#!/usr/bin/env python3 """Validate the standardized DMC extxyz dataset package.""" from __future__ import annotations import argparse import hashlib import re from pathlib import Path EXPECTED_FILES = { "solvent_xtb_train_200.xyz": 203, "solvent_xtb_test.xyz": 1000, } EXPECTED_ELEMENTS = {"H", "C", "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 if checked != len(EXPECTED_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() min_atoms: int | None = None max_atoms = 0 saw_molid = False 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 comment = f.readline().rstrip("\n") if "energy_xtb=" not in comment: raise SystemExit(f"[FAIL] comment 缺少 energy_xtb: {path} frame {frames}") if "pbc=" not in comment: raise SystemExit(f"[FAIL] comment 缺少 pbc: {path} frame {frames}") props = parse_properties(comment) prop_names = [p[0] for p in props] if prop_names[0:2] != ["species", "pos"]: raise SystemExit(f"[FAIL] Properties 前两项必须是 species,pos: {path} frame {frames}") if "forces_xtb" not in prop_names: raise SystemExit(f"[FAIL] Properties 缺少 forces_xtb: {path} frame {frames}") saw_molid = saw_molid or ("molID" in prop_names) expected_cols = sum(width for _, _, width in props) 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]) numeric = cols[1:] for value in numeric: float(value) frames += 1 min_atoms = atom_count if min_atoms is None else min(min_atoms, atom_count) max_atoms = max(max_atoms, atom_count) 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)}") if path.name.endswith("test.xyz") and not saw_molid: raise SystemExit(f"[FAIL] 测试集未检测到 molID 字段: {path}") print( f"[OK] {path.name}: frames={frames}, atoms={min_atoms}-{max_atoms}, " f"elements={sorted(elements)}" ) def main() -> int: parser = argparse.ArgumentParser() parser.add_argument("--dataset-root", default="data/DMC") 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_checksum_manifest(dataset_root, checksum_manifest) print("[OK] DMC 数据集读取验证通过") return 0 if __name__ == "__main__": raise SystemExit(main())