mirror of
https://github.com/huggingface/lerobot.git
synced 2026-05-17 09:39:47 +00:00
feat(robots): add OpenArm robot & teleoperator (#2795)
* fix(motors): cleanup imports + fix signatures * feat(motors): add damiao canbus + multiple fixes * fix(motors): address comments -> last_state + different gains + sleep * refactor(motors): reduce duplicated code + adressed some comments in the PR * chore(motors): better timeouts * tests(motors): damiao test and imports * chore(deps): fix space * feat(robot): add openarm leader Co-authored-by: Pepijn <pepijn@huggingface.co> * feat(robot): add openarm follower Co-authored-by: Pepijn <pepijn@huggingface.co> * refactor(robot): remove mechanical compensations and double arm assumption + rename * chore(robots): remove left arm references * refactor(teleop): multiple improvements to leader * refactor(teleop): multiple improvements to leader * feat(robots): add open arm to util CLI * chore(robot): add alias openarm * Apply suggestions from code review Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com> Signed-off-by: Steven Palma <imstevenpmwork@ieee.org> * chore(motors): remove normalization tables damiao * fix(motors): imports and signatures * feat(motors): add motor_type_str + recv_id to motor class and _get_motor_recv_id raises if no motor_obj.recv_id * chore(motors): remove normalize from base motor class and damaio * tests(motors): remove bad tests (to be replaced) * chore(motors): updated import check * fix(robots): open arm mirrored config for joint limits * chore(motors): update position_kd gain values * chore(robots): set to 0 if openarm is calibrated at connect time * chore(robots): remove macos in open arm as can doesn't support it * chore(robots): update for motor_type_str in Motor class * chore(robots): no default value for can port in open arms * use constant for kp and kd range and check responses in mit_control_batch() * Add docs on setting up canbus and use damiao otor bus, also add lerobot_setup_can.py and log if there is not response from a write command * precommit format * supress bandit as these are intentional cli commands * fix setup-can * add test * skip test in ci * nit precommit * update doc example * dont import can for tests * remove comment * Add openarms docs * format * update purchase link * can to none if nit availabl;e * add canfd option in bus * make handshake logic similar to lerobot-can * type hint * type check * add temp teleop test * remove script * mock class * ignore linter --------- Signed-off-by: Steven Palma <imstevenpmwork@ieee.org> Co-authored-by: Pepijn <pepijn@huggingface.co> Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com>
This commit is contained in:
@@ -28,8 +28,11 @@ from lerobot.utils.import_utils import _can_available
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if TYPE_CHECKING or _can_available:
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import can
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else:
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can.Message = object
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can.interface = None
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class can: # noqa: N801
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Message = object
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interface = None
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import numpy as np
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@@ -206,11 +209,31 @@ class DamiaoMotorsBus(MotorsBusBase):
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Raises ConnectionError if any motor fails to respond.
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"""
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logger.info("Starting handshake with motors...")
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missing_motors = []
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# Drain any pending messages
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while self.canbus.recv(timeout=0.01):
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pass
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missing_motors = []
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for motor_name in self.motors:
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msg = self._refresh_motor(motor_name)
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if msg is None:
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motor_id = self._get_motor_id(motor_name)
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recv_id = self._get_motor_recv_id(motor_name)
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# Send enable command
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data = [0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, CAN_CMD_ENABLE]
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False, is_fd=self.use_can_fd)
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self.canbus.send(msg)
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# Wait for response with longer timeout
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response = None
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start_time = time.time()
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while time.time() - start_time < 0.1:
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response = self.canbus.recv(timeout=0.1)
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if response and response.arbitration_id == recv_id:
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break
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response = None
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if response is None:
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missing_motors.append(motor_name)
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else:
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self._process_response(motor_name, msg)
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@@ -259,7 +282,7 @@ class DamiaoMotorsBus(MotorsBusBase):
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motor_name = self._get_motor_name(motor)
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recv_id = self._get_motor_recv_id(motor)
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data = [0xFF] * 7 + [command_byte]
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False, is_fd=self.use_can_fd)
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self.canbus.send(msg)
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if msg := self._recv_motor_response(expected_recv_id=recv_id):
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self._process_response(motor_name, msg)
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@@ -317,7 +340,7 @@ class DamiaoMotorsBus(MotorsBusBase):
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motor_id = self._get_motor_id(motor)
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recv_id = self._get_motor_recv_id(motor)
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data = [motor_id & 0xFF, (motor_id >> 8) & 0xFF, CAN_CMD_REFRESH, 0, 0, 0, 0, 0]
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msg = can.Message(arbitration_id=CAN_PARAM_ID, data=data, is_extended_id=False)
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msg = can.Message(arbitration_id=CAN_PARAM_ID, data=data, is_extended_id=False, is_fd=self.use_can_fd)
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self.canbus.send(msg)
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return self._recv_motor_response(expected_recv_id=recv_id)
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@@ -439,7 +462,7 @@ class DamiaoMotorsBus(MotorsBusBase):
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motor_type = self._motor_types[motor_name]
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data = self._encode_mit_packet(motor_type, kp, kd, position_degrees, velocity_deg_per_sec, torque)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False, is_fd=self.use_can_fd)
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self.canbus.send(msg)
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recv_id = self._get_motor_recv_id(motor)
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@@ -472,7 +495,7 @@ class DamiaoMotorsBus(MotorsBusBase):
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motor_type = self._motor_types[motor_name]
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data = self._encode_mit_packet(motor_type, kp, kd, position_degrees, velocity_deg_per_sec, torque)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False, is_fd=self.use_can_fd)
