environments/baxter.py new file mode 100644 index 0000000000..4b43ed266d --- /dev/null +++ b/MujocoManip/environments/baxter.py @@ -0,0 +1,289 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.environments.base import MujocoEnv +from MujocoManip.models import BaxterRobot, gripper_factory +import MujocoManip.miscellaneous.utils as U + + +class BaxterEnv(MujocoEnv): + + def __init__(self, + gripper_right=None, + gripper_left=None, + use_eef_ctrl=False, + gripper_visualization=False, + **kwargs): + self.has_gripper_right = not (gripper_right is None) + self.has_gripper_left = not (gripper_left is None) + self.gripper_right_name = gripper_right + self.gripper_left_name = gripper_left + self.use_eef_ctrl = use_eef_ctrl + self.gripper_visualization = gripper_visualization + super().__init__(**kwargs) + + # setup mocap stuff if necessary + if self.use_eef_ctrl: + self._setup_mocap() + + def _setup_mocap(self): + U.mjpy_reset_mocap_welds(self.sim) + self.sim.forward() + + # Move end effectors into position. + gripper_target = self.sim.data.get_body_xpos('right_hand') + gripper_rotation = self.sim.data.get_body_xquat('right_hand') + + self.sim.data.set_mocap_pos('mocap', gripper_target) + self.sim.data.set_mocap_quat('mocap', gripper_rotation) + + for _ in range(10): + self.sim.step() + + def _load_model(self): + super()._load_model() + self.mujoco_robot = BaxterRobot(use_eef_ctrl=self.use_eef_ctrl) + if self.has_gripper_right: + self.gripper_right = gripper_factory(self.gripper_right_name) + if not self.gripper_visualization: + self.gripper_right.hide_visualization() + self.mujoco_robot.add_gripper('right_hand', self.gripper_right) + + if self.has_gripper_left: + self.gripper_left = gripper_factory(self.gripper_left_name) + if not self.gripper_visualization: + self.gripper_left.hide_visualization() + self.mujoco_robot.add_gripper('left_hand', self.gripper_left) + + def _reset_internal(self): + super()._reset_internal() + self.sim.data.qpos[self._ref_joint_pos_indexes] = self.mujoco_robot.init_qpos + + if self.has_gripper_right: + self.sim.data.qpos[self._ref_joint_gripper_right_actuator_indexes] = self.gripper_right.init_qpos + if self.has_gripper_left: + self.sim.data.qpos[self._ref_joint_gripper_left_actuator_indexes] = self.gripper_left.init_qpos + + def _get_reference(self): + super()._get_reference() + # indices for joints in qpos, qvel + self.robot_joints = list(self.mujoco_robot.joints) + self._ref_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.robot_joints] + self._ref_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.robot_joints] + + # indices for grippers in qpos, qvel + print(self.has_gripper_left, self.has_gripper_right) + if self.has_gripper_left: + self.gripper_left_joints = list(self.gripper_left.joints) + self._ref_gripper_left_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_left_joints] + self._ref_gripper_left_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_left_joints] + + if self.has_gripper_right: + self.gripper_right_joints = list(self.gripper_right.joints) + self._ref_gripper_right_joint_pos_indexes = [self.sim.model.get_joint_qpos_addr(x) for x in self.gripper_right_joints] + self._ref_gripper_right_joint_vel_indexes = [self.sim.model.get_joint_qvel_addr(x) for x in self.gripper_right_joints] + + # indices for joint pos actuation, joint vel actuation, gripper actuation + self._ref_joint_pos_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("pos")] + + self._ref_joint_vel_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("vel")] + + if self.has_gripper_left: + self._ref_joint_gripper_left_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("gripper_l")] + + if self.has_gripper_right: + self._ref_joint_gripper_right_actuator_indexes = [self.sim.model.actuator_name2id(actuator) + for actuator in self.sim.model.actuator_names if actuator.startswith("gripper_r")] + + # IDs of sites for gripper visualization + self.eef_site_id = self.sim.model.site_name2id('grip_site') + self.eef_cylinder_id = self.sim.model.site_name2id('grip_site_cylinder') + + # Note: Overrides super + def _pre_action(self, action): + if self.use_eef_ctrl: + # assert len(action) == 5 + assert len(action) == 9 + action = action.copy() # ensure that we don't change the action outside of this scope + + pos_ctrl, rot_ctrl, gripper_ctrl = action[:3], action[3:7], action[7:] + + # TODO (Ajay): Are we only supporting eef control with two-finger gripper? + assert gripper_ctrl.shape == (2,) + action = np.concatenate([pos_ctrl, rot_ctrl, gripper_ctrl]) + + # Apply action to simulation. + U.mjpy_ctrl_set_action(self.sim, action) + U.mjpy_mocap_set_action(self.sim, action) + + # gravity compensation + self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + + else: + action = np.clip(action, -1, 1) + last = self.mujoco_robot.dof + arm_action = action[:last] + if self.has_gripper_right: + gripper_right_action_in = action[last:last+self.gripper_right.dof] + gripper_right_action_actual = self.gripper_right.format_action(gripper_right_action_in) + arm_action = np.concatenate([arm_action, gripper_right_action_actual]) + last = last + self.gripper_right.dof + if self.has_gripper_left: + gripper_left_action_in = action[last:last+self.gripper_left.dof] + gripper_left_action_actual = self.gripper_left.format_action(gripper_left_action_in) + arm_action = np.concatenate([arm_action, gripper_left_action_actual]) + action = arm_action + + # rescale normalized action to control ranges + ctrl_range = self.sim.model.actuator_ctrlrange + bias = 0.5 * (ctrl_range[:,1] + ctrl_range[:,0]) + weight = 0.5 * (ctrl_range[:,1] - ctrl_range[:,0]) + applied_action = bias + weight * action + self.sim.data.ctrl[:] = applied_action + + # gravity compensation + self.sim.data.qfrc_applied[self._ref_joint_vel_indexes] = self.sim.data.qfrc_bias[self._ref_joint_vel_indexes] + + def _post_action(self, action): + ret = super()._post_action(action) + self._gripper_visualization() + return ret + + def _get_observation(self): + di = super()._get_observation() + # proprioceptive features + di['joint_pos'] = np.array([self.sim.data.qpos[x] for x in self._ref_joint_pos_indexes]) + di['joint_vel'] = np.array([self.sim.data.qvel[x] for x in self._ref_joint_vel_indexes]) + if self.has_gripper_right: + di['gripper_pos'] = [self.sim.data.qpos[x] for x in self._ref_gripper_right_joint_pos_indexes] + di['gripper_vel'] = [self.sim.data.qvel[x] for x in self._ref_gripper_right_joint_vel_indexes] + return di + + @property + def dof(self): + if self.use_eef_ctrl: + # 3 for position and 4 for rotation + dof = 7 + else: + dof = self.mujoco_robot.dof + if self.has_gripper_left: + dof += self.gripper_left.dof + if self.has_gripper_right: + dof += self.gripper_right.dof + return dof + + def pose_in_base_from_name(self, name): + """ + A helper function that takes in a named data field and returns the pose of that + object in the base frame. + """ + + pos_in_world = self.sim.data.get_body_xpos(name) + rot_in_world = self.sim.data.get_body_xmat(name).reshape((3, 3)) + pose_in_world = U.make_pose(pos_in_world, rot_in_world) + + base_pos_in_world = self.sim.data.get_body_xpos('base') + base_rot_in_world = self.sim.data.get_body_xmat('base').reshape((3, 3)) + base_pose_in_world = U.make_pose(base_pos_in_world, base_rot_in_world) + world_pose_in_base = U.pose_inv(base_pose_in_world) + + pose_in_base = U.pose_in_A_to_pose_in_B(pose_in_world, world_pose_in_base) + return pose_in_base + + def set_robot_joint_positions(self, jpos): + """ + Helper method to force robot joint positions to the passed values. + """ + self.sim.data.qpos[self._ref_joint_pos_indexes] = jpos + self.sim.forward() + + @property + def action_space(self): + low = np.ones(self.dof) * -1. + high = np.ones(self.dof) * 1. + return low, high + + @property + def _right_hand_joint_cartesian_pose(self): + """ + Returns the cartesian pose of the last robot joint in base frame of robot. + """ + return self.pose_in_base_from_name('right_l6') + + @property + def _right_hand_pose(self): + """ + Returns eef pose in base frame of