Add Koch teleop
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from .configuration_koch import KochTeleopConfig
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from .teleop_koch import KochTeleop
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__all__ = ["KochTeleopConfig", "KochTeleop"]
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#!/usr/bin/env python
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# Copyright 2024 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
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from ..config import TeleoperatorConfig
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@TeleoperatorConfig.register_subclass("koch")
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@dataclass
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class KochTeleopConfig(TeleoperatorConfig):
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# Port to connect to the teloperator
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port: str
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# Sets the arm in torque mode with the gripper motor set to this angle. This makes it possible
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# to squeeze the gripper and have it spring back to an open position on its own.
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gripper_open_degree: float = 35.156
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mock: bool = False
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# motors
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shoulder_pan: tuple = (1, "xl330-m077")
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shoulder_lift: tuple = (2, "xl330-m077")
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elbow_flex: tuple = (3, "xl330-m077")
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wrist_flex: tuple = (4, "xl330-m077")
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wrist_roll: tuple = (5, "xl330-m077")
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gripper: tuple = (6, "xl330-m077")
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#!/usr/bin/env python
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# Copyright 2024 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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import json
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import logging
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import time
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import numpy as np
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from lerobot.common.errors import DeviceAlreadyConnectedError, DeviceNotConnectedError
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from lerobot.common.motors.dynamixel import (
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DynamixelMotorsBus,
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TorqueMode,
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run_arm_calibration,
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set_operating_mode,
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)
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from ..teleoperator import Teleoperator
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from .configuration_koch import KochTeleopConfig
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class KochTeleop(Teleoperator):
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"""
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- [Koch v1.0](https://github.com/AlexanderKoch-Koch/low_cost_robot), with and without the wrist-to-elbow
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expansion, developed by Alexander Koch from [Tau Robotics](https://tau-robotics.com)
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- [Koch v1.1](https://github.com/jess-moss/koch-v1-1) developed by Jess Moss
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"""
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config_class = KochTeleopConfig
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name = "koch"
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def __init__(self, config: KochTeleopConfig):
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super().__init__(config)
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self.config = config
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self.robot_type = config.type
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self.id = config.id
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self.arm = DynamixelMotorsBus(
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port=self.config.port,
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motors={
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"shoulder_pan": config.shoulder_pan,
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"shoulder_lift": config.shoulder_lift,
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"elbow_flex": config.elbow_flex,
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"wrist_flex": config.wrist_flex,
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"wrist_roll": config.wrist_roll,
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"gripper": config.gripper,
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},
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)
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self.is_connected = False
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self.logs = {}
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@property
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def action_feature(self) -> dict:
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return {
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"dtype": "float32",
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"shape": (len(self.arm),),
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"names": {"motors": list(self.arm.motors)},
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}
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@property
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def feedback_feature(self) -> dict:
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return {}
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def connect(self) -> None:
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if self.is_connected:
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raise DeviceAlreadyConnectedError(
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"ManipulatorRobot is already connected. Do not run `robot.connect()` twice."
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)
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logging.info("Connecting arm.")
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self.arm.connect()
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# We assume that at connection time, arm is in a rest position,
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# and torque can be safely disabled to run calibration.
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self.arm.write("Torque_Enable", TorqueMode.DISABLED.value)
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self.calibrate()
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set_operating_mode(self.arm)
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# Enable torque on the gripper and move it to 45 degrees so that we can use it as a trigger.
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logging.info("Activating torque.")
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self.arm.write("Torque_Enable", TorqueMode.ENABLED.value, "gripper")
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self.arm.write("Goal_Position", self.config.gripper_open_degree, "gripper")
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# Check arm can be read
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self.arm.read("Present_Position")
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self.is_connected = True
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def calibrate(self) -> None:
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"""After calibration all motors function in human interpretable ranges.
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Rotations are expressed in degrees in nominal range of [-180, 180],
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and linear motions (like gripper of Aloha) in nominal range of [0, 100].
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"""
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arm_calib_path = self.calibration_dir / f"{self.id}.json"
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if arm_calib_path.exists():
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with open(arm_calib_path) as f:
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calibration = json.load(f)
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else:
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# TODO(rcadene): display a warning in __init__ if calibration file not available
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logging.info(f"Missing calibration file '{arm_calib_path}'")
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calibration = run_arm_calibration(self.arm, self.robot_type, self.name, "leader")
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logging.info(f"Calibration is done! Saving calibration file '{arm_calib_path}'")
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arm_calib_path.parent.mkdir(parents=True, exist_ok=True)
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with open(arm_calib_path, "w") as f:
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json.dump(calibration, f)
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self.arm.set_calibration(calibration)
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def get_action(self) -> np.ndarray:
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"""The returned action does not have a batch dimension."""
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# Read arm position
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before_read_t = time.perf_counter()
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action = self.arm.read("Present_Position")
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self.logs["read_pos_dt_s"] = time.perf_counter() - before_read_t
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return action
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def send_feedback(self, feedback: np.ndarray) -> None:
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# TODO(rcadene, aliberts): Implement force feedback
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pass
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def disconnect(self) -> None:
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if not self.is_connected:
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raise DeviceNotConnectedError(
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"ManipulatorRobot is not connected. You need to run `robot.connect()` before disconnecting."
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)
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self.arm.disconnect()
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self.is_connected = False
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