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self.canbus.send(msg)
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recv_id_to_motor[self._get_motor_recv_id(motor)] = motor_name
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@@ -637,10 +660,10 @@ class DamiaoMotorsBus(MotorsBusBase):
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for motor in motors:
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motor_id = self._get_motor_id(motor)
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data = [motor_id & 0xFF, (motor_id >> 8) & 0xFF, CAN_CMD_REFRESH, 0, 0, 0, 0, 0]
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msg = can.Message(arbitration_id=CAN_PARAM_ID, data=data, is_extended_id=False)
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msg = can.Message(
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arbitration_id=CAN_PARAM_ID, data=data, is_extended_id=False, is_fd=self.use_can_fd
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)
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self.canbus.send(msg)
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# Small delay to reduce bus congestion if necessary, though removed in sync_read previously
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# precise_sleep(PRECISE_SLEEP_SEC)
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# Collect responses
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expected_recv_ids = [self._get_motor_recv_id(m) for m in motors]
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@@ -676,7 +699,9 @@ class DamiaoMotorsBus(MotorsBusBase):
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kd = self._gains[motor]["kd"]
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data = self._encode_mit_packet(motor_type, kp, kd, float(value_degrees), 0.0, 0.0)
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msg = can.Message(arbitration_id=motor_id, data=data, is_extended_id=False)
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msg = can.Message(
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arbitration_id=motor_id, data=data, is_extended_id=False, is_fd=self.use_can_fd
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)
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self.canbus.send(msg)
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precise_sleep(PRECISE_TIMEOUT_SEC)
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@@ -18,16 +18,18 @@
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import math
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import time
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from dataclasses import dataclass
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from typing import Any, Protocol, TypeVar, runtime_checkable
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from typing import TYPE_CHECKING, Any, Protocol, TypeVar, runtime_checkable
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import numpy as np
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import torch
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import torchvision.transforms.functional as F # noqa: N812
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from lerobot.configs.types import PipelineFeatureType, PolicyFeature
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from lerobot.teleoperators.teleoperator import Teleoperator
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from lerobot.teleoperators.utils import TeleopEvents
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if TYPE_CHECKING:
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from lerobot.teleoperators.teleoperator import Teleoperator
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from .core import EnvTransition, PolicyAction, TransitionKey
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from .pipeline import (
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ComplementaryDataProcessorStep,
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@@ -69,10 +71,10 @@ class HasTeleopEvents(Protocol):
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# Type variable constrained to Teleoperator subclasses that also implement events
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TeleopWithEvents = TypeVar("TeleopWithEvents", bound=Teleoperator)
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TeleopWithEvents = TypeVar("TeleopWithEvents", bound="Teleoperator")
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def _check_teleop_with_events(teleop: Teleoperator) -> None:
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def _check_teleop_with_events(teleop: "Teleoperator") -> None:
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"""
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Runtime check that a teleoperator implements the `HasTeleopEvents` protocol.
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@@ -103,7 +105,7 @@ class AddTeleopActionAsComplimentaryDataStep(ComplementaryDataProcessorStep):
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teleop_device: The teleoperator instance to get the action from.
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"""
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teleop_device: Teleoperator
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teleop_device: "Teleoperator"
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def complementary_data(self, complementary_data: dict) -> dict:
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"""
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@@ -0,0 +1,20 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from .config_openarm_follower import OpenArmFollowerConfig
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from .openarm_follower import OpenArmFollower
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__all__ = ["OpenArmFollower", "OpenArmFollowerConfig"]
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@@ -0,0 +1,117 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from dataclasses import dataclass, field
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from lerobot.cameras import CameraConfig
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from ..config import RobotConfig
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LEFT_DEFAULT_JOINTS_LIMITS: dict[str, tuple[float, float]] = {
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"joint_1": (-75.0, 75.0),
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"joint_2": (-90.0, 9.0),
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"joint_3": (-85.0, 85.0),
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"joint_4": (0.0, 135.0),
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"joint_5": (-85.0, 85.0),
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"joint_6": (-40.0, 40.0),
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"joint_7": (-80.0, 80.0),
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"gripper": (-65.0, 0.0),
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}
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RIGHT_DEFAULT_JOINTS_LIMITS: dict[str, tuple[float, float]] = {
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"joint_1": (-75.0, 75.0),
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"joint_2": (-9.0, 90.0),
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"joint_3": (-85.0, 85.0),
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"joint_4": (0.0, 135.0),
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"joint_5": (-85.0, 85.0),
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"joint_6": (-40.0, 40.0),
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"joint_7": (-80.0, 80.0),
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"gripper": (-65.0, 0.0),
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}
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@RobotConfig.register_subclass("openarm_follower")
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@dataclass
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class OpenArmFollowerConfig(RobotConfig):
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"""Configuration for the OpenArms follower robot with Damiao motors."""
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# CAN interfaces - one per arm
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# arm CAN interface (e.g., "can1")
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# Linux: "can0", "can1", etc.
