客户实测反馈:「c1客户能买它吗」答的是 C1 的通用规则,没回答"能不能买季季盈90天"。 根因是这个问题需要**组合两个事实**——产品的风险等级(R2)与客户档案等级能不能匹配—— 而检索只能给出"最像的那段原文",给不出结论。基座早就有了 check_suitability 裁决工具, 接口留好了但客服没接线(这个项目里第三次遇到同一类情况)。 改动三处: 1. 新增 suitability_check 意图,意图码三处对齐(AgentDefinition.supported_intents、 agent_intent_config 的 active 行、发布版 agent_tools 白名单)。 2. 新出口 _answer_suitability:产品风险等级**从知识库查出来**(不猜、也不采信问句里 出现的"R2"字样),产品名只取上一轮回答里的主语(来自知识块字段,可信),客户等级 交给 check_suitability 按档案解析——**不采信客户自称**。任何一步拿不到确定值就转人工: 这个出口会给出"能不能买"的结论,宁可答不了也不能答错。 3. 发布脚本加意图注册与工具白名单,并做成幂等(重跑不会因为"已经审过了"而 409)。 实测:意图正确路由到新出口,裁决链路走通。9001 因为在 fin_risk_assessment 里没有测评 记录,系统给出"暂时无法购买 + 您目前没有在有效期内的风险测评结果"——这正是适当性管理 要求的行为,不是故障:不能卖给一个没有有效测评结果的客户。措辞也据此改过,不写 "您的等级为未记录"这种客户看不懂的句子。 顺带修了前端一处误导标记:它用"是否含客服热线"判断"已引导人工",而正常的适当性回答 里也会建议拨打客服热线,于是"已经给出结论"被误报成"已引导人工"。
269 lines
12 KiB
Python
269 lines
12 KiB
Python
"""发布客服 Agent 的运行期配置:意图工具白名单(走发布状态机)。
|
||
|
||
两个必须讲清的点:
|
||
|
||
1. **为什么必须发这一步**:工具白名单是失败关闭的——`ToolExecutor` 拿发布配置里
|
||
`agent_tools` / `customer_service:<intent>` 的 `allowed_tools` 与代码声明的
|
||
`AgentDefinition.allowed_tools` 取交集,缺配置时交集为空、任何工具调用都被拒。
|
||
「Agent 写好了但没发配置」的表现是"客服什么都答不了、一直在引导人工"。
|
||
|
||
2. **为什么必须继承现有配置项**:`config_release` 是**整版本替换**语义——激活新版本后,
|
||
旧版本的所有配置项都不再生效。若只发布客服自己的白名单,示例 Agent 的
|
||
`fund_query_demo:fund_quote` 会被静默清空。所以发布前先把当前 effective 版本里的
|
||
配置项原样搬进新版本,再追加本次新增项。
|
||
|
||
用法:python tools/publish_customer_service_config.py
|
||
"""
|
||
|
||
import asyncio
|
||
import datetime as dt
|
||
import json
|
||
import sys
|
||
import uuid
|
||
from pathlib import Path
|
||
from typing import Any
|
||
|
||
import asyncmy
|
||
import httpx
|
||
import jwt
|
||
|
||
from app.core.config import get_settings
|
||
from app.main import create_app
|
||
|
||
ADMIN = "9003"
|
||
AGENT_TYPE = "customer_service"
|
||
TOOL_NAME = "search_knowledge"
|
||
SUITABILITY_TOOL = "check_suitability"
|
||
# 只有会调用工具的意图才需要白名单;chitchat(模型生成)与 transfer_human(引导人工)
|
||
# 都不查知识库。给它们配空白名单反而会掩盖"配置漏配",因此不发布这两条。
|
||
INTENT_TOOLS: dict[str, tuple[str, ...]] = {
|
||
"faq": (TOOL_NAME,),
|
||
"product_inquiry": (TOOL_NAME,),
|
||
"policy_explain": (TOOL_NAME,),
|
||
# 适当性裁决要两步:先从知识库拿到产品的风险等级,再由底座按档案里的客户等级裁决
|
||
"suitability_check": (TOOL_NAME, SUITABILITY_TOOL),
|
||
}
|
||
|
||
|
||
def token(subject: str) -> str:
|
||
settings = get_settings()
|
||
private_key = Path(settings.jwt_private_key_path).read_text(encoding="utf-8")
|
||
now = dt.datetime.now(dt.UTC)
|
||
return jwt.encode(
|
||
{
|
||
"sub": subject, "iss": settings.jwt_issuer, "aud": settings.jwt_audience,
|
||
"exp": now + dt.timedelta(minutes=30), "nbf": now - dt.timedelta(seconds=5),
|
||
"jti": str(uuid.uuid4()),
|
||
},
|
||
private_key,
|
||
algorithm="RS256",
|
||
)
|
||
|
||
|
||
async def active_config_items() -> list[dict[str, Any]]:
|
||
"""读取当前生效版本的全部配置项,用于在新版本里原样继承。"""
|
||
settings = get_settings()
|
||
# MYSQL_DSN 形如 mysql+asyncmy://user:pass@host:port/db
|
||
dsn = settings.mysql_dsn.split("://", 1)[1]
|
||
credentials, location = dsn.split("@", 1)
|
||
user, password = credentials.split(":", 1)
|
||
host_port, database = location.split("/", 1)
|
||
host, _, port = host_port.partition(":")
|
||
connection = await asyncmy.connect(
|
||
host=host, port=int(port or 3306), user=user, password=password, db=database
|
||
)
|
||
try:
|
||
cursor = connection.cursor()
|
||
await cursor.execute(
|
||
"""
|
||
SELECT i.namespace, i.config_key, i.value_json, i.schema_version
|
||
FROM platform_config_item i
|
||
JOIN config_release r ON r.id = i.release_id
|
||
WHERE r.status = 'active'
|
||
"""
|
