"""CLI 演示:构建专家系统内核路由(默认 L0 零参数模式),跑样例查询并打印推理链。 用法: python scripts/demo.py [--query "自定义查询"] [--batch] [--trace] [--verbose] --trace 打印完整推理链(分类 → 拆解 DAG → 规则轨迹 → 子任务执行 → Judge) """ from __future__ import annotations import argparse import asyncio import sys from pathlib import Path if hasattr(sys.stdout, "reconfigure"): sys.stdout.reconfigure(encoding="utf-8") sys.stderr.reconfigure(encoding="utf-8") sys.path.insert(0, str(Path(__file__).resolve().parent.parent)) from router_system.router import build_router SAMPLE_QUERIES = [ "用 Python 写一个快速排序函数,并解释时间复杂度", "求解方程 x^2 - 5x + 6 = 0", "劳动合同里约定离职后两年内不得从事同行业,是否有效?", "高血压患者日常饮食需要注意什么?", "给我总结一下深度学习中注意力机制的优缺点", "为什么天空是蓝色的?", "帮我调试这段代码:def f(x): return x + 1 报 TypeError", "求 ∫ x^2 dx 从 0 到 1 的定积分是多少?", ] async def run_demo(router, queries, verbose: bool = False, trace: bool = False): for q in queries: r = await router.route(q) print("=" * 72) print(f"Q: {q}") print(f" domain={r.domain} difficulty={r.difficulty} conf={r.confidence:.2f} " f"upgraded={r.upgraded} quality={r.quality_score:.2f} model={r.model_used} " f"latency={r.latency_ms:.1f}ms cache={r.cache_hit}({r.cache_level}) cost=${r.cost_est:.6f}") print(f" route: {' -> '.join(r.route)}") if trace: # 拆解轨迹从 route 中展开为更可读的形式 plan_steps = [s for s in r.route if s.startswith("plan:") or ":" in s] print(" 推理链: " + " -> ".join(r.route)) if verbose: print(f" --- response ---\n{r.response[:600]}") async def main(): parser = argparse.ArgumentParser(description="多专家路由系统(专家系统内核)CLI 演示") parser.add_argument("--query", type=str, default=None, help="单条查询(覆盖默认样例)") parser.add_argument("--batch", action="store_true", help="批量模式(打印全部响应)") parser.add_argument("--verbose", action="store_true", help="打印响应正文") parser.add_argument("--trace", action="store_true", help="打印完整推理链") args = parser.parse_args() router = build_router() print("系统组件:", router.health()) print() if args.query: await run_demo(router, [args.query], verbose=True, trace=True) else: await run_demo(router, SAMPLE_QUERIES, verbose=args.verbose, trace=args.trace) print() print("=" * 72) print("运行指标:", router.stats.summary()) print("缓存统计:", router.cache.stats()) if __name__ == "__main__": asyncio.run(main())