118 lines
3.9 KiB
Python
118 lines
3.9 KiB
Python
import logging
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from pprint import pformat
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from typing import Protocol
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from lerobot.common.robots import RobotConfig
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def get_arm_id(name, arm_type):
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"""Returns the string identifier of a robot arm. For instance, for a bimanual manipulator
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like Aloha, it could be left_follower, right_follower, left_leader, or right_leader.
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"""
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return f"{name}_{arm_type}"
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# TODO(aliberts): Remove and point to lerobot.common.robots.Robot
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class Robot(Protocol):
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robot_type: str
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features: dict
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def connect(self): ...
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def run_calibration(self): ...
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def teleop_step(self, record_data=False): ...
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def capture_observation(self): ...
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def send_action(self, action): ...
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def disconnect(self): ...
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def make_robot_config(robot_type: str, **kwargs) -> RobotConfig:
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if robot_type == "aloha":
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from .aloha.configuration_aloha import AlohaRobotConfig
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return AlohaRobotConfig(**kwargs)
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elif robot_type == "koch":
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from .koch.configuration_koch import KochRobotConfig
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return KochRobotConfig(**kwargs)
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# elif robot_type == "koch_bimanual":
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# return KochBimanualRobotConfig(**kwargs)
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elif robot_type == "moss":
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from .moss.configuration_moss import MossRobotConfig
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return MossRobotConfig(**kwargs)
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elif robot_type == "so100_leader":
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from .so100.config_so100_follower import SO100FollowerConfig
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return SO100FollowerConfig(**kwargs)
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elif robot_type == "stretch":
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from .stretch3.configuration_stretch3 import Stretch3RobotConfig
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return Stretch3RobotConfig(**kwargs)
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elif robot_type == "lekiwi":
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from .lekiwi.configuration_lekiwi import LeKiwiRobotConfig
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return LeKiwiRobotConfig(**kwargs)
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else:
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raise ValueError(f"Robot type '{robot_type}' is not available.")
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def make_robot_from_config(config: RobotConfig):
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from .lekiwi.configuration_lekiwi import LeKiwiRobotConfig
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from .manipulator import ManipulatorRobotConfig
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if isinstance(config, ManipulatorRobotConfig):
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from lerobot.common.robots.manipulator import ManipulatorRobot
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return ManipulatorRobot(config)
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elif isinstance(config, LeKiwiRobotConfig):
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from lerobot.common.robots.mobile_manipulator import MobileManipulator
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return MobileManipulator(config)
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else:
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from lerobot.common.robots.stretch3.robot_stretch3 import Stretch3Robot
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return Stretch3Robot(config)
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def make_robot(robot_type: str, **kwargs) -> Robot:
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config = make_robot_config(robot_type, **kwargs)
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return make_robot_from_config(config)
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def ensure_safe_goal_position(
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goal_present_pos: dict[str, tuple[float, float]], max_relative_target: float | dict[float]
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) -> dict[str, float]:
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"""Caps relative action target magnitude for safety."""
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if isinstance(max_relative_target, float):
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diff_cap = {key: max_relative_target for key in goal_present_pos}
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elif isinstance(max_relative_target, dict):
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if not set(goal_present_pos) == set(max_relative_target):
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raise ValueError("max_relative_target keys must match those of goal_present_pos.")
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diff_cap = max_relative_target
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else:
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raise TypeError(max_relative_target)
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warnings_dict = {}
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safe_goal_positions = {}
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for key, (goal_pos, present_pos) in goal_present_pos.items():
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diff = goal_pos - present_pos
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max_diff = diff_cap[key]
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safe_diff = min(diff, max_diff)
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safe_diff = max(safe_diff, -max_diff)
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safe_goal_pos = present_pos + safe_diff
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safe_goal_positions[key] = safe_goal_pos
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if abs(safe_goal_pos - goal_pos) > 1e-4:
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warnings_dict[key] = {
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"original goal_pos": goal_pos,
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"safe goal_pos": safe_goal_pos,
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}
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if warnings_dict:
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logging.warning(
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"Relative goal position magnitude had to be clamped to be safe.\n"
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f"{pformat(warnings_dict, indent=4)}"
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)
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return safe_goal_positions
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