This commit is contained in:
wty-yy
2025-11-28 22:08:32 +08:00
parent 4cc0687114
commit c58ac0ab89
39 changed files with 406 additions and 114 deletions

View File

@@ -9,21 +9,55 @@
'''
import torch
import numpy as np
from robogauge.utils.helpers import parse_path
from robogauge.utils.logger import logger
from robogauge.tasks.robots.base_robot_config import RobotConfig
from robogauge.tasks.simulator.sim_data import SimData
from robogauge.tasks.gauge.goal_data import GoalData
class BaseRobot:
def __init__(self, cfg: RobotConfig):
self.num_act = cfg.mdp.num_actions
self.num_obs = cfg.mdp.num_observations
self.model = None
self.cfg = cfg
self.device = self.cfg.control.device
self.num_obs = cfg.control.num_observations
self.num_action = cfg.control.num_actions
self.control_type = cfg.control.control_type
self.p_gains = np.array(cfg.control.p_gains)
self.d_gains = np.array(cfg.control.d_gains)
script_model_path = parse_path(cfg.control.torch_script_model_path)
logger.info(f"Loading robot model from '{script_model_path}'")
self.model = torch.jit.load(script_model_path).to(self.device)
self.model.eval()
def load_model(self):
...
def build_observation(self, sim_info: dict, goal_info: dict) -> np.ndarray:
obs = np.zeros(self.num_obs)
def build_observation(self, sim_data: SimData, goal_data: GoalData) -> np.ndarray:
obs = np.zeros(self.num_obs, dtype=np.float32)
return obs
def get_action(self, obs) -> np.ndarray:
action = np.zeros_like(self.num_act)
return action
def get_action(self, obs: np.ndarray):
"""
Returns:
action: (num_action,) target joint positions/velocities/torques
p_gains: (num_action,) proportional gains for Mujoco PD controller
d_gains: (num_action,) derivative gains for Mujoco PD controller
control_type: 'P', 'V', or 'T' for position/velocity/torque control
"""
action = np.zeros(self.num_action, dtype=np.float32)
return action, self.p_gains, self.d_gains, self.control_type
def get_projected_gravity(quat):
""" Compute world frame gravity (0, 0, -1) projected into robot base frame.
Args:
quat: (4,) quaternion (w, x, y, z) from robot base to world frame
Returns:
projected_gravity: (3,) projected gravity vector in robot base frame
"""
qw, qx, qy, qz = quat
gravity_orientation = np.zeros(3)
gravity_orientation[0] = 2 * (-qz * qx + qw * qy)
gravity_orientation[1] = -2 * (qz * qy + qw * qx)
gravity_orientation[2] = 1 - 2 * (qw * qw + qz * qz)
return gravity_orientation