lerobot/lerobot/common/robots/lekiwi/daemon_lekiwi_app.py

133 lines
3.8 KiB
Python

import logging
import numpy as np
from lerobot.common.datasets.lerobot_dataset import LeRobotDataset
from lerobot.common.robots.config import RobotMode
from lerobot.common.robots.lekiwi.configuration_daemon_lekiwi import DaemonLeKiwiRobotConfig
from lerobot.common.robots.lekiwi.daemon_lekiwi import DaemonLeKiwiRobot
from lerobot.common.teleoperators.keyboard import KeyboardTeleop, KeyboardTeleopConfig
from lerobot.common.teleoperators.so100 import SO100Teleop, SO100TeleopConfig
DUMMY_FEATURES = {
"observation.state": {
"dtype": "float64",
"shape": (9,),
"names": {
"motors": [
"arm_shoulder_pan",
"arm_shoulder_lift",
"arm_elbow_flex",
"arm_wrist_flex",
"arm_wrist_roll",
"arm_gripper",
"base_left_wheel",
"base_right_wheel",
"base_back_wheel",
]
},
},
"action": {
"dtype": "float64",
"shape": (9,),
"names": {
"motors": [
"arm_shoulder_pan",
"arm_shoulder_lift",
"arm_elbow_flex",
"arm_wrist_flex",
"arm_wrist_roll",
"arm_gripper",
"base_left_wheel",
"base_right_wheel",
"base_back_wheel",
]
},
},
"observation.images.front": {
"dtype": "image",
"shape": (640, 480, 3),
"names": [
"width",
"height",
"channels",
],
},
"observation.images.wrist": {
"dtype": "image",
"shape": (480, 640, 3),
"names": [
"width",
"height",
"channels",
],
},
}
def main():
logging.info("Configuring Teleop Devices")
leader_arm_config = SO100TeleopConfig(port="/dev/tty.usbmodem58760429271")
leader_arm = SO100Teleop(leader_arm_config)
keyboard_config = KeyboardTeleopConfig()
keyboard = KeyboardTeleop(keyboard_config)
logging.info("Configuring LeKiwiRobot Daemon")
robot_config = DaemonLeKiwiRobotConfig(
id="daemonlekiwi", calibration_dir=".cache/calibration/lekiwi", robot_mode=RobotMode.TELEOP
)
robot = DaemonLeKiwiRobot(robot_config)
logging.info("Creating LeRobot Dataset")
# TODO(Steven): Check this creation
dataset = LeRobotDataset.create(
repo_id="user/lekiwi",
fps=10,
features=DUMMY_FEATURES,
)
logging.info("Connecting Teleop Devices")
leader_arm.connect()
keyboard.connect()
logging.info("Connecting remote LeKiwiRobot")
robot.connect()
logging.info("Starting LeKiwiRobot teleoperation")
i = 0
while i < 1000:
arm_action = leader_arm.get_action()
base_action = keyboard.get_action()
action = np.append(arm_action, base_action) if base_action.size > 0 else arm_action
# TODO(Steven): Deal with policy action space
# robot.set_mode(RobotMode.AUTO)
# policy_action = policy.get_action() # This might be in body frame, key space or smt else
# robot.send_action(policy_action)
action_sent = robot.send_action(action)
observation = robot.get_observation()
frame = {"action": action_sent}
frame.update(observation)
frame.update({"task": "Dummy Task Dataset"})
logging.info("Saved a frame into the dataset")
dataset.add_frame(frame)
i += 1
dataset.save_episode()
# dataset.push_to_hub()
logging.info("Disconnecting Teleop Devices and LeKiwiRobot Daemon")
robot.disconnect()
leader_arm.disconnect()
keyboard.disconnect()
logging.info("Finished LeKiwiRobot cleanly")
if __name__ == "__main__":
main()