Spaces:
Sleeping
Sleeping
File size: 14,957 Bytes
3865888 6343479 3865888 6343479 3865888 6343479 3865888 6343479 3865888 6343479 3865888 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 | """Authoritative 3D rigid-body physics via MuJoCo (V6).
Character pattern: dynamic capsule body, planar velocity servo set from the
action each step, vertical free (gravity integrates). Contacts are resolved
by the solver: walls block, floors support, dynamic bodies get pushed.
Position is NEVER teleported by movement code (only save/restore sets state).
Capabilities verified in tests/test_v6_physics.py: gravity, floor contact +
stable rest, wall blocking, object pushing, raycast queries, save/restore.
"""
from typing import Any, Dict, List, Optional, Tuple
import numpy as np
try:
import mujoco
_MUJOCO = True
except Exception:
mujoco = None # type: ignore
_MUJOCO = False
PHYSICS_DT = 0.01 # 100 Hz substeps
CHARACTER_R = 0.3
CHARACTER_H = 0.9 # capsule cylinder section
EYE_HEIGHT = 1.45
def _box_wall(cx, cy, sx, sy, h, name):
return (f'<geom name="{name}" type="box" pos="{cx} {cy} {h / 2}" '
f'size="{sx / 2} {sy / 2} {h / 2}" rgba="0.45 0.4 0.5 1"/>')
def build_model_xml(spec: Dict[str, Any],
extra_bodies: Optional[List[Dict[str, Any]]] = None) -> str:
"""Compile the world spec (+ characters/foods) to a MuJoCo model."""
size = float(spec.get("size", 40.0))
parts = [f'<mujoco><compiler angle="degree"/>',
f'<option timestep="0.01" gravity="0 0 -9.81"/>',
f'<worldbody>',
f'<geom name="ground" type="plane" size="{size / 2} {size / 2} 0.1" '
f'material="ground"/>']
home = spec["home"]
cx, cy, w, d, h, t = (home["cx"], home["cy"], home["w"], home["d"],
home["wall_h"], home["wall_t"])
dw = home["door_w"]
# north wall (full), south wall split for door gap, east/west full
parts.append(_box_wall(cx, cy + d / 2, w, t, h, "wall_north"))
parts.append(_box_wall(cx - (dw / 2 + (w - dw) / 4), cy - d / 2, (w - dw) / 2, t, h,
"wall_south_l"))
parts.append(_box_wall(cx + (dw / 2 + (w - dw) / 4), cy - d / 2, (w - dw) / 2, t, h,
"wall_south_r"))
parts.append(_box_wall(cx - w / 2, cy, t, d, h, "wall_west"))
parts.append(_box_wall(cx + w / 2, cy, t, d, h, "wall_east"))
for f in spec.get("furniture", []):
if f["kind"] == "static_box":
parts.append(_box_wall(f["x"], f["y"], f["sx"], f["sy"], f["sz"],
"furn_" + str(f["id"])))
for tr in spec.get("trees", []):
parts.append(f'<geom name="trunk_{tr["id"]}" type="cylinder" '
f'pos="{tr["x"]} {tr["y"]} 1.0" size="0.25 2.0" '
f'rgba="0.35 0.25 0.15 1"/>')
for rk in spec.get("rocks", []):
parts.append(f'<geom name="rock_{rk["id"]}" type="sphere" '
f'pos="{rk["x"]} {rk["y"]} {rk["r"]}" size="{rk["r"]}" '
f'rgba="0.5 0.5 0.55 1"/>')
