Spaces:
Paused
Paused
File size: 8,277 Bytes
f850954 cccaf8b f850954 5dbd0bf f850954 5dbd0bf f850954 fab4b5b f850954 225dc91 f850954 | 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 | """Validate a generated MJCF scene: static safety checks, then a MuJoCo load + step test.
The load test runs in a separate process (``python -m api.mjcf_check DIR``)
with a timeout, so a pathological model cannot hang or crash the API.
"""
from __future__ import annotations
import json
import math
import os
import re
import shutil
import subprocess
import sys
import tempfile
import xml.etree.ElementTree as ET
from dataclasses import asdict, dataclass, field
from pathlib import Path
from .robots import ROBOTS, reset_to_robot_keyframe, robot_dir
MAX_MJCF_BYTES = 300_000
SCENE_FILE = "scene.xml"
# Attributes that make MuJoCo read files from disk.
FILE_ATTRS = {
"file",
"filename",
"meshdir",
"texturedir",
"assetdir",
"fileright",
"fileleft",
"fileup",
"filedown",
"filefront",
"fileback",
}
@dataclass
class ValidationResult:
valid: bool
stage: str # "extract" | "static" | "load" | "simulate" | "ok"
error: str = ""
warnings: list[str] = field(default_factory=list)
stats: dict = field(default_factory=dict)
def to_dict(self) -> dict:
return asdict(self)
def feedback(self) -> str:
"""What gets sent back to the model when asking for a repair."""
msg = f"Validation failed at stage '{self.stage}': {self.error}"
if self.warnings:
msg += "\nWarnings: " + "; ".join(self.warnings)
return msg
_XML_BLOCK = re.compile(r"```(?:xml|mjcf)?\s*\n(.*?)```", re.DOTALL | re.IGNORECASE)
def extract_mjcf(text: str) -> str | None:
"""Pull the MJCF document out of a model response (fenced block, or a bare <mujoco> element)."""
for block in _XML_BLOCK.findall(text):
if "<mujoco" in block:
return block.strip()
start, end = text.find("<mujoco"), text.rfind("</mujoco>")
if start != -1 and end > start:
return text[start : end + len("</mujoco>")].strip()
return None
def static_check(xml: str, robot: str | None) -> ValidationResult | None:
"""Return a failed result if the document is unsafe or malformed; None if it may be loaded."""
if len(xml.encode()) > MAX_MJCF_BYTES:
return ValidationResult(False, "static", f"MJCF is larger than {MAX_MJCF_BYTES} bytes")
if "<!DOCTYPE" in xml or "<!ENTITY" in xml:
return ValidationResult(False, "static", "DOCTYPE/ENTITY declarations are not allowed")
try:
root = ET.fromstring(xml)
except ET.ParseError as e:
return ValidationResult(False, "static", f"XML parse error: {e}")
if root.tag != "mujoco":
return ValidationResult(False, "static", f"root element must be <mujoco>, got <{root.tag}>")
allowed_includes = {ROBOTS[robot].model_file} if robot else set()
includes = []
for el in root.iter():
for attr, value in el.attrib.items():
if attr in FILE_ATTRS:
p = value.replace("\\", "/")
if p.startswith("/") or ".." in p.split("/") or re.match(r"^[a-zA-Z]:", p) or "://" in p:
return ValidationResult(
False, "static", f"<{el.tag} {attr}=\"{value}\">: absolute paths and '..' are not allowed"
)
if el.tag == "include":
includes.append(el.get("file", ""))
for inc in includes:
if inc not in allowed_includes:
allowed = ", ".join(sorted(allowed_includes)) or "none"
return ValidationResult(False, "static", f'<include file="{inc}"> is not allowed (allowed: {allowed})')
if robot and ROBOTS[robot].model_file not in includes:
return ValidationResult(False, "static", f'the scene must contain <include file="{ROBOTS[robot].model_file}"/>')
return None
def prepare_scene_dir(xml: str, robot: str | None, menagerie_dir: Path) -> Path:
tmp = Path(tempfile.mkdtemp(prefix="mjcf_check_"))
if robot:
spec = ROBOTS[robot]
src = robot_dir(menagerie_dir, spec)
if not (src / spec.model_file).is_file():
shutil.rmtree(tmp)
raise FileNotFoundError(f"robot model not found at {src / spec.model_file}; run `python -m rag.ingest`")
(tmp / spec.model_file).symlink_to(src / spec.model_file)
if (src / "assets").is_dir():
(tmp / "assets").symlink_to(src / "assets", target_is_directory=True)
(tmp / SCENE_FILE).write_text(xml)
return tmp
def validate_mjcf(
xml: str, robot: str | None, menagerie_dir: Path, sim_seconds: float = 2.0, timeout: float = 60.0
) -> ValidationResult:
failed = static_check(xml, robot)
if failed:
return failed
tmp = prepare_scene_dir(xml, robot, menagerie_dir)
try:
args = [sys.executable, "-m", "api.mjcf_check", str(tmp), str(sim_seconds), robot or ""]
