""" 检查 Qdrant 中实际存储的数据结构 """ import asyncio import sys from pathlib import Path sys.path.insert(0, str(Path(__file__).parent.parent)) from app.core.config import get_settings from app.core.qdrant_client import QdrantClient async def check_qdrant_data(): """检查 Qdrant 中的数据""" client = QdrantClient() qdrant = await client.get_client() tenant_id = "szmp@ash@2026" print(f"\n{'='*80}") print(f"检查租户 {tenant_id} 的 Qdrant 数据") print(f"{'='*80}") collections = await client.list_collections(tenant_id) print(f"\n找到 {len(collections)} 个集合:") for coll in collections: print(f" - {coll}") for collection_name in collections[:3]: print(f"\n{'='*80}") print(f"检查集合: {collection_name}") print(f"{'='*80}") try: points = await client.scroll_points( collection_name=collection_name, limit=5, ) print(f"\n找到 {len(points)} 条数据:") for i, point in enumerate(points, 1): payload = point.get('payload', {}) print(f"\n [{i}] id: {point.get('id')}") print(f" metadata 字段:") for key, value in payload.items(): if key != 'text' and key != 'vector': print(f" {key}: {value}") text = payload.get('text', '') if text: print(f" text 预览: {text[:100]}...") except Exception as e: print(f" 错误: {e}") if __name__ == "__main__": asyncio.run(check_qdrant_data())