for st in spec.get("structures", []):
sid = st.get("id", "struct")
x, y, z = st.get("x", 0.0), st.get("y", 0.0), st.get("z", 0.0)
sx, sy, sz = st.get("sx", 1.0), st.get("sy", 1.0), st.get("sz", 0.5)
rgba = st.get("rgba", "0.55 0.35 0.15 1")
gtype = st.get("geom_type", "box")
if not st.get("dynamic", False):
parts.append(f'<geom name="struct_{sid}" type="{gtype}" '
f'pos="{x} {y} {z + sz / 2}" size="{sx / 2} {sy / 2} {sz / 2}" '
f'rgba="{rgba}"/>')
else:
parts.append(f'<body name="bod_struct_{sid}" pos="{x} {y} {z + sz / 2}">'
f'<freejoint/><geom name="dyn_struct_{sid}" type="{gtype}" '
f'size="{sx / 2} {sy / 2} {sz / 2}" mass="{st.get("mass", 50.0)}" '
f'rgba="{rgba}"/></body>')
# dynamic bodies: crates, doors (hinged), foods, characters
for f in spec.get("furniture", []):
if f["kind"] == "dynamic_box":
parts.append(
f'<body name="bod_{f["id"]}" pos="{f["x"]} {f["y"]} {f["sz"] / 2}">'
f'<freejoint/><geom name="dyn_{f["id"]}" type="box" '
f'size="{f["sx"] / 2} {f["sy"] / 2} {f["sz"] / 2}" mass="{f.get("mass", 4.0)}" '
f'rgba="0.6 0.45 0.2 1"/></body>')
for door in spec.get("doors", []):
parts.append(
f'<body name="bod_{door["id"]}" pos="{door["x"] - door["w"] / 2} {door["y"]} 1.0">'
f'<joint name="hinge_{door["id"]}" type="hinge" axis="0 0 1" damping="2.0"/>'
f'<geom name="dyn_{door["id"]}" type="box" '
f'pos="{door["w"] / 2} 0 0" size="{door["w"] / 2} 0.05 {door["h"] / 2}" '
f'mass="6.0" rgba="0.55 0.35 0.2 1"/></body>')
for fd in spec.get("foods", []):
parts.append(
f'<body name="bod_{fd["id"]}" pos="{fd["x"]} {fd["y"]} 0.25">'
f'<freejoint/><geom name="food_{fd["id"]}" type="sphere" size="0.18" '
f'mass="0.3" rgba="0.2 0.8 0.3 1"/></body>')
for ch in (extra_bodies or []):
parts.append(
f'<body name="{ch["name"]}" pos="{ch["x"]} {ch["y"]} 1.2">'
f'<freejoint/><geom name="char_{ch["name"]}" type="capsule" '
f'size="{CHARACTER_R} {CHARACTER_H / 2}" mass="60.0" '
f'rgba="0.2 0.7 0.9 1"/>'
f'<geom name="head_{ch["name"]}" type="sphere" pos="0 0 0.85" size="0.22" '
f'mass="5.0" rgba="0.9 0.75 0.6 1"/>'
f'<site name="eye_{ch["name"]}" pos="0 0.18 0.95"/></body>')
parts.append('</worldbody>')
parts.append('<asset><material name="ground" rgba="0.25 0.35 0.22 1"/></asset>')
parts.append('</mujoco>')
return "\n".join(parts)
class PhysicsWorld:
"""Owns MuJoCo model+data, steps, queries, save/restore."""
def __init__(self, spec: Dict[str, Any],
characters: Optional[List[Dict[str, Any]]] = None):
if not _MUJOCO:
raise RuntimeError("mujoco unavailable: 3D physics cannot run here")
self.spec = spec
self.xml = build_model_xml(spec, characters)
self.model = mujoco.MjModel.from_xml_string(self.xml)
self.data = mujoco.MjData(self.model)
mujoco.mj_forward(self.model, self.data)