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port: str
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# side of the arm: "left" or "right". If "None" default values will be used
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side: str | None = None
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# CAN interface type: "socketcan" (Linux), "slcan" (serial), or "auto" (auto-detect)
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can_interface: str = "socketcan"
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# CAN FD settings (OpenArms uses CAN FD by default)
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use_can_fd: bool = True
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can_bitrate: int = 1000000 # Nominal bitrate (1 Mbps)
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can_data_bitrate: int = 5000000 # Data bitrate for CAN FD (5 Mbps)
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# Whether to disable torque when disconnecting
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disable_torque_on_disconnect: bool = True
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# Safety limit for relative target positions
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# Set to a positive scalar for all motors, or a dict mapping motor names to limits
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max_relative_target: float | dict[str, float] | None = None
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# Camera configurations
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cameras: dict[str, CameraConfig] = field(default_factory=dict)
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# Motor configuration for OpenArms (7 DOF per arm)
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# Maps motor names to (send_can_id, recv_can_id, motor_type)
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# Based on: https://docs.openarm.dev/software/setup/configure-test
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# OpenArms uses 4 types of motors:
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# - DM8009 (DM-J8009P-2EC) for shoulders (high torque)
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# - DM4340P and DM4340 for shoulder rotation and elbow
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# - DM4310 (DM-J4310-2EC V1.1) for wrist and gripper
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motor_config: dict[str, tuple[int, int, str]] = field(
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default_factory=lambda: {
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"joint_1": (0x01, 0x11, "dm8009"), # J1 - Shoulder pan (DM8009)
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"joint_2": (0x02, 0x12, "dm8009"), # J2 - Shoulder lift (DM8009)
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"joint_3": (0x03, 0x13, "dm4340"), # J3 - Shoulder rotation (DM4340)
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"joint_4": (0x04, 0x14, "dm4340"), # J4 - Elbow flex (DM4340)
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"joint_5": (0x05, 0x15, "dm4310"), # J5 - Wrist roll (DM4310)
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"joint_6": (0x06, 0x16, "dm4310"), # J6 - Wrist pitch (DM4310)
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"joint_7": (0x07, 0x17, "dm4310"), # J7 - Wrist rotation (DM4310)
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"gripper": (0x08, 0x18, "dm4310"), # J8 - Gripper (DM4310)
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}
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)
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# MIT control parameters for position control (used in send_action)
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# List of 8 values: [joint_1, joint_2, joint_3, joint_4, joint_5, joint_6, joint_7, gripper]
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position_kp: list[float] = field(
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default_factory=lambda: [240.0, 240.0, 240.0, 240.0, 24.0, 31.0, 25.0, 25.0]
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)
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position_kd: list[float] = field(default_factory=lambda: [5.0, 5.0, 3.0, 5.0, 0.3, 0.3, 0.3, 0.3])
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# Values for joint limits. Can be overridden via CLI (for custom values) or by setting config.side to either 'left' or 'right'.
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# If config.side is left set to None and no CLI values are passed, the default joint limit values are small for safety.
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joint_limits: dict[str, tuple[float, float]] = field(
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default_factory=lambda: {
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"joint_1": (-5.0, 5.0),
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"joint_2": (-5.0, 5.0),
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"joint_3": (-5.0, 5.0),
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"joint_4": (0.0, 5.0),
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"joint_5": (-5.0, 5.0),
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"joint_6": (-5.0, 5.0),
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"joint_7": (-5.0, 5.0),
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"gripper": (-5.0, 0.0),
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}
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)
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@@ -0,0 +1,348 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
|
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# You may obtain a copy of the License at
|
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#
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# http://www.apache.org/licenses/LICENSE-2.0
|
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#
|
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# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
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# 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.
|
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import logging
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import time
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from functools import cached_property
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from typing import Any
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from lerobot.cameras.utils import make_cameras_from_configs
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from lerobot.motors import Motor, MotorCalibration, MotorNormMode
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from lerobot.motors.damiao import DamiaoMotorsBus
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from lerobot.processor import RobotAction, RobotObservation
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from lerobot.utils.errors import DeviceAlreadyConnectedError, DeviceNotConnectedError
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from ..robot import Robot
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from ..utils import ensure_safe_goal_position
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from .config_openarm_follower import (
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LEFT_DEFAULT_JOINTS_LIMITS,
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RIGHT_DEFAULT_JOINTS_LIMITS,
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OpenArmFollowerConfig,
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)
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logger = logging.getLogger(__name__)
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class OpenArmFollower(Robot):
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"""
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OpenArms Follower Robot which uses CAN bus communication to control 7 DOF arm with a gripper.
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The arm uses Damiao motors in MIT control mode.
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"""
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config_class = OpenArmFollowerConfig
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name = "openarm_follower"
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def __init__(self, config: OpenArmFollowerConfig):
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super().__init__(config)
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self.config = config
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# Arm motors
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motors: dict[str, Motor] = {}
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for motor_name, (send_id, recv_id, motor_type_str) in config.motor_config.items():
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motor = Motor(
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send_id, motor_type_str, MotorNormMode.DEGREES
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) # Always use degrees for Damiao motors
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motor.recv_id = recv_id
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motor.motor_type_str = motor_type_str
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motors[motor_name] = motor
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self.bus = DamiaoMotorsBus(
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port=self.config.port,
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motors=motors,
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calibration=self.calibration,
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can_interface=self.config.can_interface,
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use_can_fd=self.config.use_can_fd,
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bitrate=self.config.can_bitrate,
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data_bitrate=self.config.can_data_bitrate if self.config.use_can_fd else None,
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)
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if config.side is not None:
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if config.side == "left":
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config.joint_limits = LEFT_DEFAULT_JOINTS_LIMITS
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elif config.side == "right":
|
||||
config.joint_limits = RIGHT_DEFAULT_JOINTS_LIMITS
|
||||
else:
|
||||
raise ValueError(
|
||||
"config.side must be either 'left', 'right' (for default values) or 'None' (for CLI values)"
|
||||
)
|
||||
else:
|
||||
logger.info(
|
||||
"Set config.side to either 'left' or 'right' to use pre-configured values for joint limits."
|
||||
)
|
||||
logger.info(f"Values used for joint limits: {config.joint_limits}.")
|
||||
|
||||
# Initialize cameras
|
||||
self.cameras = make_cameras_from_configs(config.cameras)
|
||||
|
||||
@property
|
||||
def _motors_ft(self) -> dict[str, type]:
|
||||
"""Motor features for observation and action spaces."""
|
||||
features: dict[str, type] = {}
|
||||
for motor in self.bus.motors:
|
||||
features[f"{motor}.pos"] = float
|
||||
features[f"{motor}.vel"] = float # Add this
|
||||
features[f"{motor}.torque"] = float # Add this
|
||||
return features
|
||||
|
||||
@property
|
||||
def _cameras_ft(self) -> dict[str, tuple]:
|
||||
"""Camera features for observation space."""
