#!/usr/bin/env python3 """LeRobot 数据集收尾:聚合 stats.json + 写入 Sendi clean_report.json。""" from __future__ import annotations import argparse import json import os from datetime import datetime, timezone from pathlib import Path DEFAULT_EMBODIMENT = "rm65_dahuan" DEFAULT_CAMERA_DEVICE = "/dev/video0" def finalize_dataset( root: Path, *, embodiment_id: str = DEFAULT_EMBODIMENT, camera_device: str = DEFAULT_CAMERA_DEVICE, camera_devices: dict[str, str] | None = None, recording_script: str = "rm65_record_movep.py", notes: str = "", ) -> None: from lerobot.common.datasets.compute_stats import aggregate_stats from lerobot.common.datasets.utils import load_episodes_stats, load_info, write_json, write_stats root = root.expanduser().resolve() meta_dir = root / "meta" if not (meta_dir / "info.json").is_file(): raise FileNotFoundError(f"缺少 meta/info.json: {root}") info = load_info(root) episodes_stats = load_episodes_stats(root) if episodes_stats: stats = aggregate_stats(list(episodes_stats.values())) write_stats(stats, root) print(f"已写入 meta/stats.json({len(episodes_stats)} episodes)") else: print("警告: 无 episodes_stats.jsonl,跳过 stats.json", flush=True) cam_keys = [k for k in info["features"] if k.startswith("observation.images.")] devices = dict(camera_devices or {}) cameras = {} for full_key in cam_keys: short = full_key.removeprefix("observation.images.") if short in ("primary", "front"): role = "wrist_or_front" default_dev = camera_device elif short in ("exterior", "side", "third"): role = "exterior" default_dev = "" elif short in ("astra", "astra_pro"): role = "astra" default_dev = "/dev/video2" elif short in ("astra2", "astra_pro2"): role = "astra2" default_dev = "/dev/video_astra2" elif short in ("mono", "cam2"): role = "mono_rtsp" default_dev = "rtsp://192.168.73.102:554/stream=1" else: role = short default_dev = camera_device if short == "primary" else "" cameras[full_key] = { "device": devices.get(full_key) or devices.get(short) or default_dev, "role": role, "width": info["features"][full_key]["shape"][1], "height": info["features"][full_key]["shape"][0], } report = { "schema": "sendi/clean_report/v1", "embodiment_id": embodiment_id, "robot_type": info.get("robot_type", "rm65_movep"), "codebase_version": info.get("codebase_version", "v2.1"), "fps": info.get("fps"), "cameras": cameras, "state_names": info["features"].get("observation.state", {}).get("names", []), "action_names": info["features"].get("action", {}).get("names", []), "action_semantics": "ik_target_from_movep_teleop", "observation_semantics": "sdk_measured_joints_deg", "recording_script": recording_script, "total_episodes": info.get("total_episodes", 0), "total_frames": info.get("total_frames", 0), "updated_at": datetime.now(timezone.utc).astimezone().isoformat(timespec="seconds"), "notes": notes, } write_json(report, meta_dir / "clean_report.json") print(f"已写入 meta/clean_report.json embodiment={embodiment_id}") def main() -> int: p = argparse.ArgumentParser(description="Finalize LeRobot dataset (stats + clean_report)") p.add_argument( "--root", default=os.environ.get( "RECORD_ROOT", "/home/sdznkj/zkx_ws/sendlerobot/datasets/rm65_usb_insert", ), ) p.add_argument("--embodiment-id", default=os.environ.get("RECORD_EMBODIMENT_ID", DEFAULT_EMBODIMENT)) p.add_argument("--camera-device", default=os.environ.get("RECORD_CAMERA", DEFAULT_CAMERA_DEVICE)) p.add_argument("--notes", default="") args = p.parse_args() finalize_dataset( Path(args.root), embodiment_id=args.embodiment_id, camera_device=args.camera_device, notes=args.notes, ) return 0 if __name__ == "__main__": raise SystemExit(main())