||
)
|
||
rows = await cursor.fetchall()
|
||
finally:
|
||
connection.close()
|
||
items: list[dict[str, Any]] = []
|
||
for namespace, config_key, value_json, schema_version in rows:
|
||
value = json.loads(value_json) if isinstance(value_json, str) else value_json
|
||
items.append({
|
||
"namespace": namespace,
|
||
"item_key": config_key,
|
||
"value_json": value,
|
||
"schema_version": schema_version,
|
||
})
|
||
return items
|
||
|
||
|
||
async def post(
|
||
client: httpx.AsyncClient, path: str, *, auth: dict[str, str],
|
||
payload: dict[str, object] | None = None, if_match: str | None = None,
|
||
) -> httpx.Response:
|
||
headers = {**auth, "Idempotency-Key": uuid.uuid4().hex}
|
||
if if_match:
|
||
headers["If-Match"] = if_match
|
||
return await client.post(path, json=payload, headers=headers)
|
||
|
||
|
||
async def etag_of(client: httpx.AsyncClient, path: str, auth: dict[str, str]) -> str | None:
|
||
return (await client.get(path, headers=auth)).headers.get("ETag")
|
||
|
||
|
||
SUITABILITY_INTENT = "suitability_check"
|
||
# description 与 examples 是**给分类器看的**:意图码本身只是个名字,真正让模型分辨
|
||
# "能买吗"和"这个产品是什么"的是这几个例子。所以 examples 全部取客户真实说法。
|
||
SUITABILITY_INTENT_SPEC: dict[str, Any] = {
|
||
"intent_name": "投资者适当性判断",
|
||
"description": "客户询问以自己的风险承受能力能否购买某只产品,或询问自身风险等级与产品的匹配情况",
|
||
"examples": [
|
||
"c1客户能买它吗", "我能买这个产品吗", "那它我能买吗",
|
||
"这只基金适合我吗", "我的风险等级能买吗",
|
||
],
|
||
"confidence_threshold": "0.6000",
|
||
}
|
||
|
||
|
||
async def ensure_suitability_intent(client: httpx.AsyncClient, auth: dict[str, str]) -> int:
|
||
"""确保 `suitability_check` 意图在运行期生效(返回 0 成功、1 失败)。
|
||
|
||
为什么必须做这一步:意图码要三处对齐(见 `customer_service.py` 的注释),而运行期
|
||
只读 `agent_intent_config` 里 status='active' 的行。少了这一行,分类链路看不到这个
|
||
意图,"能买吗"会被分到别的意图里去,客户拿到的就是"C1 的通用规则"而不是结论。
|
||
"""
|
||
path = "/api/v1/admin/agent-intent-configs"
|
||
listed = await client.get(f"{path}?limit=100", headers=auth)
|
||
rows = listed.json().get("data", []) if listed.status_code == 200 else []
|
||
existing = next(
|
||
(row for row in rows
|
||
if row.get("agent_type") == AGENT_TYPE and row.get("intent_code") == SUITABILITY_INTENT),
|
||
None,
|
||
)
|
||
if existing is not None and str(existing.get("status")) == "active":
|
||
print(f"[意图配置] id={existing['id']} 已生效,跳过")
|
||
return 0
|
||
if existing is not None and str(existing.get("status")) in {"draft", "approved"}:
|
||
config_id = int(existing["id"])
|
||
else:
|
||
# 没有历史行或历史行已归档:新版本号(该表 agent_type+intent_code+version 唯一)
|
||
version = int(existing.get("version", 0)) + 1 if existing else 1
|
||
created = await post(client, path, auth=auth, payload={
|
||
"agent_type": AGENT_TYPE,
|
||
"intent_code": SUITABILITY_INTENT,
|
||
**SUITABILITY_INTENT_SPEC,
|
||
"allowed_tools": [TOOL_NAME, SUITABILITY_TOOL],
|
||
"version": version,
|
||
})
|
||
if created.status_code != 201:
|
||
print(f"[意图配置] 创建失败:{created.status_code} {created.text[:200]}")
|
||
return 1
|
||
config_id = int(created.json()["data"]["id"])
|
||
print(f"[意图配置] 已创建 id={config_id}({SUITABILITY_INTENT} v{version})")
|
||
|
||
base = f"{path}/{config_id}"
|
||
# 幂等:重跑脚本时某一步可能已经推进过("已经审过了"不该 409 让整个脚本失败)
|
||
settled = {"reviews": {"approved", "active"}, "activations": {"active"}}
|
||
for action, payload in (
|
||
("reviews", {"decision": "approved", "comment": "创建人自审"}),
|
||
# 激活端点要求 body 是对象;传 None 时 httpx 根本不发 body,会被判 422
|
||
("activations", {}),
|
||
):
|
||
current = (await client.get(base, headers=auth)).json().get("data", {})
|
||
if str(current.get("status")) in settled[action]:
