"""快速测试 fin_* Milvus 检索（需先 build_collections 灌库）。"""
from __future__ import annotations

import sys
from pathlib import Path

ROOT = Path(__file__).resolve().parents[2]
sys.path.insert(0, str(ROOT))

from app.tool.embedding_tool import get_embedder
from app.tool.milvus_tool import get_milvus_client

e = get_embedder()
m = get_milvus_client()

try:
    v = e.embed("R3中风险产品有哪些")
    hits = m.search("fin_product", v, top_k=3)
    print("=== 产品检索 ===")
    for h in hits:
        print(f"score={h.get('score', 0):.4f} | {(h.get('chunk_text') or '')[:100]}")

    v2 = e.embed("开户需要什么材料")
    hits2 = m.search("fin_faq", v2, top_k=3)
    print("\n=== FAQ 检索 ===")
    for h in hits2:
        print(f"score={h.get('score', 0):.4f} | {(h.get('chunk_text') or '')[:100]}")

    v3 = e.embed("投资者适当性匹配规则")
    hits3 = m.search("fin_policy", v3, top_k=3)
    print("\n=== 政策检索 ===")
    for h in hits3:
        print(f"score={h.get('score', 0):.4f} | {(h.get('chunk_text') or '')[:100]}")
finally:
    m.close()