|
||||
return {
|
||||
cam: (self.config.cameras[cam].height, self.config.cameras[cam].width, 3) for cam in self.cameras
|
||||
}
|
||||
|
||||
@cached_property
|
||||
def observation_features(self) -> dict[str, type | tuple]:
|
||||
"""Combined observation features from motors and cameras."""
|
||||
return {**self._motors_ft, **self._cameras_ft}
|
||||
|
||||
@cached_property
|
||||
def action_features(self) -> dict[str, type]:
|
||||
"""Action features."""
|
||||
return self._motors_ft
|
||||
|
||||
@property
|
||||
def is_connected(self) -> bool:
|
||||
"""Check if robot is connected."""
|
||||
return self.bus.is_connected and all(cam.is_connected for cam in self.cameras.values())
|
||||
|
||||
def connect(self, calibrate: bool = True) -> None:
|
||||
"""
|
||||
Connect to the robot and optionally calibrate.
|
||||
|
||||
We assume that at connection time, the arms are in a safe rest position,
|
||||
and torque can be safely disabled to run calibration if needed.
|
||||
"""
|
||||
if self.is_connected:
|
||||
raise DeviceAlreadyConnectedError(f"{self} already connected")
|
||||
|
||||
# Connect to CAN bus
|
||||
logger.info(f"Connecting arm on {self.config.port}...")
|
||||
self.bus.connect()
|
||||
|
||||
# Run calibration if needed
|
||||
if not self.is_calibrated and calibrate:
|
||||
logger.info(
|
||||
"Mismatch between calibration values in the motor and the calibration file or no calibration file found"
|
||||
)
|
||||
self.calibrate()
|
||||
|
||||
for cam in self.cameras.values():
|
||||
cam.connect()
|
||||
|
||||
self.configure()
|
||||
|
||||
if self.is_calibrated:
|
||||
self.bus.set_zero_position()
|
||||
|
||||
self.bus.enable_torque()
|
||||
|
||||
logger.info(f"{self} connected.")
|
||||
|
||||
@property
|
||||
def is_calibrated(self) -> bool:
|
||||
"""Check if robot is calibrated."""
|
||||
return self.bus.is_calibrated
|
||||
|
||||
def calibrate(self) -> None:
|
||||
"""
|
||||
Run calibration procedure for OpenArms robot.
|
||||
|
||||
The calibration procedure:
|
||||
1. Disable torque
|
||||
2. Ask user to position arms in hanging position with grippers closed
|
||||
3. Set this as zero position
|
||||
4. Record range of motion for each joint
|
||||
5. Save calibration
|
||||
"""
|
||||
if self.calibration:
|
||||
# Calibration file exists, ask user whether to use it or run new calibration
|
||||
user_input = input(
|
||||
f"Press ENTER to use provided calibration file associated with the id {self.id}, or type 'c' and press ENTER to run calibration: "
|
||||
)
|
||||
if user_input.strip().lower() != "c":
|
||||
logger.info(f"Writing calibration file associated with the id {self.id} to the motors")
|
||||
self.bus.write_calibration(self.calibration)
|
||||
return
|
||||
|
||||
logger.info(f"\nRunning calibration for {self}")
|
||||
self.bus.disable_torque()
|
||||
|
||||
# Step 1: Set zero position
|
||||
input(
|
||||
"\nCalibration: Set Zero Position)\n"
|
||||
"Position the arm in the following configuration:\n"
|
||||
" - Arm hanging straight down\n"
|
||||
" - Gripper closed\n"
|
||||
"Press ENTER when ready..."
|
||||
)
|
||||
|
||||
# Set current position as zero for all motors
|
||||
self.bus.set_zero_position()
|
||||
logger.info("Arm zero position set.")
|
||||
|
||||
logger.info("Setting range: -90° to +90° for safety by default for all joints")
|
||||
for motor_name, motor in self.bus.motors.items():
|
||||
self.calibration[motor_name] = MotorCalibration(
|
||||
id=motor.id,
|
||||
drive_mode=0,
|
||||
homing_offset=0,
|
||||
range_min=-90,
|
||||
range_max=90,
|
||||
)
|
||||
|
||||
self.bus.write_calibration(self.calibration)
|
||||
self._save_calibration()
|
||||
print(f"Calibration saved to {self.calibration_fpath}")
|
||||
|
||||
def configure(self) -> None:
|
||||
"""Configure motors with appropriate settings."""
|
||||
# TODO(Steven, Pepijn): Slightly different from what it is happening in the leader
|
||||
with self.bus.torque_disabled():
|
||||
self.bus.configure_motors()
|
||||
|
||||
def setup_motors(self) -> None:
|
||||
raise NotImplementedError(
|
||||
"Motor ID configuration is typically done via manufacturer tools for CAN motors."
|
||||
)
|
||||
|
||||
def get_observation(self) -> RobotObservation:
|
||||
"""
|
||||
Get current observation from robot including position, velocity, and torque.
|
||||
|
||||
Reads all motor states (pos/vel/torque) in one CAN refresh cycle
|
||||
instead of 3 separate reads.
|
||||
"""
|
||||
start = time.perf_counter()
|
||||
|
||||
if not self.is_connected:
|
||||
raise DeviceNotConnectedError(f"{self} is not connected.")
