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lerobot/eval_robot/robot_control/robot_hand_unitree.py
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2025-11-21 14:13:05 +01:00

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16 KiB
Python

# for dex3-1
from unitree_sdk2py.core.channel import ChannelPublisher, ChannelSubscriber, ChannelFactoryInitialize # dds
from unitree_sdk2py.idl.unitree_hg.msg.dds_ import HandCmd_, HandState_ # idl
from unitree_sdk2py.idl.default import unitree_hg_msg_dds__HandCmd_
# for gripper
from unitree_sdk2py.idl.unitree_go.msg.dds_ import MotorCmds_, MotorStates_ # idl
from unitree_sdk2py.idl.default import unitree_go_msg_dds__MotorCmd_
import numpy as np
from enum import IntEnum
import time
import threading
from multiprocessing import Process, Value, Array
import logging_mp
logging_mp.basic_config(level=logging_mp.INFO)
logger_mp = logging_mp.get_logger(__name__)
unitree_tip_indices = [4, 9, 14] # [thumb, index, middle] in OpenXR
Dex3_Num_Motors = 7
kTopicDex3LeftCommand = "rt/dex3/left/cmd"
kTopicDex3RightCommand = "rt/dex3/right/cmd"
kTopicDex3LeftState = "rt/dex3/left/state"
kTopicDex3RightState = "rt/dex3/right/state"
class Dex3_1_Controller:
def __init__(
self,
left_hand_array_in,
right_hand_array_in,
dual_hand_data_lock=None,
dual_hand_state_array_out=None,
dual_hand_action_array_out=None,
fps=100.0,
Unit_Test=False,
simulation_mode=False,
):
"""
[note] A *_array type parameter requires using a multiprocessing Array, because it needs to be passed to the internal child process
left_hand_array_in: [input] Left hand skeleton data (required from XR device) to hand_ctrl.control_process
right_hand_array_in: [input] Right hand skeleton data (required from XR device) to hand_ctrl.control_process
dual_hand_data_lock: Data synchronization lock for dual_hand_state_array and dual_hand_action_array
dual_hand_state_array_out: [output] Return left(7), right(7) hand motor state
dual_hand_action_array_out: [output] Return left(7), right(7) hand motor action
fps: Control frequency
Unit_Test: Whether to enable unit testing
simulation_mode: Whether to use simulation mode (default is False, which means using real robot)
"""
logger_mp.info("Initialize Dex3_1_Controller...")
self.fps = fps
self.Unit_Test = Unit_Test
self.simulation_mode = simulation_mode
if self.simulation_mode:
ChannelFactoryInitialize(1)
else:
ChannelFactoryInitialize(0)
# initialize handcmd publisher and handstate subscriber
self.LeftHandCmb_publisher = ChannelPublisher(kTopicDex3LeftCommand, HandCmd_)
self.LeftHandCmb_publisher.Init()
self.RightHandCmb_publisher = ChannelPublisher(kTopicDex3RightCommand, HandCmd_)
self.RightHandCmb_publisher.Init()
self.LeftHandState_subscriber = ChannelSubscriber(kTopicDex3LeftState, HandState_)
self.LeftHandState_subscriber.Init()
self.RightHandState_subscriber = ChannelSubscriber(kTopicDex3RightState, HandState_)
self.RightHandState_subscriber.Init()
# Shared Arrays for hand states
self.left_hand_state_array = Array("d", Dex3_Num_Motors, lock=True)
self.right_hand_state_array = Array("d", Dex3_Num_Motors, lock=True)
# initialize subscribe thread
self.subscribe_state_thread = threading.Thread(target=self._subscribe_hand_state)
self.subscribe_state_thread.daemon = True
self.subscribe_state_thread.start()
while True:
if any(self.left_hand_state_array) and any(self.right_hand_state_array):
break
time.sleep(0.01)
logger_mp.warning("[Dex3_1_Controller] Waiting to subscribe dds...")
logger_mp.info("[Dex3_1_Controller] Subscribe dds ok.")
