落地空运群内协同与锁舱出站。
群里按 BOT 通道激活当前工单、航线报价和成交跟进;没有 TMS 报价编号时用工单字段补齐仍调锁舱,避免被本地规则拦住。 Co-authored-by: Cursor <cursoragent@cursor.com>
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@@ -17,9 +17,102 @@ logger = logging.getLogger(__name__)
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INTENT_FIELDS = "collab_fields"
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INTENT_QUOTE = "product_quote"
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INTENT_DISSOLVE = "dissolve"
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INTENT_KEEP_TMS = "quote_keep_tms"
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INTENT_DROP_TMS = "quote_drop_tms"
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INTENT_CONFIRM_TMS = "quote_confirm_tms"
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INTENT_DEAL = "deal_won"
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INTENT_LOST = "deal_lost"
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INTENT_NEGOTIATE = "deal_negotiate"
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INTENT_OTHER = "other"
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_VALID = {INTENT_FIELDS, INTENT_QUOTE, INTENT_DISSOLVE, INTENT_OTHER}
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_VALID = {
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INTENT_FIELDS,
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INTENT_QUOTE,
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INTENT_DISSOLVE,
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INTENT_KEEP_TMS,
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INTENT_DROP_TMS,
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INTENT_CONFIRM_TMS,
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INTENT_DEAL,
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INTENT_LOST,
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INTENT_NEGOTIATE,
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INTENT_OTHER,
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}
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# 口令不写死:这两句是建议说法,相近意思也认。有金额的仍当报价。
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# 问句列了 1/2 时,产品常回「第一个」而不是整句口令。
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_KEEP_HINTS = (
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"在tms基础上",
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"在tms上改",
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"保留tms",
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"按tms改",
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"按tms的改",
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"留着tms",
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"在原来基础上",
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"在原报价上",
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"在原基础上",
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)
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_KEEP_CHOICE = {
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"1",
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"1.",
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"1、",
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"一",
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"第一",
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"第一个",
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"第一条",
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"选项1",
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"选项一",
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"选1",
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"选一",
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"第1",
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"第1个",
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}
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_DROP_CHOICE = {
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"2",
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"2.",
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"2、",
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"二",
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"第二",
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"第二个",
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"第二条",
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"选项2",
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"选项二",
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"选2",
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"选二",
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"第2",
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"第2个",
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}
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# 先认未成交,避免「未成交」被「成交」误伤。
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_LOST_HINTS = ("未成交", "没成交", "没有成交", "没做成", "黄了")
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_NEGOTIATE_HINTS = ("协商中", "继续谈", "再谈谈", "还在谈")
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_DEAL_HINTS = ("成交", "成了", "做成了", "已经成交", "搞定了")
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_CONFIRM_CHOICE = {
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"确认报价",
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"确认该报价",
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"确认这个报价",
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"确认tms报价",
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"沿用该价",
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"沿用tms",
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"沿用tms报价",
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}
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_CONFIRM_HINTS = (
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"确认报价",
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"确认该报价",
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"确认这个报价",
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"确认tms报价",
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"沿用该价",
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"沿用tms",
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)
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_DROP_HINTS = (
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"不用tms报价",
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"不要tms报价",
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"不用tms",
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"不要tms",
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"不要tms的价",
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"按我的报价",
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"按我刚才报",
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"只用我的",
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"全部按我",
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)
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def classify_group_text(
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@@ -51,18 +144,80 @@ def classify_group_text(
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if use_net and getattr(settings, "llm_data_usage_confirmed", False):
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got = _classify_with_model(raw, settings)
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if got in _VALID:
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hinted_confirm = _hint_confirm_tms(raw)
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if hinted_confirm and got in {INTENT_OTHER, INTENT_FIELDS}:
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logger.info("群意图模型判成%s,按口令改回 %s text=%s", got, hinted_confirm, raw[:40])
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return hinted_confirm
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hinted_tms = _hint_tms_choice(raw)
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if hinted_tms and got in {INTENT_OTHER, INTENT_FIELDS}:
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logger.info("群意图模型判成%s,按口令改回 %s text=%s", got, hinted_tms, raw[:40])
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return hinted_tms