robot. + """ + return self.pose_in_base_from_name('right_hand') + + @property + def _right_hand_total_velocity(self): + """ + Returns the total eef velocity (linear + angular) in the base frame as a numpy + array of shape (6,) + """ + + # Use jacobian to translate joint velocities to end effector velocities. + Jp = self.sim.data.get_body_jacp('right_hand').reshape((3, -1)) + Jp_joint = Jp[:, self._ref_joint_vel_indexes] + + Jr = self.sim.data.get_body_jacr('right_hand').reshape((3, -1)) + Jr_joint = Jr[:, self._ref_joint_vel_indexes] + + eef_lin_vel = Jp_joint.dot(self._joint_velocities) + eef_rot_vel = Jr_joint.dot(self._joint_velocities) + return np.concatenate([eef_lin_vel, eef_rot_vel]) + + @property + def _right_hand_pos(self): + """ + Returns position of eef in base frame of robot. + """ + eef_pose_in_base = self._right_hand_pose + return eef_pose_in_base[:3, 3] + + @property + def _right_hand_orn(self): + """ + Returns orientation of eef in base frame of robot as a rotation matrix. + """ + eef_pose_in_base = self._right_hand_pose + return eef_pose_in_base[:3, :3] + + @property + def _right_hand_vel(self): + """ + Returns velocity of eef in base frame of robot. + """ + return self._right_hand_total_velocity[:3] + + @property + def _right_hand_ang_vel(self): + """ + Returns angular velocity of eef in base frame of robot. + """ + return self._right_hand_total_velocity[3:] + + @property + def _joint_positions(self): + return self.sim.data.qpos[self._ref_joint_pos_indexes] + + @property + def _joint_velocities(self): + return self.sim.data.qvel[self._ref_joint_vel_indexes] + + def _gripper_visualization(self): + """ + Do any needed visualization here. + """ + # By default, don't do any coloring. + self.sim.model.site_rgba[self.eef_site_id] = [0., 0., 0., 0.] + + def _check_contact(self): + """ + Returns True if the gripper is in contact with another object. + """ + return False diff --git a/MujocoManip/environments/baxter_lift.py b/MujocoManip/environments/baxter_lift.py new file mode 100644 index 0000000000..8e2c94c24a --- /dev/null +++ b/MujocoManip/environments/baxter_lift.py @@ -0,0 +1,153 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.miscellaneous import RandomizationError +from MujocoManip.environments.baxter import BaxterEnv +from MujocoManip.models import * +from MujocoManip.models.model_util import xml_path_completion + + +class BaxterLiftEnv(BaxterEnv): + + def __init__(self, + gripper_type='TwoFingerGripper', + use_eef_ctrl=False, + table_size=(0.8, 0.8, 0.8), + table_friction=None, + use_camera_obs=True, + use_object_obs=True, + camera_name='frontview', + reward_shaping=False, + gripper_visualization=False, + **kwargs): + """ + @gripper_type, string that specifies the gripper type + @use_eef_ctrl, position controller or default joint controllder + @table_size, full dimension of the table + @table_friction, friction parameters of the table + @use_camera_obs, using camera observations + @use_object_obs, using object physics states + @camera_name, name of camera to be rendered + @camera_height, height of camera observation + @camera_width, width of camera observation + @camera_depth, rendering depth + @reward_shaping, using a shaping reward + """ + # initialize objects of interest + cube = RandomBoxObject(size_min=[0.02, 0.02, 0.02], + size_max=[0.025, 0.025, 0.025]) + pot = DefaultPotObject() + #pot = cube + self.mujoco_objects = OrderedDict([('pot', pot)]) + + # settings for table top + self.table_size = table_size + self.table_friction = table_friction + + # whether to use ground-truth object states + self.use_object_obs = use_object_obs + + # whether to show visual aid about where is the gripper + self.gripper_visualization = gripper_visualization + + # reward configuration + self.reward_shaping = reward_shaping + + super().