# Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Simple script to control a robot from teleoperation. Example: ```shell python -m lerobot.teleoperate \ --robot.type=so101_follower \ --robot.port=/dev/tty.usbmodem58760431541 \ --robot.cameras="{ front: {type: opencv, index_or_path: 0, width: 1920, height: 1080, fps: 30}}" \ --robot.id=black \ --teleop.type=so101_leader \ --teleop.port=/dev/tty.usbmodem58760431551 \ --teleop.id=blue \ --display_data=true ``` """ import logging import time from dataclasses import asdict, dataclass from pprint import pformat import draccus import numpy as np import rerun as rr from lerobot.common.cameras.opencv.configuration_opencv import OpenCVCameraConfig # noqa: F401 from lerobot.common.cameras.realsense.configuration_realsense import RealSenseCameraConfig # noqa: F401 from lerobot.common.robots import ( # noqa: F401 Robot, RobotConfig, koch_follower, make_robot_from_config, so100_follower, so101_follower, ) from lerobot.common.teleoperators import ( Teleoperator, TeleoperatorConfig, make_teleoperator_from_config, ) from lerobot.common.utils.robot_utils import busy_wait from lerobot.common.utils.utils import init_logging, move_cursor_up from lerobot.common.utils.visualization_utils import _init_rerun from .common.teleoperators import koch_leader, so100_leader, so101_leader # noqa: F401 @dataclass class TeleoperateConfig: teleop: TeleoperatorConfig robot: RobotConfig # Limit the maximum frames per second. fps: int = 60 teleop_time_s: float | None = None # Display all cameras on screen display_data: bool = False def teleop_loop( teleop: Teleoperator, robot: Robot, fps: int, display_data: bool = False, duration: float | None = None ): display_len = max(len(key) for key in robot.action_features) start = time.perf_counter() while True: loop_start = time.perf_counter() action = teleop.get_action() if display_data: observation = robot.get_observation() for obs, val in observation.items(): if isinstance(val, float): rr.log(f"observation_{obs}", rr.Scalar(val)) elif isinstance(val, np.ndarray): rr.log(f"observation_{obs}", rr.Image(val), static=True) for act, val in action.items(): if isinstance(val, float): rr.log(f"action_{act}", rr.Scalar(val)) robot.send_action(action) dt_s = time.perf_counter() - loop_start busy_wait(1 / fps - dt_s) loop_s = time.perf_counter() - loop_start print("\n" + "-" * (display_len + 10)) print(f"{'NAME':<{display_len}} | {'NORM':>7}") for motor, value in action.items(): print(f"{motor:<{display_len}} | {value:>7.2f}") print(f"\ntime: {loop_s * 1e3:.2f}ms ({1 / loop_s:.0f} Hz)") if duration is not None and time.perf_counter() - start >= duration: return move_cursor_up(len(action) + 5) @draccus.wrap() def teleoperate(cfg: TeleoperateConfig): init_logging() logging.info(pformat(asdict(cfg))) if cfg.display_data: _init_rerun(session_name="teleoperation") teleop = make_teleoperator_from_config(cfg.teleop) robot = make_robot_from_config(cfg.robot) teleop.connect() robot.connect() try: teleop_loop(teleop, robot, cfg.fps, display_data=cfg.display_data, duration=cfg.teleop_time_s) except KeyboardInterrupt: pass finally: if cfg.display_data: rr.rerun_shutdown() teleop.disconnect() robot.disconnect() if __name__ == "__main__": teleoperate()