|
||||
|
||||
obs_dict: dict[str, Any] = {}
|
||||
|
||||
states = self.bus.sync_read_all_states()
|
||||
|
||||
for motor in self.bus.motors:
|
||||
state = states.get(motor, {})
|
||||
obs_dict[f"{motor}.pos"] = state.get("position", 0.0)
|
||||
obs_dict[f"{motor}.vel"] = state.get("velocity", 0.0)
|
||||
obs_dict[f"{motor}.torque"] = state.get("torque", 0.0)
|
||||
|
||||
# Capture images from cameras
|
||||
for cam_key, cam in self.cameras.items():
|
||||
start = time.perf_counter()
|
||||
obs_dict[cam_key] = cam.async_read()
|
||||
dt_ms = (time.perf_counter() - start) * 1e3
|
||||
logger.debug(f"{self} read {cam_key}: {dt_ms:.1f}ms")
|
||||
|
||||
dt_ms = (time.perf_counter() - start) * 1e3
|
||||
logger.debug(f"{self} get_observation took: {dt_ms:.1f}ms")
|
||||
|
||||
return obs_dict
|
||||
|
||||
def send_action(
|
||||
self,
|
||||
action: RobotAction,
|
||||
custom_kp: dict[str, float] | None = None,
|
||||
custom_kd: dict[str, float] | None = None,
|
||||
) -> RobotAction:
|
||||
"""
|
||||
Send action command to robot.
|
||||
|
||||
The action magnitude may be clipped based on safety limits.
|
||||
|
||||
Args:
|
||||
action: Dictionary with motor positions (e.g., "joint_1.pos", "joint_2.pos")
|
||||
custom_kp: Optional custom kp gains per motor (e.g., {"joint_1": 120.0, "joint_2": 150.0})
|
||||
custom_kd: Optional custom kd gains per motor (e.g., {"joint_1": 1.5, "joint_2": 2.0})
|
||||
|
||||
Returns:
|
||||
The action actually sent (potentially clipped)
|
||||
"""
|
||||
if not self.is_connected:
|
||||
raise DeviceNotConnectedError(f"{self} is not connected.")
|
||||
|
||||
goal_pos = {key.removesuffix(".pos"): val for key, val in action.items() if key.endswith(".pos")}
|
||||
|
||||
# Apply joint limit clipping to arm
|
||||
for motor_name, position in goal_pos.items():
|
||||
if motor_name in self.config.joint_limits:
|
||||
min_limit, max_limit = self.config.joint_limits[motor_name]
|
||||
clipped_position = max(min_limit, min(max_limit, position))
|
||||
if clipped_position != position:
|
||||
logger.debug(f"Clipped {motor_name} from {position:.2f}° to {clipped_position:.2f}°")
|
||||
goal_pos[motor_name] = clipped_position
|
||||
|
||||
# Cap goal position when too far away from present position.
|
||||
# /!\ Slower fps expected due to reading from the follower.
|
||||
if self.config.max_relative_target is not None:
|
||||
present_pos = self.bus.sync_read("Present_Position")
|
||||
goal_present_pos = {key: (g_pos, present_pos[key]) for key, g_pos in goal_pos.items()}
|
||||
goal_pos = ensure_safe_goal_position(goal_present_pos, self.config.max_relative_target)
|
||||
|
||||
# TODO(Steven, Pepijn): Refactor writing
|
||||
# Motor name to index mapping for gains
|
||||
motor_index = {
|
||||
"joint_1": 0,
|
||||
"joint_2": 1,
|
||||
"joint_3": 2,
|
||||
"joint_4": 3,
|
||||
"joint_5": 4,
|
||||
"joint_6": 5,
|
||||
"joint_7": 6,
|
||||
"gripper": 7,
|
||||
}
|
||||
|
||||
# Use batch MIT control for arm (sends all commands, then collects responses)
|
||||
commands = {}
|
||||
for motor_name, position_degrees in goal_pos.items():
|
||||
idx = motor_index.get(motor_name, 0)
|
||||
# Use custom gains if provided, otherwise use config defaults
|
||||
if custom_kp is not None and motor_name in custom_kp:
|
||||
kp = custom_kp[motor_name]
|
||||
else:
|
||||
kp = (
|
||||
self.config.position_kp[idx]
|
||||
if isinstance(self.config.position_kp, list)
|
||||
else self.config.position_kp
|
||||
)
|
||||
if custom_kd is not None and motor_name in custom_kd:
|
||||
kd = custom_kd[motor_name]
|
||||
else:
|
||||
kd = (
|
||||
self.config.position_kd[idx]
|
||||
if isinstance(self.config.position_kd, list)
|
||||
else self.config.position_kd
|
||||
)
|
||||
commands[motor_name] = (kp, kd, position_degrees, 0.0, 0.0)
|
||||
|
||||
self.bus._mit_control_batch(commands)
|
||||
|
||||
return {f"{motor}.pos": val for motor, val in goal_pos.items()}
|
||||
|
||||
def disconnect(self):
|
||||
"""Disconnect from robot."""
|
||||
if not self.is_connected:
|
||||
raise DeviceNotConnectedError(f"{self} is not connected.")
|
||||
|
||||
# Disconnect CAN bus
|
||||
self.bus.disconnect(self.config.disable_torque_on_disconnect)
|
||||
|
||||
# Disconnect cameras
|
||||
for cam in self.cameras.values():
|
||||
cam.disconnect()
|
||||
|
||||
logger.info(f"{self} disconnected.")
