mirror of
https://github.com/huggingface/lerobot.git
synced 2026-05-23 12:40:08 +00:00
fix(examples): wrap all of them into a main function (#2524)
This commit is contained in:
@@ -35,66 +35,72 @@ from lerobot.utils.utils import log_say
|
||||
EPISODE_IDX = 0
|
||||
HF_REPO_ID = "<hf_username>/<dataset_repo_id>"
|
||||
|
||||
# Initialize the robot config
|
||||
robot_config = SO100FollowerConfig(
|
||||
port="/dev/tty.usbmodem5A460814411", id="my_awesome_follower_arm", use_degrees=True
|
||||
)
|
||||
|
||||
# Initialize the robot
|
||||
robot = SO100Follower(robot_config)
|
||||
def main():
|
||||
# Initialize the robot config
|
||||
robot_config = SO100FollowerConfig(
|
||||
port="/dev/tty.usbmodem5A460814411", id="my_awesome_follower_arm", use_degrees=True
|
||||
)
|
||||
|
||||
# NOTE: It is highly recommended to use the urdf in the SO-ARM100 repo: https://github.com/TheRobotStudio/SO-ARM100/blob/main/Simulation/SO101/so101_new_calib.urdf
|
||||
kinematics_solver = RobotKinematics(
|
||||
urdf_path="./SO101/so101_new_calib.urdf",
|
||||
target_frame_name="gripper_frame_link",
|
||||
joint_names=list(robot.bus.motors.keys()),
|
||||
)
|
||||
# Initialize the robot
|
||||
robot = SO100Follower(robot_config)
|
||||
|
||||
# Build pipeline to convert EE action to joints action
|
||||
robot_ee_to_joints_processor = RobotProcessorPipeline[tuple[RobotAction, RobotObservation], RobotAction](
|
||||
steps=[
|
||||
InverseKinematicsEEToJoints(
|
||||
kinematics=kinematics_solver,
|
||||
motor_names=list(robot.bus.motors.keys()),
|
||||
initial_guess_current_joints=False, # Because replay is open loop
|
||||
),
|
||||
],
|
||||
to_transition=robot_action_observation_to_transition,
|
||||
to_output=transition_to_robot_action,
|
||||
)
|
||||
# NOTE: It is highly recommended to use the urdf in the SO-ARM100 repo: https://github.com/TheRobotStudio/SO-ARM100/blob/main/Simulation/SO101/so101_new_calib.urdf
|
||||
kinematics_solver = RobotKinematics(
|
||||
urdf_path="./SO101/so101_new_calib.urdf",
|
||||
target_frame_name="gripper_frame_link",
|
||||
joint_names=list(robot.bus.motors.keys()),
|
||||
)
|
||||
|
||||
# Fetch the dataset to replay
|
||||
dataset = LeRobotDataset(HF_REPO_ID, episodes=[EPISODE_IDX])
|
||||
# Filter dataset to only include frames from the specified episode since episodes are chunked in dataset V3.0
|
||||
episode_frames = dataset.hf_dataset.filter(lambda x: x["episode_index"] == EPISODE_IDX)
|
||||
actions = episode_frames.select_columns(ACTION)
|
||||
# Build pipeline to convert EE action to joints action
|
||||
robot_ee_to_joints_processor = RobotProcessorPipeline[tuple[RobotAction, RobotObservation], RobotAction](
|
||||
steps=[
|
||||
InverseKinematicsEEToJoints(
|
||||
kinematics=kinematics_solver,
|
||||
motor_names=list(robot.bus.motors.keys()),
|
||||
initial_guess_current_joints=False, # Because replay is open loop
|
||||
),
|
||||
],
|
||||
to_transition=robot_action_observation_to_transition,
|
||||
to_output=transition_to_robot_action,
|
||||
)
|
||||
|
||||
# Connect to the robot
|
||||
robot.connect()
|
||||
# Fetch the dataset to replay
|
||||
dataset = LeRobotDataset(HF_REPO_ID, episodes=[EPISODE_IDX])
|
||||
# Filter dataset to only include frames from the specified episode since episodes are chunked in dataset V3.0
|
||||
episode_frames = dataset.hf_dataset.filter(lambda x: x["episode_index"] == EPISODE_IDX)
|
||||
actions = episode_frames.select_columns(ACTION)
|
||||
|
||||
if not robot.is_connected:
|
||||
raise ValueError("Robot is not connected!")
|
||||
# Connect to the robot
|
||||
robot.connect()
|
||||
|
||||
print("Starting replay loop...")
|
||||
log_say(f"Replaying episode {EPISODE_IDX}")
|
||||
for idx in range(len(episode_frames)):
|
||||
t0 = time.perf_counter()
|
||||
if not robot.is_connected:
|
||||
raise ValueError("Robot is not connected!")
|
||||
|
||||
# Get recorded action from dataset
|
||||
ee_action = {
|
||||
name: float(actions[idx][ACTION][i]) for i, name in enumerate(dataset.features[ACTION]["names"])
|
||||
}
|
||||
print("Starting replay loop...")
|
||||
log_say(f"Replaying episode {EPISODE_IDX}")
|
||||
for idx in range(len(episode_frames)):
|
||||
t0 = time.perf_counter()
|
||||
|
||||
# Get robot observation
|
||||
robot_obs = robot.get_observation()
|
||||
# Get recorded action from dataset
|
||||
ee_action = {
|
||||
name: float(actions[idx][ACTION][i]) for i, name in enumerate(dataset.features[ACTION]["names"])
|
||||
}
|
||||
|
||||
# Dataset EE -> robot joints
|
||||
joint_action = robot_ee_to_joints_processor((ee_action, robot_obs))
|
||||
# Get robot observation
|
||||
robot_obs = robot.get_observation()
|
||||
|
||||
# Send action to robot
|
||||
_ = robot.send_action(joint_action)
|
||||
# Dataset EE -> robot joints
|
||||
joint_action = robot_ee_to_joints_processor((ee_action, robot_obs))
|
||||
|
||||
busy_wait(1.0 / dataset.fps - (time.perf_counter() - t0))
|
||||
# Send action to robot
|
||||
_ = robot.send_action(joint_action)
|
||||
|
||||
# Clean up
|
||||
robot.disconnect()
|
||||
busy_wait(1.0 / dataset.fps - (time.perf_counter() - t0))
|
||||
|
||||
# Clean up
|
||||
robot.disconnect()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
|
||||
Reference in New Issue
Block a user