hand_control_process = Process(
target=self.control_process,
args=(
left_hand_array_in,
right_hand_array_in,
self.left_hand_state_array,
self.right_hand_state_array,
dual_hand_data_lock,
dual_hand_state_array_out,
dual_hand_action_array_out,
),
)
hand_control_process.daemon = True
hand_control_process.start()
logger_mp.info("Initialize Dex3_1_Controller OK!\n")
def _subscribe_hand_state(self):
while True:
left_hand_msg = self.LeftHandState_subscriber.Read()
right_hand_msg = self.RightHandState_subscriber.Read()
if left_hand_msg is not None and right_hand_msg is not None:
# Update left hand state
for idx, id in enumerate(Dex3_1_Left_JointIndex):
self.left_hand_state_array[idx] = left_hand_msg.motor_state[id].q
# Update right hand state
for idx, id in enumerate(Dex3_1_Right_JointIndex):
self.right_hand_state_array[idx] = right_hand_msg.motor_state[id].q
time.sleep(0.002)
class _RIS_Mode:
def __init__(self, id=0, status=0x01, timeout=0):
self.motor_mode = 0
self.id = id & 0x0F # 4 bits for id
self.status = status & 0x07 # 3 bits for status
self.timeout = timeout & 0x01 # 1 bit for timeout
def _mode_to_uint8(self):
self.motor_mode |= self.id & 0x0F
self.motor_mode |= (self.status & 0x07) << 4
self.motor_mode |= (self.timeout & 0x01) << 7
return self.motor_mode
def ctrl_dual_hand(self, left_q_target, right_q_target):
"""set current left, right hand motor state target q"""
for idx, id in enumerate(Dex3_1_Left_JointIndex):
self.left_msg.motor_cmd[id].q = left_q_target[idx]
for idx, id in enumerate(Dex3_1_Right_JointIndex):
self.right_msg.motor_cmd[id].q = right_q_target[idx]
self.LeftHandCmb_publisher.Write(self.left_msg)
self.RightHandCmb_publisher.Write(self.right_msg)
# logger_mp.debug("hand ctrl publish ok.")
def control_process(
self,
left_hand_array_in,
right_hand_array_in,
left_hand_state_array,
right_hand_state_array,
dual_hand_data_lock=None,
dual_hand_state_array_out=None,
dual_hand_action_array_out=None,
):
self.running = True
# left_q_target = np.full(Dex3_Num_Motors, 0)
# right_q_target = np.full(Dex3_Num_Motors, 0)
q = 0.0
dq = 0.0
tau = 0.0
kp = 1.5
kd = 0.2
# initialize dex3-1's left hand cmd msg
self.left_msg = unitree_hg_msg_dds__HandCmd_()
for id in Dex3_1_Left_JointIndex:
ris_mode = self._RIS_Mode(id=id, status=0x01)
motor_mode = ris_mode._mode_to_uint8()
self.left_msg.motor_cmd[id].mode = motor_mode
self.left_msg.motor_cmd[id].q = q
self.left_msg.motor_cmd[id].dq = dq
self.left_msg.motor_cmd[id].tau = tau
self.left_msg.motor_cmd[id].kp = kp
self.left_msg.motor_cmd[id].kd = kd
# initialize dex3-1's right hand cmd msg
self.right_msg = unitree_hg_msg_dds__HandCmd_()
for id in Dex3_1_Right_JointIndex:
ris_mode = self._RIS_Mode(id=id, status=0x01)
motor_mode = ris_mode._mode_to_uint8()
self.right_msg.motor_cmd[id].mode = motor_mode
self.right_msg.motor_cmd[id].q = q
self.right_msg.motor_cmd[id].dq = dq
self.right_msg.motor_cmd[id].tau = tau
self.right_msg.motor_cmd[id].kp = kp
self.right_msg.motor_cmd[id].kd = kd
try:
while self.running:
start_time = time.time()
# get dual hand state
with left_hand_array_in.get_lock():
left_hand_mat = np.array(left_hand_array_in[:]).copy()
with right_hand_array_in.get_lock():
right_hand_mat = np.array(right_hand_array_in[:]).copy()
# Read left and right q_state from shared arrays
state_data = np.concatenate((np.array(left_hand_state_array[:]), np.array(right_hand_state_array[:])))
# get dual hand action
action_data = np.concatenate((left_hand_mat, right_hand_mat))
if dual_hand_state_array_out and dual_hand_action_array_out:
with dual_hand_data_lock:
dual_hand_state_array_out[:] = state_data
dual_hand_action_array_out[:] = action_data
self.ctrl_dual_hand(left_hand_mat, right_hand_mat)
current_time = time.time()
time_elapsed = current_time - start_time
sleep_time = max(0, (1 / self.fps) - time_elapsed)
time.sleep(sleep_time)
finally:
print("Dex3_1_Controller has been closed.")
