lingbot_test/script/compare_checkpoint_dirs.py

import argparse
import hashlib
import json
from pathlib import Path


TEXT_EXTENSIONS = {
    ".json",
    ".txt",
    ".md",
    ".model",
    ".py",
    ".yaml",
    ".yml",
    ".ini",
}


def sha256_file(path: Path, chunk_size: int = 1024 * 1024) -> str:
    """计算文件的 SHA256，便于判断两个文件是否完全一致。"""
    digest = hashlib.sha256()
    with open(path, "rb") as f:
        while True:
            chunk = f.read(chunk_size)
            if not chunk:
                break
            digest.update(chunk)
    return digest.hexdigest()


def collect_files(root: Path) -> dict[str, Path]:
    """收集目录下所有文件，并转成相对路径 -> 绝对路径的映射。"""
    files = {}
    for path in root.rglob("*"):
        if path.is_file():
            rel_path = path.relative_to(root).as_posix()
            files[rel_path] = path
    return files


def safe_load_json(path: Path):
    """尽量把 json 文件读出来；读失败时返回 None。"""
    try:
        with open(path, "r", encoding="utf-8") as f:
            return json.load(f)
    except Exception:
        return None


def compare_json_dict(a, b, prefix="") -> list[str]:
    """递归比较两个 json/dict，输出简洁差异。"""
    diffs = []
    if type(a) is not type(b):
        diffs.append(f"{prefix or '<root>'}: type {type(a).__name__} != {type(b).__name__}")
        return diffs

    if isinstance(a, dict):
        keys = sorted(set(a.keys()) | set(b.keys()))
        for key in keys:
            new_prefix = f"{prefix}.{key}" if prefix else str(key)
            if key not in a:
                diffs.append(f"{new_prefix}: missing in A")
            elif key not in b:
                diffs.append(f"{new_prefix}: missing in B")
            else:
                diffs.extend(compare_json_dict(a[key], b[key], new_prefix))
        return diffs

    if isinstance(a, list):
        if len(a) != len(b):
            diffs.append(f"{prefix or '<root>'}: list len {len(a)} != {len(b)}")
            return diffs
        for idx, (va, vb) in enumerate(zip(a, b)):
            diffs.extend(compare_json_dict(va, vb, f"{prefix}[{idx}]"))
        return diffs

    if a != b:
        diffs.append(f"{prefix or '<root>'}: {a!r} != {b!r}")
    return diffs


def group_by_top_level(paths: set[str]) -> dict[str, list[str]]:
    """把相对路径按顶层目录分组，方便看哪个模块有差异。"""
    grouped = {}
    for rel_path in sorted(paths):
        top = rel_path.split("/", 1)[0]
        grouped.setdefault(top, []).append(rel_path)
    return grouped


def compare_dirs(dir_a: Path, dir_b: Path, max_diffs: int = 50) -> dict:
    """比较两个 checkpoint 目录，输出结构、哈希和 json 级别的差异摘要。"""
    files_a = collect_files(dir_a)
    files_b = collect_files(dir_b)

    set_a = set(files_a.keys())
    set_b = set(files_b.keys())

    only_a = set_a - set_b
    only_b = set_b - set_a
    common = sorted(set_a & set_b)

    identical_files = []
    different_files = []
    json_diffs = {}

    for rel_path in common:
        path_a = files_a[rel_path]
        path_b = files_b[rel_path]

        same_hash = sha256_file(path_a) == sha256_file(path_b)
        if same_hash:
            identical_files.append(rel_path)
            continue

        record = {
            "path": rel_path,
            "size_a": path_a.stat().st_size,
            "size_b": path_b.stat().st_size,
            "sha256_a": sha256_file(path_a),
            "sha256_b": sha256_file(path_b),
        }
        different_files.append(record)

        if path_a.suffix.lower() in TEXT_EXTENSIONS and path_b.suffix.lower() in TEXT_EXTENSIONS:
            json_a = safe_load_json(path_a)
            json_b = safe_load_json(path_b)
            if json_a is not None and json_b is not None:
                diffs = compare_json_dict(json_a, json_b)
                if diffs:
                    json_diffs[rel_path] = diffs[:max_diffs]

    return {
        "dir_a": str(dir_a),
        "dir_b": str(dir_b),
        "file_count_a": len(files_a),
        "file_count_b": len(files_b),
        "only_in_a_count": len(only_a),
        "only_in_b_count": len(only_b),
        "identical_file_count": len(identical_files),
        "different_file_count": len(different_files),
        "only_in_a_grouped": group_by_top_level(only_a),
        "only_in_b_grouped": group_by_top_level(only_b),
        "sample_identical_files": identical_files[:30],
        "sample_different_files": different_files[:30],
        "json_diffs": json_diffs,
    }


def main():
    """脚本入口：比较两个模型目录并输出报告。"""
    parser = argparse.ArgumentParser(
        description="Compare two checkpoint directories by file tree, hashes, and JSON configs."
    )
    parser.add_argument("--dir-a", required=True, help="First checkpoint root directory.")
    parser.add_argument("--dir-b", required=True, help="Second checkpoint root directory.")
    parser.add_argument(
        "--report-path",
        default=None,
        help="Optional path to save the comparison report as JSON.",
    )
    parser.add_argument(
        "--max-json-diffs",
        type=int,
        default=50,
        help="Maximum number of JSON diff entries stored per file.",
    )
    args = parser.parse_args()

    dir_a = Path(args.dir_a)
    dir_b = Path(args.dir_b)

    if not dir_a.exists():
        raise FileNotFoundError(f"Directory not found: {dir_a}")
    if not dir_b.exists():
        raise FileNotFoundError(f"Directory not found: {dir_b}")

    report = compare_dirs(dir_a, dir_b, max_diffs=args.max_json_diffs)

    if args.report_path:
        report_path = Path(args.report_path)
        report_path.parent.mkdir(parents=True, exist_ok=True)
        with open(report_path, "w", encoding="utf-8") as f:
            json.dump(report, f, indent=2)
        print(f"Report written to: {report_path}")

    print(f"Compared: {dir_a} vs {dir_b}")
    print(f"Files only in A: {report['only_in_a_count']}")
    print(f"Files only in B: {report['only_in_b_count']}")
    print(f"Identical files: {report['identical_file_count']}")
    print(f"Different files: {report['different_file_count']}")

    if report["only_in_a_grouped"]:
        print("Top-level paths only in A:")
        for top, paths in report["only_in_a_grouped"].items():
            print(f"  {top}: {len(paths)}")

    if report["only_in_b_grouped"]:
        print("Top-level paths only in B:")
        for top, paths in report["only_in_b_grouped"].items():
            print(f"  {top}: {len(paths)}")

    if report["sample_different_files"]:
        print("Sample different files:")
        for item in report["sample_different_files"][:10]:
            print(f"  {item['path']}")


if __name__ == "__main__":
    main()