#!/usr/bin/env python3 """Verify OneSearch-MI images and prepare ordered inference inputs.""" import argparse import csv import json import struct from concurrent.futures import ThreadPoolExecutor from pathlib import Path from urllib.parse import quote, urlsplit def relative_file(root, value): path = Path(value) if path.is_absolute() or ".." in path.parts or "\\" in value: raise ValueError(f"Expected a relative image path: {value}") resolved = (root / path).resolve() if not resolved.is_relative_to(root.resolve()) or not resolved.is_file(): raise ValueError(f"Missing image or path outside the dataset: {value}") return resolved def load_rows(root): rows = [json.loads(line) for line in (root / "test.jsonl").read_text(encoding="utf-8").splitlines() if line.strip()] if not rows or len({row["id"] for row in rows}) != len(rows): raise ValueError("Sample IDs must be unique and the dataset must be nonempty") for row in rows: if (not isinstance(row["id"], str) or not row["id"].isdigit() or str(int(row["id"])) != row["id"]): raise ValueError("Sample IDs must be canonical nonnegative integer strings") if any(not isinstance(row[key], str) or not row[key].strip() for key in ("question", "answer")): raise ValueError("Question and answer must be nonempty strings") images = row["images"] if not isinstance(images, list) or len(images) < 2: raise ValueError("Each MI sample must contain at least two ordered image paths") if type(row["n_images"]) is not int or row["n_images"] != len(images): raise ValueError("n_images must equal the length of images") for image in images: relative_file(root, image) return rows def prepare(root, rows, base_url, workers, verify_only=False): media = [json.loads(line) for line in (root / "media.jsonl").read_text(encoding="utf-8").splitlines() if line.strip()] inventory = {row["path"]: row for row in media} if len(inventory) != len(media): raise ValueError("Media inventory paths must be unique") referenced = {path for row in rows for path in row["images"]} if referenced != set(inventory): raise ValueError("Media inventory must match the referenced image set") def check(relative): path = relative_file(root, relative) info = inventory[relative] if path.stat().st_size != info["bytes"]: raise ValueError(f"Image byte size mismatch: {relative}") with path.open("rb") as handle: header = handle.read(24) if (len(header) != 24 or header[:8] != b"\x89PNG\r\n\x1a\n" or header[12:16] != b"IHDR" or struct.unpack(">II", header[16:24]) != (info["width"], info["height"])): raise ValueError(f"PNG dimensions differ from media.jsonl: {relative}") with ThreadPoolExecutor(max_workers=workers) as pool: list(pool.map(check, sorted(referenced))) result = {"samples": len(rows), "images": len(referenced), "verified": True} if verify_only: return result runtime = root / "runtime" runtime.mkdir(parents=True, exist_ok=True) with (runtime / "mi.csv").open("w", newline="", encoding="utf-8") as handle: writer = csv.DictWriter(handle, fieldnames=["index", "question", "answer"]) writer.writeheader() writer.writerows({"index": row["id"], "question": row["question"], "answer": row["answer"]} for row in rows) with (runtime / "mi_manifest.jsonl").open("w", encoding="utf-8") as handle: for row in rows: record = { "case_id": row["id"], "ok": True, "modality": "multi_image", "n_images": len(row["images"]), "image_urls": [base_url.rstrip("/") + "/" + quote(path, safe="/") for path in row["images"]], } handle.write(json.dumps(record) + "\n") result["manifest"] = "runtime/mi_manifest.jsonl" return result def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--data-root", type=Path, default=Path(__file__).resolve().parent) parser.add_argument("--media-base-url", help="HTTP(S) base URL serving this MI dataset directory") parser.add_argument("--workers", type=int, default=4) parser.add_argument("--verify-only", action="store_true") args = parser.parse_args() if args.workers < 1: parser.error("--workers must be positive") if not args.verify_only: parsed = urlsplit(args.media_base_url or "") if parsed.scheme not in ("http", "https") or not parsed.netloc or parsed.query or parsed.fragment or parsed.username: parser.error("--media-base-url must be an HTTP(S) directory URL without credentials, query or fragment") root = args.data_root.resolve() print(json.dumps(prepare(root, load_rows(root), args.media_base_url, args.workers, args.verify_only))) if __name__ == "__main__": main()