|
||||
@@ -60,6 +60,10 @@ def make_robot_from_config(config: RobotConfig) -> Robot:
|
||||
from .reachy2 import Reachy2Robot
|
||||
|
||||
return Reachy2Robot(config)
|
||||
elif config.type == "openarm_follower":
|
||||
from .openarm_follower import OpenArmFollower
|
||||
|
||||
return OpenArmFollower(config)
|
||||
elif config.type == "mock_robot":
|
||||
from tests.mocks.mock_robot import MockRobot
|
||||
|
||||
|
||||
@@ -42,6 +42,7 @@ from lerobot.robots import ( # noqa: F401
|
||||
lekiwi,
|
||||
make_robot_from_config,
|
||||
omx_follower,
|
||||
openarm_follower,
|
||||
so_follower,
|
||||
)
|
||||
from lerobot.teleoperators import ( # noqa: F401
|
||||
@@ -52,6 +53,7 @@ from lerobot.teleoperators import ( # noqa: F401
|
||||
koch_leader,
|
||||
make_teleoperator_from_config,
|
||||
omx_leader,
|
||||
openarm_leader,
|
||||
so_leader,
|
||||
)
|
||||
from lerobot.utils.import_utils import register_third_party_plugins
|
||||
|
||||
@@ -48,6 +48,7 @@ from lerobot.robots import ( # noqa: F401
|
||||
koch_follower,
|
||||
make_robot_from_config,
|
||||
omx_follower,
|
||||
openarm_follower,
|
||||
so_follower,
|
||||
)
|
||||
from lerobot.teleoperators import ( # noqa: F401
|
||||
@@ -57,6 +58,7 @@ from lerobot.teleoperators import ( # noqa: F401
|
||||
koch_leader,
|
||||
make_teleoperator_from_config,
|
||||
omx_leader,
|
||||
openarm_leader,
|
||||
so_leader,
|
||||
)
|
||||
from lerobot.utils.robot_utils import precise_sleep
|
||||
|
||||
@@ -104,6 +104,7 @@ from lerobot.robots import ( # noqa: F401
|
||||
koch_follower,
|
||||
make_robot_from_config,
|
||||
omx_follower,
|
||||
openarm_follower,
|
||||
reachy2,
|
||||
so_follower,
|
||||
unitree_g1,
|
||||
@@ -116,6 +117,7 @@ from lerobot.teleoperators import ( # noqa: F401
|
||||
koch_leader,
|
||||
make_teleoperator_from_config,
|
||||
omx_leader,
|
||||
openarm_leader,
|
||||
reachy2_teleoperator,
|
||||
so_leader,
|
||||
)
|
||||
|
||||
@@ -59,6 +59,7 @@ from lerobot.robots import ( # noqa: F401
|
||||
koch_follower,
|
||||
make_robot_from_config,
|
||||
omx_follower,
|
||||
openarm_follower,
|
||||
reachy2,
|
||||
so_follower,
|
||||
unitree_g1,
|
||||
|
||||
@@ -76,6 +76,7 @@ from lerobot.robots import ( # noqa: F401
|
||||
koch_follower,
|
||||
make_robot_from_config,
|
||||
omx_follower,
|
||||
openarm_follower,
|
||||
reachy2,
|
||||
so_follower,
|
||||
)
|
||||
@@ -89,6 +90,7 @@ from lerobot.teleoperators import ( # noqa: F401
|
||||
koch_leader,
|
||||
make_teleoperator_from_config,
|
||||
omx_leader,
|
||||
openarm_leader,
|
||||
reachy2_teleoperator,
|
||||
so_leader,
|
||||
)
|
||||
|
||||
@@ -0,0 +1,20 @@
|
||||
#!/usr/bin/env python
|
||||
|
||||
# Copyright 2025 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.
|
||||
|
||||
from .config_openarm_leader import OpenArmLeaderConfig
|
||||
from .openarm_leader import OpenArmLeader
|
||||
|
||||
__all__ = ["OpenArmLeader", "OpenArmLeaderConfig"]
|
||||
@@ -0,0 +1,70 @@
|
||||
#!/usr/bin/env python
|
||||
|
||||
# Copyright 2025 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.
|
||||
|
||||
from dataclasses import dataclass, field
|
||||
|
||||
from ..config import TeleoperatorConfig
|
||||
|
||||
|
||||
@TeleoperatorConfig.register_subclass("openarm_leader")
|
||||
@dataclass
|
||||
class OpenArmLeaderConfig(TeleoperatorConfig):
|
||||
"""Configuration for the OpenArms leader/teleoperator with Damiao motors."""
|
||||
|
||||
# CAN interfaces - one per arm
|
||||
# Arm CAN interface (e.g., "can3")
|
||||
# Linux: "can0", "can1", etc.
|
||||
port: str
|
||||
|
||||
# CAN interface type: "socketcan" (Linux), "slcan" (serial), or "auto" (auto-detect)
|
||||
can_interface: str = "socketcan"
|
||||
|
||||
# CAN FD settings (OpenArms uses CAN FD by default)
|
||||
use_can_fd: bool = True
|
||||
can_bitrate: int = 1000000 # Nominal bitrate (1 Mbps)
|
||||
can_data_bitrate: int = 5000000 # Data bitrate for CAN FD (5 Mbps)
|
||||
|
||||
# Motor configuration for OpenArms (7 DOF per arm)
|
||||
# Maps motor names to (send_can_id, recv_can_id, motor_type)
|
||||
# Based on: https://docs.openarm.dev/software/setup/configure-test
|
||||
# OpenArms uses 4 types of motors:
|
||||
# - DM8009 (DM-J8009P-2EC) for shoulders (high torque)
|
||||
# - DM4340P and DM4340 for shoulder rotation and elbow
|
||||
# - DM4310 (DM-J4310-2EC V1.1) for wrist and gripper
|
||||
motor_config: dict[str, tuple[int, int, str]] = field(
|
||||
default_factory=lambda: {
|
||||
"joint_1": (0x01, 0x11, "dm8009"), # J1 - Shoulder pan (DM8009)
|
||||
"joint_2": (0x02, 0x12, "dm8009"), # J2 - Shoulder lift (DM8009)
|
||||
"joint_3": (0x03, 0x13, "dm4340"), # J3 - Shoulder rotation (DM4340)
|
||||
"joint_4": (0x04, 0x14, "dm4340"), # J4 - Elbow flex (DM4340)
|
||||
"joint_5": (0x05, 0x15, "dm4310"), # J5 - Wrist roll (DM4310)
|
||||
"joint_6": (0x06, 0x16, "dm4310"), # J6 - Wrist pitch (DM4310)
|
||||
"joint_7": (0x07, 0x17, "dm4310"), # J7 - Wrist rotation (DM4310)
|
||||
"gripper": (0x08, 0x18, "dm4310"), # J8 - Gripper (DM4310)
|
||||
}
|
||||
)