class Dex3_1_Left_JointIndex(IntEnum):
kLeftHandThumb0 = 0
kLeftHandThumb1 = 1
kLeftHandThumb2 = 2
kLeftHandMiddle0 = 3
kLeftHandMiddle1 = 4
kLeftHandIndex0 = 5
kLeftHandIndex1 = 6
class Dex3_1_Right_JointIndex(IntEnum):
kRightHandThumb0 = 0
kRightHandThumb1 = 1
kRightHandThumb2 = 2
kRightHandIndex0 = 3
kRightHandIndex1 = 4
kRightHandMiddle0 = 5
kRightHandMiddle1 = 6
kTopicGripperLeftCommand = "rt/dex1/left/cmd"
kTopicGripperLeftState = "rt/dex1/left/state"
kTopicGripperRightCommand = "rt/dex1/right/cmd"
kTopicGripperRightState = "rt/dex1/right/state"
class Dex1_1_Gripper_Controller:
def __init__(
self,
left_gripper_value_in,
right_gripper_value_in,
dual_gripper_data_lock=None,
dual_gripper_state_out=None,
dual_gripper_action_out=None,
filter=True,
fps=200.0,
Unit_Test=False,
simulation_mode=False,
):
"""
[note] A *_array type parameter requires using a multiprocessing Array, because it needs to be passed to the internal child process
left_gripper_value_in: [input] Left ctrl data (required from XR device) to control_thread
right_gripper_value_in: [input] Right ctrl data (required from XR device) to control_thread
dual_gripper_data_lock: Data synchronization lock for dual_gripper_state_array and dual_gripper_action_array
dual_gripper_state_out: [output] Return left(1), right(1) gripper motor state
dual_gripper_action_out: [output] Return left(1), right(1) gripper motor action
fps: Control frequency
Unit_Test: Whether to enable unit testing
simulation_mode: Whether to use simulation mode (default is False, which means using real robot)
"""
logger_mp.info("Initialize Dex1_1_Gripper_Controller...")
self.fps = fps
self.Unit_Test = Unit_Test
self.gripper_sub_ready = False
self.simulation_mode = simulation_mode
if self.simulation_mode:
ChannelFactoryInitialize(1)
else:
ChannelFactoryInitialize(0)
# initialize handcmd publisher and handstate subscriber
self.LeftGripperCmb_publisher = ChannelPublisher(kTopicGripperLeftCommand, MotorCmds_)
self.LeftGripperCmb_publisher.Init()
self.RightGripperCmb_publisher = ChannelPublisher(kTopicGripperRightCommand, MotorCmds_)
self.RightGripperCmb_publisher.Init()
self.LeftGripperState_subscriber = ChannelSubscriber(kTopicGripperLeftState, MotorStates_)
self.LeftGripperState_subscriber.Init()
self.RightGripperState_subscriber = ChannelSubscriber(kTopicGripperRightState, MotorStates_)
self.RightGripperState_subscriber.Init()
# Shared Arrays for gripper states
self.left_gripper_state_value = Value("d", 0.0, lock=True)
self.right_gripper_state_value = Value("d", 0.0, lock=True)
# initialize subscribe thread
self.subscribe_state_thread = threading.Thread(target=self._subscribe_gripper_state)
self.subscribe_state_thread.daemon = True
self.subscribe_state_thread.start()
while not self.gripper_sub_ready:
time.sleep(0.01)
logger_mp.warning("[Dex1_1_Gripper_Controller] Waiting to subscribe dds...")
logger_mp.info("[Dex1_1_Gripper_Controller] Subscribe dds ok.")