__init__(gripper_left='LeftTwoFingerGripper', + gripper_right='TwoFingerGripper', + use_eef_ctrl=use_eef_ctrl, + use_camera_obs=use_camera_obs, + camera_name=camera_name, + gripper_visualization=gripper_visualization, + **kwargs) + + def _load_model(self): + super()._load_model() + self.mujoco_robot.set_base_xpos([0,0,0]) + + # load model for table top workspace + self.mujoco_arena = TableArena(full_size=self.table_size, + friction=self.table_friction) + + # The sawyer robot has a pedestal, we want to align it with the table + self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + + # task includes arena, robot, and objects of interest + self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model.place_objects() + + def _get_reference(self): + super()._get_reference() + self.cube_body_id = self.sim.model.body_name2id('pot') + + def _reset_internal(self): + super()._reset_internal() + # inherited class should reset positions of objects + self.model.place_objects() + + def reward(self, action): + reward = 0 + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + + # cube is higher than the table top above a margin + if cube_height > table_height + 0.10: + reward = 1.0 + + # use a shaping reward + if self.reward_shaping: + # reaching reward + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + dist = np.linalg.norm(gripper_site_pos - cube_pos) + reaching_reward = 1 - np.tanh(10.0 * dist) + reward += reaching_reward + + return reward + + def _get_observation(self): + di = super()._get_observation() + # camera observations + if self.use_camera_obs: + camera_obs = self.sim.render(camera_name=self.camera_name, + width=self.camera_width, + height=self.camera_height, + depth=self.camera_depth) + if self.camera_depth: + di['image'], di['depth'] = camera_obs + else: + di['image'] = camera_obs + + # low-level object information + if self.use_object_obs: + # position and rotation of object + cube_pos = self.sim.data.body_xpos[self.cube_body_id] + cube_quat = self.sim.data.body_xquat[self.cube_body_id] + di['cube_pos'] = cube_pos + di['cube_quat'] = cube_quat + + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + di['gripper_to_cube'] = gripper_site_pos - cube_pos + + return di + + def _check_contact(self): + """ + Returns True if gripper is in contact with an object. + """ + collision = False + contact_geoms = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() + for contact in self.sim.data.contact[:self.sim.data.ncon]: + if self.sim.model.geom_id2name(contact.geom1) in contact_geoms or \ + self.sim.model.geom_id2name(contact.geom2) in contact_geoms: + collision = True + break + return collision + + def _check_terminated(self): + """ + Returns True if task is successfully completed + """ + # cube is higher than the table top above a margin + cube_height = self.sim.data.body_xpos[self.cube_body_id][2] + table_height = self.table_size[2] + return (cube_height > table_height + 0.10) diff --git a/MujocoManip/environments/baxter_stack.py b/MujocoManip/environments/baxter_stack.py new file mode 100644 index 0000000000..55f7241772 --- /dev/null +++ b/MujocoManip/environments/baxter_stack.py @@ -0,0 +1,218 @@ +import numpy as np +from collections import OrderedDict +from MujocoManip.miscellaneous import RandomizationError +from MujocoManip.environments.baxter import BaxterEnv +from MujocoManip.models import * + + +class BaxterStackEnv(BaxterEnv): + + def __init__(self, + gripper_type='TwoFingerGripper', + use_eef_ctrl=False, + table_size=(0.8, 0.8, 0.8), + table_friction=None, + use_camera_obs=True, + use_object_obs=True, + camera_name='frontview', + reward_shaping=False, + gripper_visualization=False, + **kwargs): + """ + @gripper_type, string that specifies the gripper type + @use_eef_ctrl, position controller or default joint controllder + @table_size, full dimension of the table + @table_friction, friction parameters of the table + @use_camera_obs, using camera observations + @use_object_obs, using object physics states + @camera_name, name of camera to be rendered + @camera_height, height of camera observation + @camera_width, width of camera observation + @camera_depth, rendering depth + @reward_shaping, using a shaping reward + @gripper_visualization: visualizing gripper site + """ + # initialize objects of interest + cubeA = RandomBoxObject(size_min=[0.02, 0.02, 0.02], + size_max=[0.02, 0.02, 0.02]) + cubeB = RandomBoxObject(size_min=[0.025, 0.025, 0.025], + size_max=[0.025, 0.025, 0.025]) + self.mujoco_objects = OrderedDict([ + ('cubeA', cubeA), + ('cubeB', cubeB) + ]) + self.n_objects = len(self.mujoco_objects) + + # settings for table top + self.table_size = table_size + self.table_friction = table_friction + + # whether to show visual aid about where is the gripper + self.gripper_visualization = gripper_visualization + + # whether to use ground-truth object states + self.use_object_obs = use_object_obs + + super().__init__(gripper_left='LeftTwoFingerGripper', + gripper_right='TwoFingerGripper', + use_eef_ctrl=use_eef_ctrl, + use_camera_obs=use_camera_obs, + camera_name=camera_name, + gripper_visualization=gripper_visualization, + **kwargs) + + # reward configuration + self.reward_shaping = reward_shaping + + # information of objects + # self.object_names = [o['object_name'] for o in self.object_metadata] + self.object_names = list(self.mujoco_objects.keys()) + self.object_site_ids = [self.sim.model.site_name2id(ob_name) for ob_name in self.object_names] + + # id of grippers for contact checking + self.finger_names = self.gripper_right.contact_geoms() + self.gripper_left.contact_geoms() + + # self.sim.data.contact # list, geom1, geom2 + self.collision_check_geom_names = self.sim.model._geom_name2id.keys() + self.collision_check_geom_ids = [self.sim.model._geom_name2id[k] for k in self.collision_check_geom_names] + + def _load_model(self): + super()._load_model() + self.mujoco_robot.set_base_xpos([0,0,0]) + + # load model for table top workspace + self.mujoco_arena = TableArena(full_size=self.table_size, friction=self.table_friction) + + # The sawyer robot has a pedestal, we want to align it with the table + self.mujoco_arena.set_origin([0.16 + self.table_size[0] / 2,0,0]) + + # task includes arena, robot, and objects of interest + self.model = TableTopTask(self.mujoco_arena, self.mujoco_robot, self.mujoco_objects) + self.model.place_objects() + + def _get_reference(self): + super()._get_reference() + self.cubeA_body_id = self.sim.model.body_name2id('cubeA') + self.cubeB_body_id = self.sim.model.body_name2id('cubeB') + + def _reset_internal(self): + super()._reset_internal() + # inherited class should reset positions of objects + self.model.place_objects() + + def reward(self, action): + r_reach, r_lift, r_stack = self.staged_rewards() + if self.reward_shaping: + reward = max(r_reach, r_lift, r_stack) + else: + reward = 1.0 if r_stack > 0 else 0.0 + return reward + + def staged_rewards(self): + """ + Returns staged rewards based on current physical states + """ + # reaching is successful when the gripper site is close to + # the center of the cube + cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + dist = np.linalg.norm(gripper_site_pos - cubeA_pos) + r_reach = 1 - np.tanh(10.0 * dist) + + # lifting is successful when the cube is above the table top + # by a margin + cubeA_height = cubeA_pos[2] + table_height = self.table_size[2] + r_lift = 1.0 if cubeA_height > table_height + 0.045 else 0.0 + + # stacking is successful when the block is lifted and + # the gripper is not holding the object + r_stack = 0 + if r_reach < 0.6 and r_lift > 0: + r_stack = 2.0 + + # print("reach: %.2f lift: %.2f stack: %.2f final: %.2f"% + # (r_reach, r_lift, r_stack, max(r_reach, r_lift, r_stack))) + return (r_reach, r_lift, r_stack) + + def _get_observation(self): + """ + Adds hand_position, hand_velocity or + (current_position, current_velocity, target_velocity) of all targets + """ + di = super()._get_observation() + if self.use_camera_obs: + camera_obs = self.sim.render(camera_name=self.camera_name, + width=self.camera_width, + height=self.camera_height, + depth=self.camera_depth) + if self.camera_depth: + di['image'], di['depth'] = camera_obs + else: + di['image'] = camera_obs + + # low-level object information + if self.use_object_obs: + # position and