|
||||
|
||||
# Torque mode settings for manual control
|
||||
# When enabled, motors have torque disabled for manual movement
|
||||
manual_control: bool = True
|
||||
|
||||
# TODO(Steven, Pepijn): Not used ... ?
|
||||
# MIT control parameters (used when manual_control=False for torque control)
|
||||
# List of 8 values: [joint_1, joint_2, joint_3, joint_4, joint_5, joint_6, joint_7, gripper]
|
||||
position_kp: list[float] = field(
|
||||
default_factory=lambda: [240.0, 240.0, 240.0, 240.0, 24.0, 31.0, 25.0, 16.0]
|
||||
)
|
||||
position_kd: list[float] = field(default_factory=lambda: [3.0, 3.0, 3.0, 3.0, 0.2, 0.2, 0.2, 0.2])
|
||||
@@ -0,0 +1,225 @@
|
||||
#!/usr/bin/env python
|
||||
|
||||
# Copyright 2025 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.
|
||||
|
||||
import logging
|
||||
import time
|
||||
from typing import Any
|
||||
|
||||
from lerobot.motors import Motor, MotorCalibration, MotorNormMode
|
||||
from lerobot.motors.damiao import DamiaoMotorsBus
|
||||
from lerobot.processor import RobotAction
|
||||
from lerobot.utils.errors import DeviceAlreadyConnectedError, DeviceNotConnectedError
|
||||
|
||||
from ..teleoperator import Teleoperator
|
||||
from .config_openarm_leader import OpenArmLeaderConfig
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class OpenArmLeader(Teleoperator):
|
||||
"""
|
||||
OpenArm Leader/Teleoperator Arm with Damiao motors.
|
||||
|
||||
This teleoperator uses CAN bus communication to read positions from
|
||||
Damiao motors that are manually moved (torque disabled).
|
||||
"""
|
||||
|
||||
config_class = OpenArmLeaderConfig
|
||||
name = "openarm_leader"
|
||||
|
||||
def __init__(self, config: OpenArmLeaderConfig):
|
||||
super().__init__(config)
|
||||
self.config = config
|
||||
|
||||
# Arm motors
|
||||
motors: dict[str, Motor] = {}
|
||||
for motor_name, (send_id, recv_id, motor_type_str) in config.motor_config.items():
|
||||
motor = Motor(
|
||||
send_id, motor_type_str, MotorNormMode.DEGREES
|
||||
) # Always use degrees for Damiao motors
|
||||
motor.recv_id = recv_id
|
||||
motor.motor_type_str = motor_type_str
|
||||
motors[motor_name] = motor
|
||||
|
||||
self.bus = DamiaoMotorsBus(
|
||||
port=self.config.port,
|
||||
motors=motors,
|
||||
calibration=self.calibration,
|
||||
can_interface=self.config.can_interface,
|
||||
use_can_fd=self.config.use_can_fd,
|
||||
bitrate=self.config.can_bitrate,
|
||||
data_bitrate=self.config.can_data_bitrate if self.config.use_can_fd else None,
|
||||
)
|
||||
|
||||
@property
|
||||
def action_features(self) -> dict[str, type]:
|
||||
"""Features produced by this teleoperator."""
|
||||
features: dict[str, type] = {}
|
||||
for motor in self.bus.motors:
|
||||
features[f"{motor}.pos"] = float
|
||||
features[f"{motor}.vel"] = float
|
||||
features[f"{motor}.torque"] = float
|
||||
return features
|
||||
|
||||
@property
|
||||
def feedback_features(self) -> dict[str, type]:
|
||||
"""Feedback features (not implemented for OpenArms)."""
|
||||
return {}
|
||||
|
||||
@property
|
||||
def is_connected(self) -> bool:
|
||||
"""Check if teleoperator is connected."""
|
||||
return self.bus.is_connected
|
||||
|
||||
def connect(self, calibrate: bool = True) -> None:
|
||||
"""
|
||||
Connect to the teleoperator.
|
||||
|
||||
For manual control, we disable torque after connecting so the
|
||||
arm can be moved by hand.
|
||||
"""
|
||||
if self.is_connected:
|
||||
raise DeviceAlreadyConnectedError(f"{self} already connected")
|
||||
|
||||
# Connect to CAN bus
|
||||
logger.info(f"Connecting arm on {self.config.port}...")
|
||||
self.bus.connect()
|
||||
|
||||
# Run calibration if needed
|
||||
if not self.is_calibrated and calibrate:
|
||||
logger.info(
|
||||
"Mismatch between calibration values in the motor and the calibration file or no calibration file found"
|
||||
)
|
||||
self.calibrate()
|
||||
|
||||
self.configure()
|
||||
|
||||
if self.is_calibrated:
|
||||
self.bus.set_zero_position()
|
||||
|
||||
logger.info(f"{self} connected.")
|
||||
|
||||
@property
|
||||
def is_calibrated(self) -> bool:
|
||||
"""Check if teleoperator is calibrated."""
|
||||
return self.bus.is_calibrated
|
||||
|
||||
def calibrate(self) -> None:
|
||||
"""
|
||||
Run calibration procedure for OpenArms leader.
|
||||
|
||||
The calibration procedure:
|
||||
1. Disable torque (if not already disabled)
|
||||
2. Ask user to position arm in zero position (hanging with gripper closed)
|
||||
3. Set this as zero position
|
||||
4. Record range of motion for each joint
|
||||
5. Save calibration
|
||||
"""
|
||||
if self.calibration:
|
||||
# Calibration file exists, ask user whether to use it or run new calibration
|
||||
user_input = input(
|
||||
f"Press ENTER to use provided calibration file associated with the id {self.id}, or type 'c' and press ENTER to run calibration: "
|
||||
)
|
||||
if user_input.strip().lower() != "c":
|
||||
logger.info(f"Writing calibration file associated with the id {self.id} to the motors")
|
||||
self.bus.write_calibration(self.calibration)
|
||||
return
|
||||
|
||||
logger.info(f"\nRunning calibration for {self}")
|
||||
self.bus.disable_torque()
|
||||
|
||||
# Step 1: Set zero position
|
||||
input(
|
||||
"\nCalibration: Set Zero Position)\n"
|
||||
"Position the arm in the following configuration:\n"
|
||||
" - Arm hanging straight down\n"
|
||||
" - Gripper closed\n"
|
||||
"Press ENTER when ready..."