self.gripper_control_thread = threading.Thread(
target=self.control_thread,
args=(
left_gripper_value_in,
right_gripper_value_in,
self.left_gripper_state_value,
self.right_gripper_state_value,
dual_gripper_data_lock,
dual_gripper_state_out,
dual_gripper_action_out,
),
)
self.gripper_control_thread.daemon = True
self.gripper_control_thread.start()
logger_mp.info("Initialize Dex1_1_Gripper_Controller OK!\n")
def _subscribe_gripper_state(self):
while True:
left_gripper_msg = self.LeftGripperState_subscriber.Read()
right_gripper_msg = self.RightGripperState_subscriber.Read()
self.gripper_sub_ready = True
if left_gripper_msg is not None and right_gripper_msg is not None:
self.left_gripper_state_value.value = left_gripper_msg.states[0].q
self.right_gripper_state_value.value = right_gripper_msg.states[0].q
time.sleep(0.002)
def ctrl_dual_gripper(self, dual_gripper_action):
"""set current left, right gripper motor cmd target q"""
self.left_gripper_msg.cmds[0].q = dual_gripper_action[0]
self.right_gripper_msg.cmds[0].q = dual_gripper_action[1]
self.LeftGripperCmb_publisher.Write(self.left_gripper_msg)
self.RightGripperCmb_publisher.Write(self.right_gripper_msg)
# logger_mp.debug("gripper ctrl publish ok.")
def control_thread(
self,
left_gripper_value_in,
right_gripper_value_in,
left_gripper_state_value,
right_gripper_state_value,
dual_hand_data_lock=None,
dual_gripper_state_out=None,
dual_gripper_action_out=None,
):
self.running = True
LEFT_MAPPED_MIN = 0.0 # The minimum initial motor position when the gripper closes at startup.
RIGHT_MAPPED_MIN = 0.0 # The minimum initial motor position when the gripper closes at startup.
# The maximum initial motor position when the gripper closes before calibration (with the rail stroke calculated as 0.6 cm/rad * 9 rad = 5.4 cm).
dq = 0.0
tau = 0.0
kp = 5.00
kd = 0.05
# initialize gripper cmd msg
self.left_gripper_msg = MotorCmds_()
self.left_gripper_msg.cmds = [unitree_go_msg_dds__MotorCmd_()]
self.right_gripper_msg = MotorCmds_()
self.right_gripper_msg.cmds = [unitree_go_msg_dds__MotorCmd_()]
self.left_gripper_msg.cmds[0].dq = dq
self.left_gripper_msg.cmds[0].tau = tau
self.left_gripper_msg.cmds[0].kp = kp
self.left_gripper_msg.cmds[0].kd = kd
self.right_gripper_msg.cmds[0].dq = dq
self.right_gripper_msg.cmds[0].tau = tau
self.right_gripper_msg.cmds[0].kp = kp
self.right_gripper_msg.cmds[0].kd = kd
try:
while self.running:
start_time = time.time()
# get dual hand skeletal point state from XR device
with left_gripper_value_in.get_lock():
left_gripper_value = left_gripper_value_in.value
with right_gripper_value_in.get_lock():
right_gripper_value = right_gripper_value_in.value
# get current dual gripper motor state
dual_gripper_state = np.array([left_gripper_state_value.value, right_gripper_state_value.value])
dual_gripper_action = np.array([left_gripper_value, right_gripper_value])
if dual_gripper_state_out and dual_gripper_action_out:
with dual_hand_data_lock:
dual_gripper_state_out[:] = dual_gripper_state - np.array([LEFT_MAPPED_MIN, RIGHT_MAPPED_MIN])
dual_gripper_action_out[:] = dual_gripper_action - np.array([LEFT_MAPPED_MIN, RIGHT_MAPPED_MIN])
self.ctrl_dual_gripper(dual_gripper_action)
current_time = time.time()
time_elapsed = current_time - start_time
sleep_time = max(0, (1 / self.fps) - time_elapsed)
time.sleep(sleep_time)
finally:
logger_mp.info("Dex1_1_Gripper_Controller has been closed.")
class Gripper_JointIndex(IntEnum):
kGripper = 0