Files
RL-Sim-Framework/viz.py
2026-03-09 20:39:02 +01:00

138 lines
4.8 KiB
Python

"""Interactive visualization — control any env with keyboard in MuJoCo viewer.
Usage:
mjpython viz.py env=rotary_cartpole
mjpython viz.py env=cartpole +com=true
Controls:
Left/Right arrows — apply torque to first actuator
R — reset environment
Esc / close window — quit
"""
import math
import time
import hydra
import mujoco
import mujoco.viewer
import structlog
import torch
from hydra.core.hydra_config import HydraConfig
from omegaconf import DictConfig, OmegaConf
from src.core.env import ActuatorConfig, BaseEnv, BaseEnvConfig
from src.envs.cartpole import CartPoleConfig, CartPoleEnv
from src.envs.rotary_cartpole import RotaryCartPoleConfig, RotaryCartPoleEnv
from src.runners.mujoco import MuJoCoRunner, MuJoCoRunnerConfig
logger = structlog.get_logger()
# ── registry (same as train.py) ──────────────────────────────────────
ENV_REGISTRY: dict[str, tuple[type[BaseEnv], type[BaseEnvConfig]]] = {
"cartpole": (CartPoleEnv, CartPoleConfig),
"rotary_cartpole": (RotaryCartPoleEnv, RotaryCartPoleConfig),
}
def _build_env(env_name: str, cfg: DictConfig) -> BaseEnv:
if env_name not in ENV_REGISTRY:
raise ValueError(f"Unknown env '{env_name}'. Registered: {list(ENV_REGISTRY)}")
env_cls, config_cls = ENV_REGISTRY[env_name]
env_dict = OmegaConf.to_container(cfg.env, resolve=True)
if "actuators" in env_dict:
for a in env_dict["actuators"]:
if "ctrl_range" in a:
a["ctrl_range"] = tuple(a["ctrl_range"])
env_dict["actuators"] = [ActuatorConfig(**a) for a in env_dict["actuators"]]
return env_cls(config_cls(**env_dict))
# ── keyboard state ───────────────────────────────────────────────────
_action_val = [0.0] # mutable container shared with callback
_action_time = [0.0] # timestamp of last key press
_reset_flag = [False]
_ACTION_HOLD_S = 0.25 # seconds the action stays active after last key event
def _key_callback(keycode: int) -> None:
"""Called by MuJoCo on key press & repeat (not release)."""
if keycode == 263: # GLFW_KEY_LEFT
_action_val[0] = -1.0
_action_time[0] = time.time()
elif keycode == 262: # GLFW_KEY_RIGHT
_action_val[0] = 1.0
_action_time[0] = time.time()
elif keycode == 82: # GLFW_KEY_R
_reset_flag[0] = True
@hydra.main(version_base=None, config_path="configs", config_name="config")
def main(cfg: DictConfig) -> None:
choices = HydraConfig.get().runtime.choices
env_name = choices.get("env", "cartpole")
# Build env + runner (single env for viz)
env = _build_env(env_name, cfg)
runner_dict = OmegaConf.to_container(cfg.runner, resolve=True)
runner_dict["num_envs"] = 1
runner = MuJoCoRunner(env=env, config=MuJoCoRunnerConfig(**runner_dict))
model = runner._model
data = runner._data[0]
# Control period
dt_ctrl = runner.config.dt * runner.config.substeps
# Launch viewer
with mujoco.viewer.launch_passive(model, data, key_callback=_key_callback) as viewer:
# Show CoM / inertia if requested via Hydra override: viz.py +com=true
show_com = cfg.get("com", False)
if show_com:
viewer.opt.flags[mujoco.mjtVisFlag.mjVIS_COM] = True
viewer.opt.flags[mujoco.mjtVisFlag.mjVIS_INERTIA] = True
obs, _ = runner.reset()
step = 0
logger.info("viewer_started", env=env_name,
controls="Left/Right arrows = torque, R = reset")
while viewer.is_running():
# Read action from callback (expires after _ACTION_HOLD_S)
if time.time() - _action_time[0] < _ACTION_HOLD_S:
action_val = _action_val[0]
else:
action_val = 0.0
# Reset on R press
if _reset_flag[0]:
_reset_flag[0] = False
obs, _ = runner.reset()
step = 0
logger.info("reset")
# Step through runner
action = torch.tensor([[action_val]])
obs, reward, terminated, truncated, info = runner.step(action)
# Sync viewer
mujoco.mj_forward(model, data)
viewer.sync()
# Print state
if step % 25 == 0:
joints = {model.jnt(i).name: round(math.degrees(data.qpos[i]), 1)
for i in range(model.njnt)}
logger.debug("step", n=step, reward=round(reward.item(), 3),
action=round(action_val, 1), **joints)
# Real-time pacing
time.sleep(dt_ctrl)
step += 1
runner.close()
if __name__ == "__main__":
main()