self.time = 0.0
# Character bodies under posture stabilization (documented embodiment:
# strong angular damping keeps the capsule upright; no teleporting,
# no kinematic freezing — contacts and gravity still fully simulated).
self._characters: List[str] = [c["name"] for c in (characters or [])]
self.posture_damping: float = 0.25
self._cmd: Dict[str, List[float]] = {c["name"]: [0.0, 0.0]
for c in (characters or [])}
# ---- characters ----
def _body_id(self, name: str) -> int:
bid = mujoco.mj_name2id(self.model, mujoco.mjtObj.mjOBJ_BODY, name)
if bid < 0:
raise KeyError(f"no body {name!r}")
return bid
def _qpos_adr(self, name: str) -> int:
bid = self._body_id(name)
jnt = int(self.model.body_jntadr[bid])
return int(self.model.jnt_qposadr[jnt])
def _dof_adr(self, name: str) -> int:
return int(self.model.body_dofadr[self._body_id(name)])
def char_state(self, name: str) -> Dict[str, Any]:
qa, da = self._qpos_adr(name), self._dof_adr(name)
qpos = self.data.qpos[qa:qa + 7].copy()
qvel = self.data.qvel[da:da + 6].copy()
pos = [round(float(qpos[0]), 4), round(float(qpos[1]), 4), round(float(qpos[2]), 4)]
vel = [round(float(qvel[0]), 4), round(float(qvel[1]), 4), round(float(qvel[2]), 4)]
return {"pos": pos, "vel": vel, "quat": [round(float(x), 4) for x in qpos[3:7]]}
def drive_character(self, name: str, vx: float, vy: float) -> None:
"""Velocity servo (called BEFORE step): planar velocity command.
Contacts + gravity still resolved by the solver inside step()."""
da = self._dof_adr(name)
self.data.qvel[da + 0] = float(vx)
self.data.qvel[da + 1] = float(vy)
self._cmd[name] = [float(vx), float(vy)]
def push_character(self, name: str, fx: float, fy: float, fz: float = 0.0) -> None:
da = self._dof_adr(name)
self.data.qfrc_applied[da + 0] = float(fx)
self.data.qfrc_applied[da + 1] = float(fy)
self.data.qfrc_applied[da + 2] = float(fz)
def teleport(self, name: str, x: float, y: float, z: float) -> None:
"""SAVE/RESTORE ONLY. Movement code must never call this."""
qa, da = self._qpos_adr(name), self._dof_adr(name)
self.data.qpos[qa:qa + 3] = [float(x), float(y), float(z)]
self.data.qvel[da:da + 6] = 0.0
mujoco.mj_forward(self.model, self.data)
def _stabilize(self, name: str) -> None:
"""Attitude PD controller (real torques, heading left free).
Drives body-up toward world-up while preserving yaw. Contacts,
gravity and pushes still act fully — this only resists toppling,
like vestibular balance. Gains are part of the embodiment model.
"""
qa, da = self._qpos_adr(name), self._dof_adr(name)
qw, qx, qy, qz = (float(v) for v in self.data.qpos[qa + 3:qa + 7])
n = (qw * qw + qx * qx + qy * qy + qz * qz) ** 0.5 or 1.0
qw, qx, qy, qz = qw / n, qx / n, qy / n, qz / n
# current yaw; target = yaw-only orientation (upright, same heading)
yaw = np.arctan2(2.0 * (qw * qz + qx * qy), 1.0 - 2.0 * (qy * qy + qz * qz))
tw, tx, ty, tz = np.cos(yaw / 2), 0.0, 0.0, np.sin(yaw / 2)
# error quat q_err = q_target * conj(q): vector part ~ rotation axis*angle/2
ex = tw * -qx + tx * qw + ty * -qz + tz * qy
ey = tw * -qy + tx * qz + ty * qw + tz * -qx
ez = tw * -qz + tx * -qy + ty * qx + tz * qw
ew = tw * qw + tx * qx + ty * qy + tz * qz
s = 1.0 if ew >= 0 else -1.0
kp, kd = 300.0, 20.0
# Get-up maneuver: fallen and (nearly) still -> strong righting.
# Falls are real events (see body damage); recovery is a real maneuver,
# not a teleport: torques integrate through the solver.
up_z = 1.0 - 2.0 * (qx * qx + qy * qy)
cmd = self._cmd.get(name, [0.0, 0.0])
still = abs(cmd[0]) + abs(cmd[1]) < 0.05
if up_z < 0.4 and still:
kp, kd = 1200.0, 40.0
wx, wy, wz = (float(v) for v in self.data.qvel[da + 3:da + 6])
# down-weight yaw correction (heading is driven by locomotion)
tx_, ty_, tz_ = (kp * s * ex - kd * wx, kp * s * ey - kd * wy,
0.25 * (kp * s * ez - kd * wz))
self.data.qfrc_applied[da + 3] += tx_
self.data.qfrc_applied[da + 4] += ty_
self.data.qfrc_applied[da + 5] += tz_
# ---- stepping ----
def step(self, dt: float = PHYSICS_DT) -> None:
for name in self._characters:
try:
self._stabilize(name)
except KeyError:
pass
mujoco.mj_step(self.model, self.data)
self.time = float(self.data.time)
for name in self._characters:
try:
