"""Customer-service intent recognition contract.""" from __future__ import annotations import logging from enum import StrEnum logger = logging.getLogger("rag.intent") class Intent(StrEnum): GUIDE_PURCHASE = "guide_purchase" WANT_ADVISOR = "want_advisor" NL2SQL_REQUEST = "nl2sql_request" COMPLAIN = "complain" KNOWLEDGE_QA = "knowledge_qa" NO_MATCH = "no_match" INTENT_VALUES = frozenset(item.value for item in Intent) async def intent_recognize(query: str, *, llm_client) -> Intent: if not query or not query.strip(): return Intent.NO_MATCH messages = [ { "role": "system", "content": "仅返回一个意图枚举值,不要输出解释。", }, {"role": "user", "content": query}, ] try: raw = await llm_client.chat(messages) except Exception: logger.exception("intent recognition failed") return Intent.NO_MATCH value = raw.strip().strip('`').lower() return Intent(value) if value in INTENT_VALUES else Intent.NO_MATCH