#!/usr/bin/env python3 """Validate the standardized water extxyz dataset package.""" from __future__ import annotations import argparse import hashlib import re from pathlib import Path EXPECTED_FILES = { "dataset_1593.xyz": 1593, "water_train.xyz": 1393, "water_test.xyz": 200, } EXPECTED_ATOMS_PER_FRAME = 192 EXPECTED_ELEMENTS = {"H", "O"} def sha256_file(path: Path) -> str: h = hashlib.sha256() with path.open("rb") as f: for chunk in iter(lambda: f.read(1024 * 1024), b""): h.update(chunk) return h.hexdigest() def validate_checksum_manifest(dataset_root: Path, manifest_path: Path) -> None: checked = 0 with manifest_path.open("r", encoding="utf-8") as f: for line in f: line = line.strip() if not line or line.startswith("#"): continue digest, rel = line.split(maxsplit=1) path = dataset_root / rel if not path.exists(): raise SystemExit(f"[FAIL] 清单文件不存在: {path}") actual = sha256_file(path) if actual != digest: raise SystemExit(f"[FAIL] SHA256 不一致: {rel}") checked += 1 expected_manifest_files = len(EXPECTED_FILES) + 1 if checked != expected_manifest_files: raise SystemExit(f"[FAIL] SHA256 清单文件数异常: {checked}") print(f"[OK] SHA256 清单验证通过: {checked} 个文件") def parse_properties(comment: str) -> list[tuple[str, str, int]]: match = re.search(r'Properties=("[^"]+"|\S+)', comment) if not match: raise SystemExit("[FAIL] extxyz comment 缺少 Properties") raw = match.group(1).strip('"') parts = raw.split(":") if len(parts) % 3: raise SystemExit(f"[FAIL] Properties 格式异常: {raw}") parsed = [] for i in range(0, len(parts), 3): name, kind, width = parts[i], parts[i + 1], int(parts[i + 2]) parsed.append((name, kind, width)) return parsed def validate_xyz(path: Path, expected_frames: int) -> None: frames = 0 elements: set[str] = set() with path.open("r", encoding="utf-8") as f: while True: first = f.readline() if not first: break if not first.strip(): continue try: atom_count = int(first.strip()) except ValueError as exc: raise SystemExit(f"[FAIL] 原子数行不是整数: {path}:{frames + 1}") from exc if atom_count != EXPECTED_ATOMS_PER_FRAME: raise SystemExit( f"[FAIL] 原子数异常: {path.name} frame {frames}: " f"{atom_count} != {EXPECTED_ATOMS_PER_FRAME}" ) comment = f.readline().rstrip("\n") for key in ("TotEnergy=", "pbc=", "Lattice=", "Properties="): if key not in comment: raise SystemExit(f"[FAIL] comment 缺少 {key}: {path} frame {frames}") props = parse_properties(comment) prop_names = [p[0] for p in props] if prop_names != ["species", "pos", "force", "Z"]: raise SystemExit(f"[FAIL] Properties 必须是 species,pos,force,Z: {path} frame {frames}") expected_cols = sum(width for _, _, width in props) if expected_cols != 8: raise SystemExit(f"[FAIL] 原子列数 schema 异常: {path} frame {frames}") for atom_index in range(atom_count): atom_line = f.readline() if not atom_line: raise SystemExit(f"[FAIL] 文件提前结束: {path} frame {frames}") cols = atom_line.split() if len(cols) != expected_cols: raise SystemExit( f"[FAIL] 原子列数异常: {path} frame {frames} atom {atom_index}: " f"{len(cols)} != {expected_cols}" ) elements.add(cols[0]) for value in cols[1:7]: float(value) int(cols[7]) frames += 1 if frames != expected_frames: raise SystemExit(f"[FAIL] 帧数异常: {path.name}: {frames} != {expected_frames}") if not elements.issubset(EXPECTED_ELEMENTS): raise SystemExit(f"[FAIL] 元素集合异常: {sorted(elements)}") print(f"[OK] {path.name}: frames={frames}, atoms_per_frame=192, elements={sorted(elements)}") def validate_split_reconstruction(dataset_root: Path) -> None: full = (dataset_root / "dataset_1593.xyz").read_bytes() train = (dataset_root / "water_train.xyz").read_bytes() test = (dataset_root / "water_test.xyz").read_bytes() if train + test != full: raise SystemExit("[FAIL] water_train.xyz + water_test.xyz 不能字节级还原 dataset_1593.xyz") print("[OK] train/test split 可字节级还原原始 dataset_1593.xyz") def main() -> int: parser = argparse.ArgumentParser() parser.add_argument("--dataset-root", default="data/water") parser.add_argument("--checksum-manifest", default="metadata/sha256_manifest.txt") args = parser.parse_args() repo_root = Path.cwd() dataset_root = Path(args.dataset_root) if not dataset_root.is_absolute(): dataset_root = repo_root / dataset_root checksum_manifest = Path(args.checksum_manifest) if not checksum_manifest.is_absolute(): checksum_manifest = repo_root / checksum_manifest if not dataset_root.exists(): raise SystemExit(f"[FAIL] 数据目录不存在: {dataset_root}") for name, expected_frames in EXPECTED_FILES.items(): path = dataset_root / name if not path.exists(): raise SystemExit(f"[FAIL] 缺少文件: {path}") if path.stat().st_size <= 0: raise SystemExit(f"[FAIL] 文件为空: {path}") validate_xyz(path, expected_frames) validate_split_reconstruction(dataset_root) validate_checksum_manifest(dataset_root, checksum_manifest) print("[OK] water 数据集读取验证通过") return 0 if __name__ == "__main__": raise SystemExit(main())