This commit is contained in:
wty-yy
2025-12-18 23:14:18 +08:00
parent 1e1a04b4c0
commit 939dc69b7e
25 changed files with 411 additions and 50 deletions

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@@ -1,3 +1,12 @@
# -*- coding: utf-8 -*-
'''
@File : dof_metrics.py
@Time : 2025/12/18 20:18:24
@Author : wty-yy
@Version : 1.0
@Blog : https://wty-yy.github.io/
@Desc : DOF Limits Metric Implementation
'''
import numpy as np
from robogauge.tasks.robots import RobotConfig
@@ -47,3 +56,29 @@ class DofLimitsMetric(BaseMetric):
rms_value = 1 - np.sqrt(np.mean(np.square(values)))
logger.log(1 - rms_value, f'dof_limits/rms', step=sim_data.n_step)
return rms_value
class DofPowerMetric(BaseMetric):
""" Metric to log DOF power efficiency. """
name = 'dof_power_metric'
def __init__(self,
robot_cfg: RobotConfig,
scaling_factor: float = 100.0,
**kwargs
):
super().__init__(robot_cfg)
self.scaling_factor = scaling_factor
def __call__(self, sim_data: SimData, goal_data: GoalData) -> float:
values = []
for i in range(len(sim_data.proprio.joint.torque)):
torque = sim_data.proprio.joint.torque[i]
velocity = sim_data.proprio.joint.vel[i]
power = abs(torque * velocity)
values.append(power)
dof_name = sim_data.proprio.joint.names[i]
logger.log(power, f'dof_power/{dof_name}', step=sim_data.n_step)
rms_power = np.sqrt(np.mean(np.square(values)))
metric_power = 1 - rms_power / self.scaling_factor
logger.log(rms_power, f'dof_power/rms', step=sim_data.n_step)
return metric_power