feat: 客服对话支持寒暄回复与跑题拒答
问候不再写入槽位;明显无关问题直接拒绝,知识库未命中时明确说明无法回答,并继续合理追问。 Co-authored-by: haijd <haijd@163.com>
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+68
-13
@@ -4,7 +4,17 @@ from typing import Any
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from .config_loader import business_config
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from .decision import evaluate_tree
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from .retrieval import retrieve_for_scheme
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from .intent import (
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greeting_reply,
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has_offtopic_topic,
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is_domain_related,
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is_greeting,
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looks_like_question,
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looks_off_topic,
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refuse_reply,
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should_write_slot,
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)
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from .retrieval import retrieve_for_scheme, retrieve_question
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from .session_store import (
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Session,
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looks_like_handoff,
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@@ -25,34 +35,79 @@ def handle_message(session_id: str, message: str) -> dict[str, Any]:
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text = (message or "").strip()
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session.messages.append({"role": "user", "content": text})
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nxt = next_slot_prompt(business_config.slots, session.slots)
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next_prompt = nxt["prompt"] if nxt else None
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if looks_like_handoff(text, business_config.handoff_phrases):
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session.phase = "handoff"
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reply = "已为您标记转人工。请留下称呼与联系方式,销售同事会跟进。(原型:仅记录意图,未接 Chatwoot)"
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return _finish(session, reply, need_handoff=True)
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# fill slots while collecting
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if session.phase in ("collecting", "scheme_ready"):
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# 寒暄:回问候 + 合理追问,绝不把 hello 写进槽位
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if is_greeting(text):
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return _finish(session, greeting_reply(next_prompt), asking_slot=nxt["id"] if nxt else None)
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# 明显跑题:拒答并拉回当前追问
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if looks_off_topic(text):
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return _finish(
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session,
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refuse_reply("off_topic", next_prompt),
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asking_slot=nxt["id"] if nxt else None,
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)
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# 业务相关自由提问:先查知识库;没命中则拒答,不强行灌槽
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# 同时夹带明显跑题话题(如「记录仪能炒股吗」)→ 直接拒答
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if looks_like_question(text) and is_domain_related(text):
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if has_offtopic_topic(text):
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return _finish(
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session,
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refuse_reply("off_topic", next_prompt),
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asking_slot=nxt["id"] if nxt else None,
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)
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qa = retrieve_question(text)
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if not qa.chunks:
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return _finish(
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session,
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refuse_reply("kb_miss", next_prompt),
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asking_slot=nxt["id"] if nxt else None,
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)
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lines = ["根据知识库,简要说明如下:", ""]
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for citation in qa.chunks[:3]:
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lines.append(f"- {citation.get('title')}:{citation.get('content')}")
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if next_prompt and session.phase == "collecting":
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lines.append("")
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lines.append(f"若要继续匹配方案:{next_prompt}")
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return _finish(session, "\n".join(lines), asking_slot=nxt["id"] if nxt else None)
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# 正常收集槽位
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if session.phase in ("collecting", "scheme_ready") and should_write_slot(text):
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session.slots = naive_fill_slots(text, business_config.slots, session.slots)
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nxt = next_slot_prompt(business_config.slots, session.slots)
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if nxt and session.phase == "collecting":
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# first turn with empty slots: greet + first question
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if len(session.messages) == 1 and not any(session.slots.values()):
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# put first user utterance into first slot if they already answered something
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session.slots = naive_fill_slots(text, business_config.slots, session.slots)
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nxt = next_slot_prompt(business_config.slots, session.slots)
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if nxt:
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reply = nxt["prompt"]
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return _finish(session, reply, asking_slot=nxt["id"])
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reply = nxt["prompt"]
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return _finish(session, reply, asking_slot=nxt["id"])
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# all required (+ optional asked or filled) → scheme
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# 槽位齐了 → 出方案;知识库完全无依据时明确说明无法背书
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decision = evaluate_tree(business_config.rules, session.slots)
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confidence = float(decision.get("confidence") or 0)
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need_handoff = bool(decision.get("handoff")) or confidence < business_config.handoff_confidence_below
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bundle = list(decision.get("product_bundle") or [])
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retrieval = retrieve_for_scheme(session.slots, bundle)
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# 槽位内容本身不像业务需求,且检索也空 → 拒答
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slot_blob = " ".join(str(v) for v in session.slots.values() if v)
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if not is_domain_related(slot_blob) and not retrieval.chunks:
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reply = refuse_reply("kb_miss", None)
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session.phase = "collecting"
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# 清空无效槽,避免一直卡在坏状态
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session.slots = {}
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first = next_slot_prompt(business_config.slots, session.slots)
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if first:
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reply = refuse_reply("off_topic", first["prompt"])
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return _finish(session, reply, asking_slot=first["id"])
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return _finish(session, reply)
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scheme = {
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"tech_line": decision.get("tech_line"),
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"product_bundle": bundle,
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@@ -93,7 +148,7 @@ def handle_message(session_id: str, message: str) -> dict[str, Any]:
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lines.append(f"- {citation['title']}:{citation['content']}")
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else:
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lines.append("")
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lines.append("知识库未给出可引用片段,请勿把上述组合当成已确认报价。")
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lines.append("知识库未给出可引用片段,请勿把上述组合当成已确认报价。若问题超出资料范围,我无法保证回答准确。")
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if need_handoff or retrieval.warning:
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lines.append("")
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lines.append("建议转人工确认后再发给客户。可在右侧留下称呼和电话。")
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