"""一次性修复: 纠正被误标为全文 PDF 的历史记录(Elsevier 摘要预览页 / 损坏文件)。 背景: Elsevier Article API 对未授权 / in-press 文章, application/pdf 端点会返回仅含 摘要的 1 页预览 PDF(魔数仍是 %PDF、体积也不小); 另有部分历史记录把 HTML 错误页 / 被截断的垃圾当 PDF 存了。旧抓取逻辑只校验魔数 + 体积, 都会误标 has_fulltext_pdf=True。 本命令核对本地 PDF, 分两类处理: - 预览页(1 页): has_fulltext_pdf 置回 False; 文件**仅在 --delete-file 时**删除。 - 损坏文件(非 PDF / pypdf 解析失败): has_fulltext_pdf 置回 False; 文件**总是删除** (dry-run 除外), 因为它根本不是有效全文, 留着无用且会污染下游解析。 两类在缺少 XML 全文(has_fulltext_xml=False)时, 一并把 has_fulltext 回退 False, 让其重新进入下载链路去找真正的全文; 并追加 fail_reason 标记供抓取任务排除。 性能: 读文件 + pypdf 解析是 CPU/IO 密集, 用 ProcessPoolExecutor 并行(--workers, 默认 CPU 核数); 数据库写入留在主进程串行(坏文件仅占少数, 非瓶颈, 也避免子进程共享 DB 连接)。 安全前提: "损坏"只在铁证下判定 —— 文件不以 %PDF 开头, 或已装 pypdf 且解析直接失败。 若未装 pypdf 且魔数正常但页数判不出, 归为 unknown, **不处理、绝不删除**。 强烈建议先 `pip install pypdf` 再跑, 否则只能处理魔数明显不符的坏文件。 用法: python manage.py fix_preview_pdf --dry-run python manage.py fix_preview_pdf # 纠正标记 + 删坏文件, 保留预览页文件 python manage.py fix_preview_pdf --delete-file # 并删除预览页文件 python manage.py fix_preview_pdf --workers 16 # 指定并发进程数 """ import os from concurrent.futures import ProcessPoolExecutor from django.conf import settings from django.core.management.base import BaseCommand from django.utils import timezone from apps.resm.models import Paper from apps.resm.pdf_utils import classify_pdf_file def _pdf_path(doi, pub_date): """按 doi + publication_date 推算 PDF 落盘路径(不创建目录, 只读用)。""" safe = doi.replace("/", "_") if pub_date is None: d = os.path.join(settings.BASE_DIR, "media/papers", "unknown") else: d = os.path.join(settings.BASE_DIR, "media/papers", str(pub_date.year), str(pub_date.month), str(pub_date.day)) return os.path.join(d, f"{safe}.pdf") def _batched(iterable, size): batch = [] for item in iterable: batch.append(item) if len(batch) >= size: yield batch batch = [] if batch: yield batch class Command(BaseCommand): help = "纠正被误标为全文的 Elsevier 预览页 / 损坏 PDF(多进程并发)" def add_arguments(self, parser): parser.add_argument("--dry-run", action="store_true", help="只统计, 不写库 / 不删文件") parser.add_argument("--limit", type=int, default=0, help="最多处理多少条 (0=不限)") parser.add_argument("--delete-file", action="store_true", help="同时删除预览页文件(坏文件无论该开关都会删)") parser.add_argument("--workers", type=int, default=0, help="并发进程数 (0=CPU 核数)") parser.add_argument("--batch", type=int, default=2000, help="每批处理多少条(控制内存与进度粒度)") def handle(self, *args, **opts): dry = opts["dry_run"] limit = opts["limit"] del_preview = opts["delete_file"] batch = max(1, opts["batch"]) workers = opts["workers"] or (os.cpu_count() or 4) qs = Paper.objects.filter( has_fulltext_pdf=True, doi__startswith="10.1016" ).order_by("id") total = qs.count() self.stdout.write( f"候选(has_fulltext_pdf=True 且 DOI 以 10.1016 开头): {total}; " f"workers={workers} batch={batch}" + (" (dry-run)" if dry else "")) rows_iter = qs.values( "id", "doi", "publication_date", "has_fulltext_xml", "fail_reason" ).iterator(chunk_size=batch) checked = preview = broken = only_pdf = deleted = 0 missing = unknown = 0 with ProcessPoolExecutor(max_workers=workers) as ex: stop = False for chunk in _batched(rows_iter, batch): if stop: break paths = [_pdf_path(r["doi"], r["publication_date"]) for r in chunk] results = ex.map(classify_pdf_file, paths, chunksize=32) for r, (_path, kind, pages) in zip(chunk, results): if limit and checked >= limit: stop = True break checked += 1 if kind == "missing": missing += 1 continue if kind in ("ok", "unknown", "unreadable"): if kind != "ok": unknown += 1 continue # kind in ('preview', 'broken'): 纠正标记 do_delete = (kind == "broken") or del_preview only_pdf_case = not r["has_fulltext_xml"] if kind == "preview": preview += 1 tag = f"preview {pages}p" reason = "elsevier_pdf_preview_only" else: broken += 1 tag = "broken" reason = "pdf_broken" if only_pdf_case: only_pdf += 1 self.stdout.write( f"[{tag}]{' (only-pdf)' if only_pdf_case else ''}" f"{' +rm' if do_delete else ''} {r['doi']} {_path}") if dry: continue fr = r["fail_reason"] if reason not in (fr or ""): fr = f"{fr};{reason}" if fr else f";{reason}" upd = {"has_fulltext_pdf": False, "fail_reason": fr, "update_time": timezone.now()} if only_pdf_case: upd["has_fulltext"] = False Paper.objects.filter(id=r["id"]).update(**upd) if do_delete: try: os.remove(_path) deleted += 1 except OSError: pass self.stdout.write( f" 进度 checked={checked}/{total} preview={preview} " f"broken={broken} deleted={deleted} missing={missing} " f"unknown={unknown}") self.stdout.write(self.style.SUCCESS( f"完成 检查={checked} 预览页={preview} 坏文件={broken} " f"(无XML全文一并回退has_fulltext={only_pdf}) 删除文件={deleted} " f"文件缺失={missing} 未知/跳过={unknown}" + (" (dry-run, 未写库)" if dry else "") ))