eval_unseen_sim_bundle / scene_layout_reference.py
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Unseen sim bundle: 29 objects, USD+meta, 500 candidates/obj (no filter)
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#!/usr/bin/env python3
"""
场景布置与 grasp 位姿变换(本 bundle 配套,纯 numpy)。
示例:
python scene_layout_reference.py --obj-id A01006
python scene_layout_reference.py --obj-id A01006 --candidate-index 0
"""
from __future__ import annotations
import argparse
import json
from pathlib import Path
import numpy as np
ROBOT_POSITION = np.array([0.2, -0.05, 0.8], dtype=np.float64)
ROBOT_ORIENTATION_EULER_DEG = np.array([0.0, 0.0, 90.0], dtype=np.float64)
TABLE_POSITION = np.array([0.0, 1.0, 0.75], dtype=np.float64)
TABLE_SCALE = np.array([2.0, 2.0, 0.1], dtype=np.float64)
TABLE_TOP_Z = 0.80
OBJECT_XY = np.array([0.0, 0.55], dtype=np.float64)
TCP_OFFSET = 0.105
R_ADAPT = np.array([[0, 1, 0], [-1, 0, 0], [0, 0, 1]], dtype=np.float64)
def euler_xyz_deg_to_matrix(euler_deg: np.ndarray) -> np.ndarray:
rx, ry, rz = np.radians(np.asarray(euler_deg, dtype=np.float64))
cx, sx = np.cos(rx), np.sin(rx)
cy, sy = np.cos(ry), np.sin(ry)
cz, sz = np.cos(rz), np.sin(rz)
Rx = np.array([[1, 0, 0], [0, cx, -sx], [0, sx, cx]], dtype=np.float64)
Ry = np.array([[cy, 0, sy], [0, 1, 0], [-sy, 0, cy]], dtype=np.float64)
Rz = np.array([[cz, -sz, 0], [sz, cz, 0], [0, 0, 1]], dtype=np.float64)
return Rz @ Ry @ Rx
def load_z_offset_m(bundle_dir: Path, obj_id: str) -> float:
meta_path = bundle_dir / "obj_usd" / f"{obj_id}_meta.json"
return float(json.loads(meta_path.read_text(encoding="utf-8"))["z_offset_m"])
def resolve_object_world_placement(
obj_id: str,
bundle_dir: Path,
*,
sim_z_yaw_deg: float = 0.0,
) -> dict:
z_offset = load_z_offset_m(bundle_dir, obj_id)
euler = np.array([0.0, 0.0, float(sim_z_yaw_deg)], dtype=np.float64)
pos = np.array([OBJECT_XY[0], OBJECT_XY[1], TABLE_TOP_Z + z_offset], dtype=np.float64)
return {
"obj_id": obj_id,
"position_world": pos.tolist(),
"orientation_euler_deg": euler.tolist(),
"z_offset_m": z_offset,
"table_top_z": TABLE_TOP_Z,
"sim_z_yaw_deg": float(sim_z_yaw_deg),
}
def grasp_mesh_to_panda_hand_target(
position_mesh: np.ndarray,
rotation_mesh: np.ndarray,
placement: dict,
) -> tuple[np.ndarray, np.ndarray]:
T = np.eye(4, dtype=np.float64)
T[:3, :3] = euler_xyz_deg_to_matrix(
np.array(placement["orientation_euler_deg"], dtype=np.float64)
)
T[:3, 3] = np.asarray(placement["position_world"], dtype=np.float64)
p = np.asarray(position_mesh, dtype=np.float64).reshape(3)
R = np.asarray(rotation_mesh, dtype=np.float64).reshape(3, 3)
pos_w = (T @ np.append(p, 1.0))[:3]
rot_w = T[:3, :3] @ R
rot_w = rot_w @ R_ADAPT
pos_w = pos_w - rot_w[:, 2] * TCP_OFFSET
min_z = TABLE_TOP_Z + 0.02
if pos_w[2] < min_z:
pos_w = pos_w.copy()
pos_w[2] = min_z
return pos_w, rot_w
def load_candidate(bundle_dir: Path, obj_id: str, index: int = 0) -> dict:
doc = json.loads((bundle_dir / "candidates" / f"{obj_id}.json").read_text(encoding="utf-8"))
c = doc["candidates"][f"candidate_{index}"]
return {
"position": np.array(c["position"], dtype=np.float64),
"rotation": np.array(c["rotation"], dtype=np.float64),
"name": c.get("name", f"candidate_{index}"),
}
def main() -> None:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument("--bundle-dir", type=Path, default=Path(__file__).resolve().parent)
parser.add_argument("--obj-id", required=True)
parser.add_argument("--candidate-index", type=int, default=None)
args = parser.parse_args()
placement = resolve_object_world_placement(args.obj_id, args.bundle_dir)
out = {
"table": {"position": TABLE_POSITION.tolist(), "top_z": TABLE_TOP_Z},
"franka": {
"position": ROBOT_POSITION.tolist(),
"orientation_euler_deg": ROBOT_ORIENTATION_EULER_DEG.tolist(),
},
"object": placement,
}
if args.candidate_index is not None:
cand = load_candidate(args.bundle_dir, args.obj_id, args.candidate_index)
pos_w, rot_w = grasp_mesh_to_panda_hand_target(
cand["position"], cand["rotation"], placement
)
out["example"] = {
"candidate_index": args.candidate_index,
"name": cand["name"],
"position_mesh": cand["position"].tolist(),
"panda_hand_target_world": {"position": pos_w.tolist()},
}
print(json.dumps(out, indent=2, ensure_ascii=False))
if __name__ == "__main__":
main()