|
||||
)
|
||||
|
||||
# Set current position as zero for all motors
|
||||
self.bus.set_zero_position()
|
||||
logger.info("Arm zero position set.")
|
||||
|
||||
logger.info("Setting range: -90° to +90° by default for all joints")
|
||||
# TODO(Steven, Pepijn): Check if MotorCalibration is actually needed here given that we only use Degrees
|
||||
for motor_name, motor in self.bus.motors.items():
|
||||
self.calibration[motor_name] = MotorCalibration(
|
||||
id=motor.id,
|
||||
drive_mode=0,
|
||||
homing_offset=0,
|
||||
range_min=-90,
|
||||
range_max=90,
|
||||
)
|
||||
|
||||
self.bus.write_calibration(self.calibration)
|
||||
self._save_calibration()
|
||||
print(f"Calibration saved to {self.calibration_fpath}")
|
||||
|
||||
def configure(self) -> None:
|
||||
"""
|
||||
Configure motors for manual teleoperation.
|
||||
|
||||
For manual control, we disable torque so the arm can be moved by hand.
|
||||
"""
|
||||
|
||||
return self.bus.disable_torque() if self.config.manual_control else self.bus.configure_motors()
|
||||
|
||||
def setup_motors(self) -> None:
|
||||
raise NotImplementedError(
|
||||
"Motor ID configuration is typically done via manufacturer tools for CAN motors."
|
||||
)
|
||||
|
||||
def get_action(self) -> RobotAction:
|
||||
"""
|
||||
Get current action from the leader arm.
|
||||
|
||||
This is the main method for teleoperators - it reads the current state
|
||||
of the leader arm and returns it as an action that can be sent to a follower.
|
||||
|
||||
Reads all motor states (pos/vel/torque) in one CAN refresh cycle.
|
||||
"""
|
||||
start = time.perf_counter()
|
||||
if not self.is_connected:
|
||||
raise DeviceNotConnectedError(f"{self} is not connected.")
|
||||
|
||||
action_dict: dict[str, Any] = {}
|
||||
|
||||
# Use sync_read_all_states to get pos/vel/torque in one go
|
||||
states = self.bus.sync_read_all_states()
|
||||
for motor in self.bus.motors:
|
||||
state = states.get(motor, {})
|
||||
action_dict[f"{motor}.pos"] = state.get("position")
|
||||
action_dict[f"{motor}.vel"] = state.get("velocity")
|
||||
action_dict[f"{motor}.torque"] = state.get("torque")
|
||||
|
||||
dt_ms = (time.perf_counter() - start) * 1e3
|
||||
logger.debug(f"{self} read state: {dt_ms:.1f}ms")
|
||||
|
||||
return action_dict
|
||||
|
||||
def send_feedback(self, feedback: dict[str, float]) -> None:
|
||||
raise NotImplementedError("Feedback is not yet implemented for OpenArm leader.")
|
||||
|
||||
def disconnect(self) -> None:
|
||||
"""Disconnect from teleoperator."""
|
||||
if not self.is_connected:
|
||||
raise DeviceNotConnectedError(f"{self} is not connected.")
|
||||
|
||||
# Disconnect CAN bus
|
||||
# For manual control, ensure torque is disabled before disconnecting
|
||||
self.bus.disconnect(disable_torque=self.config.manual_control)
|
||||
logger.info(f"{self} disconnected.")
|
||||
@@ -13,12 +13,14 @@
|
||||
# limitations under the License.
|
||||
|
||||
from enum import Enum
|
||||
from typing import cast
|
||||
from typing import TYPE_CHECKING, cast
|
||||
|
||||
from lerobot.utils.import_utils import make_device_from_device_class
|
||||
|
||||
from .config import TeleoperatorConfig
|
||||
from .teleoperator import Teleoperator
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from .teleoperator import Teleoperator
|
||||
|
||||
|
||||
class TeleopEvents(Enum):
|
||||
@@ -31,7 +33,7 @@ class TeleopEvents(Enum):
|
||||
TERMINATE_EPISODE = "terminate_episode"
|
||||
|
||||
|
||||
def make_teleoperator_from_config(config: TeleoperatorConfig) -> Teleoperator:
|
||||
def make_teleoperator_from_config(config: TeleoperatorConfig) -> "Teleoperator":
|
||||
# TODO(Steven): Consider just using the make_device_from_device_class for all types
|
||||
if config.type == "keyboard":
|
||||
from .keyboard import KeyboardTeleop
|
||||
@@ -81,8 +83,12 @@ def make_teleoperator_from_config(config: TeleoperatorConfig) -> Teleoperator:
|
||||
from .reachy2_teleoperator import Reachy2Teleoperator
|
||||
|
||||
return Reachy2Teleoperator(config)
|
||||
elif config.type == "openarm_leader":
|
||||
from .openarm_leader import OpenArmLeader
|
||||
|
||||
return OpenArmLeader(config)
|
||||
else:
|
||||
try:
|
||||
return cast(Teleoperator, make_device_from_device_class(config))
|
||||
return cast("Teleoperator", make_device_from_device_class(config))
|
||||
except Exception as e:
|
||||
raise ValueError(f"Error creating robot with config {config}: {e}") from e
|
||||
|
||||
Reference in New Issue
Block a user