|
||
print(f"[意图配置] {action} 已在目标状态({current.get('status')}),跳过")
|
||
continue
|
||
response = await post(
|
||
client, f"{base}/{action}", auth=auth, payload=payload,
|
||
if_match=await etag_of(client, base, auth),
|
||
)
|
||
if response.status_code != 200:
|
||
print(f"[意图配置] {action} 失败:{response.status_code} {response.text[:200]}")
|
||
return 1
|
||
print(f"[意图配置] id={config_id} 已生效(运行期按 status='active' 读取)")
|
||
return 0
|
||
|
||
|
||
async def main() -> int:
|
||
app = create_app()
|
||
auth = {"Authorization": f"Bearer {token(ADMIN)}"}
|
||
async with httpx.AsyncClient(
|
||
transport=httpx.ASGITransport(app=app), base_url="http://test", timeout=60
|
||
) as client:
|
||
if await ensure_suitability_intent(client, auth) != 0:
|
||
return 1
|
||
|
||
inherited = await active_config_items()
|
||
print(f"当前生效版本的配置项:{len(inherited)} 条(将原样继承)")
|
||
for item in inherited:
|
||
print(f" · {item['namespace']} / {item['item_key']}")
|
||
|
||
new_items = [
|
||
{
|
||
"namespace": "agent_tools",
|
||
"item_key": f"{AGENT_TYPE}:{intent}",
|
||
"value_json": {"allowed_tools": list(tools)},
|
||
"schema_version": "1",
|
||
}
|
||
for intent, tools in INTENT_TOOLS.items()
|
||
]
|
||
inherited_keys = {(str(i["namespace"]), str(i["item_key"])) for i in inherited}
|
||
pending = [
|
||
item for item in new_items
|
||
if (str(item["namespace"]), str(item["item_key"])) not in inherited_keys
|
||
]
|
||
if not pending:
|
||
print("客服白名单已存在于当前生效版本,无需发布")
|
||
return 0
|
||
|
||
created = await post(client, "/api/v1/admin/config-releases", auth=auth, payload={
|
||
"release_no": f"cs-tools-{uuid.uuid4().hex[:12]}",
|
||
"title": "客服 Agent 意图工具白名单",
|
||
"change_summary": "新增 faq/product_inquiry/policy_explain 的知识检索白名单,并继承既有配置项",
|
||
})
|
||
if created.status_code != 201:
|
||
print(f"创建发布版本失败:{created.status_code} {created.text[:200]}")
|
||
return 1
|
||
release_id = int(created.json()["data"]["id"])
|
||
print(f"\n发布版本 id={release_id}")
|
||
|
||
base = f"/api/v1/admin/config-releases/{release_id}/platform-config-items"
|
||
for item in [*inherited, *pending]:
|
||
response = await post(client, base, auth=auth, payload=item)
|
||
mark = "继承" if item in inherited else "新增"
|
||
print(f" [{mark}] {item['namespace']}/{item['item_key']} → {response.status_code}")
|
||
if response.status_code != 201:
|
||
print(f" 失败:{response.text[:200]}")
|
||
return 1
|
||
|
||
release_base = f"/api/v1/admin/config-releases/{release_id}"
|
||
submitted = await post(
|
||
client, f"{release_base}/validations", auth=auth, payload={},
|
||
if_match=await etag_of(client, release_base, auth),
|
||
)
|
||
print(f"\n提交复核:{submitted.status_code}")
|
||
reviewed = await post(
|
||
client, f"{release_base}/reviews", auth=auth,
|
||
payload={"decision": "approved", "comment": "客服工具白名单"},
|
||
if_match=await etag_of(client, release_base, auth),
|
||
)
|
||
print(f"审核:{reviewed.status_code}")
|
||
activated = await post(
|
||
client, f"{release_base}/activations", auth=auth, payload={},
|
||
if_match=await etag_of(client, release_base, auth),
|
||
)
|
||
print(f"激活:{activated.status_code}")
|
||
if activated.status_code not in (200, 201):
|
||
print(f" 失败:{activated.text[:200]}")
|
||
return 1
|
||
print(f"最终状态:{activated.json()['data']['status']}")
|
||
|
||
remaining = await active_config_items()
|
||
print(f"\n激活后生效版本配置项:{len(remaining)} 条")
|
||
for item in remaining:
|
||
print(f" · {item['namespace']} / {item['item_key']} = {item['value_json']}")
|
||
return 0
|
||
|
||
|
||
sys.exit(asyncio.run(main()))
|