lerobot/examples/real_robot_example/gym_real_world/robot.py

174 lines
6.3 KiB
Python

# ruff: noqa
"""From Alexander Koch low_cost_robot codebase at https://github.com/AlexanderKoch-Koch/low_cost_robot
Class to control the robot using dynamixel servos.
"""
from enum import Enum, auto
from typing import Union
import numpy as np
from dynamixel_sdk import DXL_HIBYTE, DXL_HIWORD, DXL_LOBYTE, DXL_LOWORD, GroupSyncRead, GroupSyncWrite
from .dynamixel import Dynamixel, OperatingMode, ReadAttribute
class MotorControlType(Enum):
PWM = auto()
POSITION_CONTROL = auto()
DISABLED = auto()
UNKNOWN = auto()
class Robot:
def __init__(self, device_name: str, baudrate=1_000_000, servo_ids=[1, 2, 3, 4, 5, 6]) -> None:
self.servo_ids = servo_ids
self.dynamixel = Dynamixel.Config(baudrate=baudrate, device_name=device_name).instantiate()
self._init_motors()
def _init_motors(self):
self.position_reader = GroupSyncRead(
self.dynamixel.portHandler, self.dynamixel.packetHandler, ReadAttribute.POSITION.value, 4
)
for id in self.servo_ids:
self.position_reader.addParam(id)
self.velocity_reader = GroupSyncRead(
self.dynamixel.portHandler, self.dynamixel.packetHandler, ReadAttribute.VELOCITY.value, 4
)
for id in self.servo_ids:
self.velocity_reader.addParam(id)
self.pos_writer = GroupSyncWrite(
self.dynamixel.portHandler, self.dynamixel.packetHandler, self.dynamixel.ADDR_GOAL_POSITION, 4
)
for id in self.servo_ids:
self.pos_writer.addParam(id, [2048])
self.pwm_writer = GroupSyncWrite(
self.dynamixel.portHandler, self.dynamixel.packetHandler, self.dynamixel.ADDR_GOAL_PWM, 2
)
for id in self.servo_ids:
self.pwm_writer.addParam(id, [2048])
# self._disable_torque()
self.motor_control_state = MotorControlType.DISABLED
def read_position(self, tries=2):
"""
Reads the joint positions of the robot. 2048 is the center position. 0 and 4096 are 180 degrees in each direction.
:param tries: maximum number of tries to read the position
:return: list of joint positions in range [0, 4096]
"""
result = self.position_reader.txRxPacket()
if result != 0:
if tries > 0:
return self.read_position(tries=tries - 1)
else:
print("failed to read position!!!!!!!!!!!!!!!!!!!!!!!!!!!!!")
positions = []
for id in self.servo_ids:
position = self.position_reader.getData(id, ReadAttribute.POSITION.value, 4)
if position > 2**31:
position -= 2**32
positions.append(position)
return np.array(positions)
def read_velocity(self):
"""
Reads the joint velocities of the robot.
:return: list of joint velocities,
"""
self.velocity_reader.txRxPacket()
velocties = []
for id in self.servo_ids:
velocity = self.velocity_reader.getData(id, ReadAttribute.VELOCITY.value, 4)
if velocity > 2**31:
velocity -= 2**32
velocties.append(velocity)
return np.array(velocties)
def set_goal_pos(self, action):
"""
:param action: list or numpy array of target joint positions in range [0, 4096[
"""
if self.motor_control_state is not MotorControlType.POSITION_CONTROL:
self._set_position_control()
for i, motor_id in enumerate(self.servo_ids):
data_write = [
DXL_LOBYTE(DXL_LOWORD(action[i])),
DXL_HIBYTE(DXL_LOWORD(action[i])),
DXL_LOBYTE(DXL_HIWORD(action[i])),
DXL_HIBYTE(DXL_HIWORD(action[i])),
]
self.pos_writer.changeParam(motor_id, data_write)
self.pos_writer.txPacket()
def set_pwm(self, action):
"""
Sets the pwm values for the servos.
:param action: list or numpy array of pwm values in range [0, 885]
"""
if self.motor_control_state is not MotorControlType.PWM:
self._set_pwm_control()
for i, motor_id in enumerate(self.servo_ids):
data_write = [
DXL_LOBYTE(DXL_LOWORD(action[i])),
DXL_HIBYTE(DXL_LOWORD(action[i])),
]
self.pwm_writer.changeParam(motor_id, data_write)
self.pwm_writer.txPacket()
def set_trigger_torque(self, torque: int):
"""
Sets a constant torque torque for the last servo in the chain. This is useful for the trigger of the leader arm
"""
self.dynamixel._enable_torque(self.servo_ids[-1])
self.dynamixel.set_pwm_value(self.servo_ids[-1], torque)
def limit_pwm(self, limit: Union[int, list, np.ndarray]):
"""
Limits the pwm values for the servos in for position control
@param limit: 0 ~ 885
@return:
"""
if isinstance(limit, int):
limits = [
limit,
] * 5
else:
limits = limit
self._disable_torque()
for motor_id, limit in zip(self.servo_ids, limits, strict=False):
self.dynamixel.set_pwm_limit(motor_id, limit)
self._enable_torque()
def _disable_torque(self):
print(f"disabling torque for servos {self.servo_ids}")
for motor_id in self.servo_ids:
self.dynamixel._disable_torque(motor_id)
def _enable_torque(self):
print(f"enabling torque for servos {self.servo_ids}")
for motor_id in self.servo_ids:
self.dynamixel._enable_torque(motor_id)
def _set_pwm_control(self):
self._disable_torque()
for motor_id in self.servo_ids:
self.dynamixel.set_operating_mode(motor_id, OperatingMode.PWM)
self._enable_torque()
self.motor_control_state = MotorControlType.PWM
def _set_position_control(self):
self._disable_torque()
for motor_id in self.servo_ids:
# TODO(rcadene): redesign
if motor_id == 9:
self.dynamixel.set_operating_mode(9, OperatingMode.CURRENT_CONTROLLED_POSITION)
else:
self.dynamixel.set_operating_mode(motor_id, OperatingMode.POSITION)
self._enable_torque()
self.motor_control_state = MotorControlType.POSITION_CONTROL