# Applied forces are single-step impulses: re-apply each step
# for continuous push (no hidden persistent forces).
da = self._dof_adr(name)
self.data.qfrc_applied[da:da + 6] = 0.0
except KeyError:
pass
def upright(self, name: str) -> float:
"""Up-axis alignment 0..1 (1 = fully upright)."""
qa = self._qpos_adr(name)
qw, qx, qy, qz = (float(v) for v in self.data.qpos[qa + 3:qa + 7])
# rotate world +Z by inverse quat: z-component of body x-axis... use
# body up vector = R * (0,0,1); take its z via quat formula
up_z = 1.0 - 2.0 * (qx * qx + qy * qy)
return round(float(up_z), 4)
# ---- queries ----
def contacts(self) -> List[Dict[str, Any]]:
out = []
for i in range(self.data.ncon):
c = self.data.contact[i]
g1 = mujoco.mj_id2name(self.model, mujoco.mjtObj.mjOBJ_GEOM, c.geom1) or ""
g2 = mujoco.mj_id2name(self.model, mujoco.mjtObj.mjOBJ_GEOM, c.geom2) or ""
out.append({"geom1": g1, "geom2": g2,
"dist": round(float(c.dist), 5)})
return out
def char_contacts(self, char_name: str) -> List[str]:
tag = f"char_{char_name}"
entities = []
for c in self.contacts():
if tag == c["geom1"]:
entities.append(c["geom2"])
elif tag == c["geom2"]:
entities.append(c["geom1"])
return entities
def grounded(self, char_name: str) -> bool:
contacts = self.char_contacts(char_name)
for name in contacts:
if "ground" in name or name.startswith("struct_") or "floor" in name:
return True
return False
def raycast(self, origin: List[float], direction: List[float],
max_dist: float = 20.0, exclude_body: str = "") -> Dict[str, Any]:
"""Single geometric ray (vision primitive). Returns hit entity or miss."""
geomid = np.zeros(1, dtype=np.int32)
dist = mujoco.mj_ray(self.model, self.data,
np.asarray(origin, dtype=np.float64),
np.asarray(direction, dtype=np.float64),
None, 1, -1, geomid)
if dist < 0 or dist > max_dist:
return {"hit": False, "dist": round(float(max_dist), 3)}
name = mujoco.mj_id2name(self.model, mujoco.mjtObj.mjOBJ_GEOM, int(geomid[0])) or ""
if exclude_body and name.endswith(exclude_body):
return {"hit": False, "dist": round(float(max_dist), 3),
"note": "self-hit excluded"}
return {"hit": True, "dist": round(float(dist), 3), "geom": name,
"entity": name.split("_", 1)[1] if "_" in name else name}
# ---- persistence ----
def snapshot(self) -> Dict[str, Any]:
return {"time": self.time, "qpos": self.data.qpos.copy().tolist(),
"qvel": self.data.qvel.copy().tolist(),
"qacc_warmstart": self.data.qacc_warmstart.copy().tolist(),
"spec_hash": self.spec.get("spec_hash", "")}
def restore(self, snap: Dict[str, Any]) -> None:
if snap.get("spec_hash", "") != self.spec.get("spec_hash", ""):
raise ValueError("physics snapshot belongs to a different world spec")
self.data.qpos[:] = np.asarray(snap["qpos"], dtype=np.float64)
self.data.qvel[:] = np.asarray(snap["qvel"], dtype=np.float64)
if "qacc_warmstart" in snap:
self.data.qacc_warmstart[:] = np.asarray(
snap["qacc_warmstart"], dtype=np.float64)
mujoco.mj_forward(self.model, self.data)
self.time = float(snap.get("time", 0.0))
|