# Loading and stepping never renders: drop rendering settings so a GL backend that is
# unavailable here (e.g. MUJOCO_GL=egl without a GPU) cannot break `import mujoco`.
env = {k: v for k, v in os.environ.items() if k not in ("MUJOCO_GL", "PYOPENGL_PLATFORM")}
env["PYTHONPATH"] = str(Path(__file__).resolve().parent.parent)
try:
proc = subprocess.run(args, capture_output=True, text=True, timeout=timeout, env=env)
except subprocess.TimeoutExpired:
return ValidationResult(False, "simulate", f"load/simulation took longer than {timeout:.0f}s")
lines = [ln for ln in proc.stdout.splitlines() if ln.startswith("{")]
if not lines:
return ValidationResult(False, "load", f"validator crashed (exit {proc.returncode}): {proc.stderr[-500:]}")
return ValidationResult(**json.loads(lines[-1]))
finally:
shutil.rmtree(tmp, ignore_errors=True)
# --------------------------------------------------------------------------- subprocess side
def _load_and_step(directory: Path, sim_seconds: float, robot: str | None) -> ValidationResult:
import mujoco
import numpy as np
try:
model = mujoco.MjModel.from_xml_path(str(directory / SCENE_FILE))
except Exception as e: # mujoco raises ValueError with the compiler message
return ValidationResult(False, "load", str(e).strip())
def count(obj, n):
return sum(1 for i in range(n) if mujoco.mj_id2name(model, obj, i))
stats = {
"nbody": int(model.nbody),
"ngeom": int(model.ngeom),
"njnt": int(model.njnt),
"nq": int(model.nq),
"nu": int(model.nu),
"nlight": int(model.nlight),
"named_geoms": count(mujoco.mjtObj.mjOBJ_GEOM, model.ngeom),
"timestep": float(model.opt.timestep),
}
if robot and mujoco.mj_name2id(model, mujoco.mjtObj.mjOBJ_BODY, ROBOTS[robot].root_body) < 0:
return ValidationResult(False, "load", f"robot root body '{ROBOTS[robot].root_body}' missing", stats=stats)
data = mujoco.MjData(model)
spec = ROBOTS[robot] if robot else None
reset_to_robot_keyframe(model, data, spec.root_body if spec else None, spec.home_qpos if spec else None)
steps = max(1, int(math.ceil(sim_seconds / model.opt.timestep)))
for _ in range(steps):
mujoco.mj_step(model, data)
if not (np.all(np.isfinite(data.qpos)) and np.all(np.isfinite(data.qvel))):
return ValidationResult(
False, "simulate", f"state became NaN/inf at t={data.time:.3f}s (unstable model)", stats=stats
)
warnings = []
for i in range(len(data.warning)):
n = int(data.warning[i].number)
if n:
warnings.append(f"{mujoco.mjtWarning(i).name} x{n}")
stats["simulated_seconds"] = round(float(data.time), 3)
unstable = [w for w in warnings if w.startswith(("mjWARN_BADQACC", "mjWARN_BADQPOS", "mjWARN_BADQVEL"))]
if unstable:
return ValidationResult(False, "simulate", "simulation is unstable: " + ", ".join(unstable), warnings, stats)
return ValidationResult(True, "ok", "", warnings, stats)
def main(argv: list[str]) -> int:
directory, sim_seconds, robot = Path(argv[0]), float(argv[1]), (argv[2] or None) if len(argv) > 2 else None
result = _load_and_step(directory, sim_seconds, robot)
print(json.dumps(result.to_dict()))
return 0
if __name__ == "__main__":
sys.exit(main(sys.argv[1:]))
|