[software] 添加16DOF早期训练仿真与Sim2Real闭环

This commit is contained in:
2026-07-21 16:15:14 +08:00
parent 9bd22225f9
commit e9e2c946b3
681 changed files with 137221 additions and 8 deletions
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"""通用运行期守护:每个控制周期调用一次,无副作用,只做检查。
设计原则:
- 守护函数本身不下发动作、不打印(除非 verbose),只返回判定
- 调用方决定收到 GuardStop 时怎么办(damping_brake 或 raise
- 起立期 / 等待期 / 主循环都共用同一组检查
"""
from dataclasses import dataclass
from enum import IntEnum
from typing import Optional
import numpy as np
class GuardLevel(IntEnum):
OK = 0
WARN = 1 # 仅记录,不停
STOP = 2 # 主调方应立刻 damping_brake + 退出当前阶段
@dataclass
class GuardDecision:
level: GuardLevel
reason: str # 触发时人类可读说明,OK 时为空
class RuntimeGuard:
"""启动/起立/主循环共用的安全守护。
不监控目标位置范围(那是 SafetyMonitor 的职责)。这里只关心
机身整体状态:是否倾倒、是否翻滚、是否检测到 NaN、用户是否按急停。
"""
def __init__(self,
max_ang_vel: float = 12.0,
max_tilt_z: float = -0.30,
imu_age_warn_ms: float = 60.0,
imu_age_stop_ms: float = 200.0):
self.max_ang_vel = max_ang_vel
self.max_tilt_z = max_tilt_z
self.imu_age_warn_ms = imu_age_warn_ms
self.imu_age_stop_ms = imu_age_stop_ms
def check(self,
imu_gyro: np.ndarray,
projected_gravity: np.ndarray,
imu_age_ms: float,
estop_triggered: bool,
extra_nan_arrays: tuple = ()) -> GuardDecision:
# 1) 用户急停
if estop_triggered:
return GuardDecision(GuardLevel.STOP, "user E-stop")
# 2) NaN 检查(任意输入数组中出现 NaN)
for arr in (imu_gyro, projected_gravity, *extra_nan_arrays):
if arr is None:
continue
if np.any(np.isnan(arr)) or np.any(np.isinf(arr)):
return GuardDecision(GuardLevel.STOP, "NaN/Inf detected in observation/action")
# 3) IMU 数据陈旧
if imu_age_ms > self.imu_age_stop_ms:
return GuardDecision(GuardLevel.STOP, f"IMU stale {imu_age_ms:.0f}ms")
warned_imu = imu_age_ms > self.imu_age_warn_ms
# 4) 倾倒
if projected_gravity[2] > self.max_tilt_z:
return GuardDecision(GuardLevel.STOP,
f"tilt: g_z={projected_gravity[2]:.3f}")
# 5) 角速度爆表
ang_norm = float(np.linalg.norm(imu_gyro))
if ang_norm > self.max_ang_vel:
return GuardDecision(GuardLevel.STOP, f"ang_vel overflow: |w|={ang_norm:.2f}")
if warned_imu:
return GuardDecision(GuardLevel.WARN, f"IMU age {imu_age_ms:.0f}ms")
return GuardDecision(GuardLevel.OK, "")