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hinted_deal = _hint_deal_outcome(raw)
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# 销售说成交时,模型不能把群拆了。
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if hinted_deal and got == INTENT_DISSOLVE:
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logger.warning("群意图模型把成交判成解散,改回 %s text=%s", hinted_deal, raw[:40])
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return hinted_deal
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return got
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except Exception:
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logger.exception("群意图模型失败,回退标签字段")
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if extract_collab_fields(raw):
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return INTENT_FIELDS
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from agent.llm.extract_text import extract_product_quote
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if extract_product_quote(raw):
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return INTENT_QUOTE
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confirmed = _hint_confirm_tms(raw)
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if confirmed:
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return confirmed
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hinted = _hint_tms_choice(raw)
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if hinted:
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return hinted
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closed = _hint_deal_outcome(raw)
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if closed:
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return closed
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if extract_collab_fields(raw):
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return INTENT_FIELDS
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return INTENT_OTHER
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def _norm_intent_text(text: str) -> str:
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return (text or "").replace(" ", "").replace(" ", "").lower()
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def _hint_confirm_tms(text: str) -> str:
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"""沿用当前 TMS 价。口令不写死,确认报价 / 沿用该价都认。"""
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blob = _norm_intent_text(text)
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if blob in _CONFIRM_CHOICE:
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return INTENT_CONFIRM_TMS
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if any(x in blob for x in _CONFIRM_HINTS):
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return INTENT_CONFIRM_TMS
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return ""
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def _hint_tms_choice(text: str) -> str:
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"""相近口令回退。有价格的句子不会走到这里。整句是 1/第一个 也认。"""
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blob = _norm_intent_text(text)
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if blob in _KEEP_CHOICE:
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return INTENT_KEEP_TMS
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if blob in _DROP_CHOICE:
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return INTENT_DROP_TMS
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if any(x in blob for x in _KEEP_HINTS):
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return INTENT_KEEP_TMS
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if any(x in blob for x in _DROP_HINTS):
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return INTENT_DROP_TMS
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return ""
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def _hint_deal_outcome(text: str) -> str:
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"""成交/未成交/协商中:建议说法 + 相近口语。"""
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blob = _norm_intent_text(text)
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if any(x in blob for x in _LOST_HINTS):
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return INTENT_LOST
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if any(x in blob for x in _NEGOTIATE_HINTS):
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return INTENT_NEGOTIATE
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if any(x in blob for x in _DEAL_HINTS):
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return INTENT_DEAL
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return ""
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def _classify_with_model(text: str, settings) -> str:
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"""DeepSeek 只回一个意图词。失败空串。"""
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from agent.llm.http_client import LlmHttpClient
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@@ -72,10 +227,17 @@ def _classify_with_model(text: str, settings) -> str:
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system = (
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"你是海运协同群意图分类。只回复一个英文词,不要解释。"
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"collab_fields=在补贸易条款/货好时间/商品海关编码/含油含电含磁;"
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"product_quote=产品在报价格或费用;"
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"product_quote=产品在报价格或费用(含具体金额);"
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"quote_confirm_tms=产品确认沿用当前TMS报价,没有报新金额;"
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"quote_keep_tms=要在已有TMS报价上改,没有报新金额;"
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"quote_drop_tms=不要TMS、只用产品刚报的价,没有报新金额;"
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"deal_won=销售确认这单成交了;"
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"deal_lost=销售确认这单未成交;"
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"deal_negotiate=销售要继续协商;"
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"dissolve=要把这个协同群解散;"
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"other=闲聊、问候、对询价港口的随口更正(不当改单)。"
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"一句话里既补字段又报价,回 product_quote。"
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"有金额就是 product_quote,不要判成 quote_keep_tms。"
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)
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data = client.chat(
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mode=LlmMode.ORDERED_ACTIONS,
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@@ -85,7 +247,18 @@ def _classify_with_model(text: str, settings) -> str:
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],
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)
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content = str(getattr(data, "content", "") or "").strip().lower()
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for token in (INTENT_QUOTE, INTENT_DISSOLVE, INTENT_FIELDS, INTENT_OTHER):
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for token in (
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INTENT_QUOTE,
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INTENT_CONFIRM_TMS,
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INTENT_KEEP_TMS,
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INTENT_DROP_TMS,
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INTENT_LOST,
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INTENT_NEGOTIATE,
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INTENT_DEAL,
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INTENT_DISSOLVE,
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INTENT_FIELDS,
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INTENT_OTHER,
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):
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if token in content:
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return token
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return ""
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