|
| 1 | +import logging |
| 2 | +from typing import Any, cast |
| 3 | + |
| 4 | +import gymnasium as gym |
| 5 | +import mujoco |
| 6 | +import numpy as np |
| 7 | +from rcsss._core.common import Pose |
| 8 | +from rcsss.envs.base import FR3Env, GripperWrapper |
| 9 | + |
| 10 | +logger = logging.getLogger(__name__) |
| 11 | +logger.setLevel(logging.INFO) |
| 12 | + |
| 13 | + |
| 14 | +class PickUpDemo: |
| 15 | + def __init__(self, env: gym.Env): |
| 16 | + self.env = env |
| 17 | + self.unwrapped: FR3Env = cast(FR3Env, self.env.unwrapped) |
| 18 | + self.home_pose = self.unwrapped.robot.get_cartesian_position() |
| 19 | + |
| 20 | + def _action(self, pose: Pose, gripper: float) -> dict[str, Any]: |
| 21 | + return {"xyzrpy": pose.xyzrpy(), "gripper": gripper} |
| 22 | + |
| 23 | + def get_object_pose(self, geom_name) -> Pose: |
| 24 | + model = self.env.get_wrapper_attr("sim").model |
| 25 | + data = self.env.get_wrapper_attr("sim").data |
| 26 | + |
| 27 | + geom_id = mujoco.mj_name2id(model, mujoco.mjtObj.mjOBJ_GEOM, geom_name) |
| 28 | + obj_pose_world_coordinates = Pose( |
| 29 | + translation=data.geom_xpos[geom_id], rotation=data.geom_xmat[geom_id].reshape(3, 3) |
| 30 | + ) |
| 31 | + return self.unwrapped.robot.to_pose_in_robot_coordinates(obj_pose_world_coordinates) |
| 32 | + |
| 33 | + def generate_waypoints(self, start_pose: Pose, end_pose: Pose, num_waypoints: int) -> list[Pose]: |
| 34 | + waypoints = [] |
| 35 | + for i in range(num_waypoints + 1): |
| 36 | + t = i / (num_waypoints + 1) |
| 37 | + waypoints.append(start_pose.interpolate(end_pose, t)) |
| 38 | + return waypoints |
| 39 | + |
| 40 | + def step(self, action: dict) -> dict: |
| 41 | + return self.env.step(action)[0] |
| 42 | + |
| 43 | + def plan_linear_motion(self, geom_name: str, delta_up: float, num_waypoints: int = 200) -> list[Pose]: |
| 44 | + end_eff_pose = self.unwrapped.robot.get_cartesian_position() |
| 45 | + goal_pose = self.get_object_pose(geom_name=geom_name) |
| 46 | + goal_pose *= Pose(translation=np.array([0, 0, delta_up]), quaternion=np.array([1, 0, 0, 0])) |
| 47 | + return self.generate_waypoints(end_eff_pose, goal_pose, num_waypoints=num_waypoints) |
| 48 | + |
| 49 | + def execute_motion(self, waypoints: list[Pose], gripper: float = GripperWrapper.BINARY_GRIPPER_OPEN) -> dict: |
| 50 | + for i in range(1, len(waypoints)): |
| 51 | + # calculate delta action |
| 52 | + delta_action = waypoints[i] * waypoints[i - 1].inverse() |
| 53 | + obs = self.step(self._action(delta_action, gripper)) |
| 54 | + return obs |
| 55 | + |
| 56 | + def approach(self, geom_name: str): |
| 57 | + waypoints = self.plan_linear_motion(geom_name=geom_name, delta_up=0.2, num_waypoints=50) |
| 58 | + self.execute_motion(waypoints=waypoints, gripper=GripperWrapper.BINARY_GRIPPER_OPEN) |
| 59 | + |
| 60 | + def grasp(self, geom_name: str): |
| 61 | + |
| 62 | + waypoints = self.plan_linear_motion(geom_name=geom_name, delta_up=0, num_waypoints=50) |
| 63 | + self.execute_motion(waypoints=waypoints, gripper=GripperWrapper.BINARY_GRIPPER_OPEN) |
| 64 | + |
| 65 | + self.step(self._action(Pose(), GripperWrapper.BINARY_GRIPPER_CLOSED)) |
| 66 | + |
| 67 | + waypoints = self.plan_linear_motion(geom_name=geom_name, delta_up=0.2, num_waypoints=50) |
| 68 | + self.execute_motion(waypoints=waypoints, gripper=GripperWrapper.BINARY_GRIPPER_CLOSED) |
| 69 | + |
| 70 | + def move_home(self): |
| 71 | + end_eff_pose = self.unwrapped.robot.get_cartesian_position() |
| 72 | + waypoints = self.generate_waypoints(end_eff_pose, self.home_pose, num_waypoints=50) |
| 73 | + self.execute_motion(waypoints=waypoints, gripper=GripperWrapper.BINARY_GRIPPER_CLOSED) |
| 74 | + |
| 75 | + def pickup(self, geom_name: str): |
| 76 | + self.approach(geom_name) |
| 77 | + self.grasp(geom_name) |
| 78 | + self.move_home() |
| 79 | + |
| 80 | + |
| 81 | +def main(): |
| 82 | + env = gym.make( |
| 83 | + "rcs/LabPickUpSimDigitHand-v0", |
| 84 | + render_mode="human", |
| 85 | + delta_actions=True, |
| 86 | + cam_robot_joints=np.array( |
| 87 | + [-0.78452318, -1.18096017, 1.75158399, -1.0718541, -0.11207275, 1.01050546, 2.47343638] |
| 88 | + ), |
| 89 | + ) |
| 90 | + env.reset() |
| 91 | + controller = PickUpDemo(env) |
| 92 | + controller.pickup("yellow_box_geom") |
| 93 | + |
| 94 | + |
| 95 | +if __name__ == "__main__": |
| 96 | + main() |
0 commit comments