rotation of the first cube + cubeA_pos = self.sim.data.body_xpos[self.cubeA_body_id] + cubeA_quat = self.sim.data.body_xquat[self.cubeA_body_id] + di['cubeA_pos'] = cubeA_pos + di['cubeA_quat'] = cubeA_quat + + # position and rotation of the second cube + cubeB_pos = self.sim.data.body_xpos[self.cubeB_body_id] + cubeB_quat = self.sim.data.body_xquat[self.cubeB_body_id] + di['cubeB_pos'] = cubeB_pos + di['cubeB_quat'] = cubeB_quat + + gripper_site_pos = self.sim.data.site_xpos[self.eef_site_id] + di['gripper_to_cubeA'] = gripper_site_pos - cubeA_pos + di['gripper_to_cubeB'] = gripper_site_pos - cubeB_pos + di['cubeA_to_cubeB'] = cubeA_pos - cubeB_pos + + return di + + def _check_contact(self): + """ + Returns True if gripper is in contact with an object. + """ + collision = False + for contact in self.sim.data.contact[:self.sim.data.ncon]: + if self.sim.model.geom_id2name(contact.geom1) in self.finger_names or \ + self.sim.model.geom_id2name(contact.geom2) in self.finger_names: + collision = True + break + return collision + + def _check_terminated(self): + """ + Returns True if task is successfully completed + """ + r_reach, r_lift, r_stack = self.staged_rewards() + return r_stack > 0 + + def _gripper_visualization(self): + """ + Do any needed visualization here. Overrides superclass implementations. + """ + # color the gripper site appropriately based on distance to nearest object + if self.gripper_visualization: + # find closest object + square_dist = lambda x : np.sum(np.square(x - self.sim.data.get_site_xpos('grip_site'))) + dists = np.array(list(map(square_dist, self.sim.data.site_xpos))) + dists[self.eef_site_id] = np.inf # make sure we don't pick the same site + dists[self.eef_cylinder_id] = np.inf + ob_dists = dists[self.object_site_ids] # filter out object sites we care about + min_dist = np.min(ob_dists) + ob_id = np.argmin(ob_dists) + ob_name = self.object_names[ob_id] + + # set RGBA for the EEF site here + max_dist = 0.1 + scaled = (1.0 - min(min_dist / max_dist, 1.)) ** 15 + rgba = np.zeros(4) + rgba[0] = 1 - scaled + rgba[1] = scaled + rgba[3] = 0.5 + + self.sim.model.site_rgba[self.eef_site_id] = rgba diff --git a/MujocoManip/models/assets/gripper/left_two_finger_gripper.xml b/MujocoManip/models/assets/gripper/left_two_finger_gripper.xml new file mode 100644 index 0000000000..589a44d10b --- /dev/null +++ b/MujocoManip/models/assets/gripper/left_two_finger_gripper.xml @@ -0,0 +1,119 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/object/meshes/handles.stl b/MujocoManip/models/assets/object/meshes/handles.stl new file mode 100644 index 0000000000000000000000000000000000000000..ae261bd29498f955786b3f08654c22aace1b4288 GIT binary patch literal 17484 zcmeI4Yph&V6~{Nv5|GxkJOolx(=_x!wU0ZZrqeMZA8PnkAT}BkO(}t(ZQ7F5MCce5 zh!Kgw2L@8$B28%vD!o%6X?qK#JfyTWa$As6gCdeZ5MzKyEx7(?&pPv4=gfs-Xu=03 z>D)het>4;fuf6s@XXegu{;Fk5m#@5J@uVfomwtQFm#(^q@h zahhjZ+@t2*)1(*aOx*Uy$dCwHws*%6%}6PobLr8Ycive&ES6rRnQcm+0zr#wjloDo 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@@ + + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/object/object_pot.xml b/MujocoManip/models/assets/object/object_pot.xml new file mode 100644 index 0000000000..e69f752a22 --- /dev/null +++ b/MujocoManip/models/assets/object/object_pot.xml @@ -0,0 +1,19 @@ + + + + + + + + + + + + + + + + + + + diff --git a/MujocoManip/models/assets/robot/baxter/debug.py b/MujocoManip/models/assets/robot/baxter/debug.py new file mode 100644 index 0000000000..db9ee5328d --- /dev/null +++ b/MujocoManip/models/assets/robot/baxter/debug.py @@ -0,0 +1,7 @@ +import re, sys + +f = open("robot.xml").read() + +l = re.findall('%s="(.*?)"'%sys.argv[1], f) +print(l) +print(len(l),len(list(set(l)))) diff --git a/MujocoManip/models/assets/robot/baxter/meshes/base/PEDESTAL.STL b/MujocoManip/models/assets/robot/baxter/meshes/base/PEDESTAL.STL new file mode 100644 index 0000000000000000000000000000000000000000..61374eaa5fab545d30bfe4b93cc9857da3fcbb78 GIT binary patch literal 501234 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