feat: Obsidian 知识库批量导入 + 语义搜索体验升级
- 新增 import_obsidian_kb.py 批量导入脚本(164篇入库,知识库186条) - parse_md_file 补强:来源fallback、相关装备/应用领域实体提取、 Obsidian双链去括号、原始类别/源文件路径存metadata、TYPE_MAP扩充 - search_similar 改进:智能摘要(中文2-gram拆词+加权段落匹配)、 min_similarity=0.3过滤、top_k 5→10、返回完整content_md - 前端搜索卡片升级:展开全文、关键词加粗渲染、相关度分档样式 - CLAUDE.md 状态更新 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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"""
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批量导入脚本:将 Obsidian 知识库目录下的 .md 文件
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导入 TPS 知识库(knowledge_items + knowledge_embeddings)。
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运行方式:
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cd backend && python -m scripts.import_obsidian_kb --limit 10
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cd backend && python -m scripts.import_obsidian_kb # 全量
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cd backend && python -m scripts.import_obsidian_kb --dry-run # 只预览不写库
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"""
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import argparse
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import sys
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from pathlib import Path
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from sqlmodel import Session, select
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from app.db.session import engine
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from app.models.knowledge import KnowledgeItem
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from app.services.knowledge_service import KnowledgeService
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# ── 默认 Obsidian 知识库根目录 ────────────────────────────────
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DEFAULT_OBSIDIAN_DIR = r"E:\AIworks\obsidian\MSTknowledge_base\知识库"
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# ── 跳过的目录名 ────────────────────────────────────────────────
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SKIP_DIRS = {".obsidian", "99-原始素材"}
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def collect_md_files(root: Path) -> list[Path]:
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"""递归收集 root 下所有 .md 文件,跳过 SKIP_DIRS 中的目录。"""
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md_files = []
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for p in root.rglob("*.md"):
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# 检查路径中是否包含跳过目录
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parts = p.relative_to(root).parts
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if any(skip in parts for skip in SKIP_DIRS):
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continue
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md_files.append(p)
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return sorted(md_files, key=lambda p: str(p.relative_to(root)))
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def check_exists(source_file_name: str) -> bool:
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"""查 knowledge_items 表,判断 source_file_name 是否已存在。"""
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with Session(engine) as session:
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stmt = select(KnowledgeItem).where(
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KnowledgeItem.source_file_name == source_file_name
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)
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existing = session.exec(stmt).first()
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return existing is not None
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def has_frontmatter(content: str) -> bool:
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"""检查文件内容是否包含 YAML frontmatter(--- 包裹)。"""
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stripped = content.strip()
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if not stripped.startswith("---"):
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return False
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# 找到第二个 ---
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second = stripped.find("---", 3)
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return second > 0
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def main():
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parser = argparse.ArgumentParser(description="批量导入 Obsidian 知识库 .md 文件到 TPS 知识库")
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parser.add_argument("--dir", type=str, default=DEFAULT_OBSIDIAN_DIR,
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help="Obsidian 知识库根目录")
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parser.add_argument("--limit", type=int, default=0,
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help="只处理前 N 个文件(测试用,0=全量)")
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parser.add_argument("--dry-run", action="store_true",
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help="只打印解析结果,不真正调 API 写库")
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args = parser.parse_args()
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root = Path(args.dir)
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if not root.is_dir():
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print(f"[ERROR] 目录不存在: {root}")
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sys.exit(1)
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# 收集文件
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md_files = collect_md_files(root)
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if not md_files:
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print("[ERROR] 未找到任何 .md 文件")
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sys.exit(1)
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total = len(md_files)
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if args.limit > 0:
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md_files = md_files[:args.limit]
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print(f"共发现 {total} 个 .md 文件,本次处理前 {len(md_files)} 个\n")
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else:
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print(f"共发现 {total} 个 .md 文件,开始全量导入...\n")
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if args.dry_run:
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print("【DRY-RUN 模式】只预览解析结果,不写入数据库\n")
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service = KnowledgeService()
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success_count = 0
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skip_exists_count = 0
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skip_empty_count = 0
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skip_no_fm_count = 0
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fail_count = 0
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processed = len(md_files)
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for idx, file_path in enumerate(md_files, 1):
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rel_path = str(file_path.relative_to(root)).replace("\\", "/")
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# 跳过空文件
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if file_path.stat().st_size == 0:
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print(f"[{idx}/{processed}] [SKIP] {rel_path} -- 空文件,跳过")
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skip_empty_count += 1
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continue
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# 读取内容
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try:
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content_bytes = file_path.read_bytes()
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except Exception as e:
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print(f"[{idx}/{processed}] [FAIL] {rel_path} -- 读取失败:{e}")
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fail_count += 1
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continue
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# 检查 frontmatter
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content_str = content_bytes.decode("utf-8", errors="replace")
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if not has_frontmatter(content_str):
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print(f"[{idx}/{processed}] [SKIP] {rel_path} -- 无 frontmatter,跳过")
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skip_no_fm_count += 1
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continue
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# 查重(用 Obsidian 相对路径作为 source_file_name)
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source_file_name = rel_path
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if check_exists(source_file_name):
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print(f"[{idx}/{processed}] [SKIP] {rel_path} -- 已存在,跳过")
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skip_exists_count += 1
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continue
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# dry-run 模式:只解析不入库
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if args.dry_run:
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try:
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parsed = service.parse_md_file(content_bytes, source_file_name)
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char_count = len(parsed["content_md"])
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print(f"[{idx}/{processed}] [PREVIEW] {rel_path}")
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print(f" title={parsed['title']}")
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print(f" source_type={parsed['source_type']}, author={parsed['author']}")
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print(f" metadata={parsed['metadata']}")
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print(f" entities={len(parsed['related_entities'] or [])}条, 正文{char_count}字")
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success_count += 1
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except Exception as e:
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print(f"[{idx}/{processed}] [FAIL] {rel_path} -- 解析失败:{e}")
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fail_count += 1
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continue
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# 正式入库
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try:
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parsed = service.parse_md_file(content_bytes, source_file_name)
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char_count = len(parsed["content_md"])
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service.store_md_file(file_content=content_bytes, file_name=source_file_name)
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print(f"[{idx}/{processed}] [OK] {rel_path} -- 入库成功({char_count}字,类型={parsed['source_type']})")
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success_count += 1
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except Exception as e:
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print(f"[{idx}/{processed}] [FAIL] {rel_path} -- 入库失败:{e}")
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fail_count += 1
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# 汇总
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print(f"\n{'='*60}")
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mode_label = "预览" if args.dry_run else "导入"
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print(f"{mode_label}完成:成功 {success_count} 篇"
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f" / 跳过(已存在) {skip_exists_count} 篇"
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f" / 跳过(空文件) {skip_empty_count} 篇"
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f" / 跳过(无frontmatter) {skip_no_fm_count} 篇"
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f" / 失败 {fail_count} 篇")
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print(f"{'='*60}")
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if __name__ == "__main__":
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main()
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