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03c18c4d78
一、文案(前端约 1600 处,后端传到界面的约 880 处) - 术语统一:工作流层面用「运行」(继续运行、重新运行、试运行),节点和工具层面用「执行」,不再用「跑」; 总时长 / 执行时长 / 等待审批;服务端;助手;Agent;token;工作流;固定版本;模型接入;系统提示;批准 / 驳回;受管级别 - 口语改书面:取不到、没取回来、读不懂、连不上、多半、照样、兜底、揉成这类说法改成「无法 / 未能 / 失败 / 请」;去掉拟人写法 - 不再露出实现细节:界面上不写 checkpoint、同一拍、哈希(凭证处除外),不写改版历史(「以前…」「老数据」); 报错、校验、门禁、自动修复里裸写的配置键名和枚举值换成界面上的中文标签,由新的 backend/app/engine/labels.py 统一提供; 发布弹窗里结论句的选项不再是 off / require_citation - 同一件事只留一种说法:生成阶段文案、出具档位说明、画布锁定提示各合成一份 - 去掉界面上的工业场景示例(MES、ERP、「张工」「王工」)和真实产品名,换成通用示例 二、说错的提示(都有测试证明) - 数据库测连接失败时的专用提示以前从不出现(按报错文字全等比较,永远比不上):改为按错误类型判断,不再拼出重复的前缀 - 「设置 → 供应商」改指「设置 → 模型接入」;「在设置里建数据源」改指「数据」页 - 缺少 API Key、模型接入已停用的报错不再夹英文,写明去哪里填 - 两处原因说错(「这种引用在后续版本支持」「这一版还不支持」)改成真实原因 - 节点说明里不准确的说法改正:代码节点在 microVM 或系统沙箱中执行;报告撰写、口径卡的说明不再说过头 - 导出的证据 CSV 里两列同名,第三列改为「片段编号」 三、前后端对齐 - 前端按后端原文识别日志、报错的地方,新旧两种写法都认得(历史运行里存的是旧文字),逐条补了新旧原文的核对 - 后端交回模型的原指令放进单独的 for_model 字段,前端在解析响应时去掉,不会显示到界面上 四、检查 - 检查脚本里按原文匹配的断言改成新文案;改完会变成永远成立的反向断言逐条修正,并做了变异验证 - 新增 check-copy(静态扫描前端界面字符串和后端上界面的文案):再出现「跑」「后端」「多半」「令牌」、 界面上的 Copilot、裸写的配置键名、半角标点等就报错;确需保留的写进 scripts/copy-allow.json 并注明理由
415 lines
17 KiB
Python
415 lines
17 KiB
Python
"""跑完之后的复核层。
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核心不变量有两条,其余都是围着它们转的:
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1. 干净的运行**一次模型都不调**。复核是补救手段,不是每次问数的固定开销。
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2. 复核模型看不到原始数据,所以它写出来的任何新数字都是现编的,必须机械拦住。
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"""
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from __future__ import annotations
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import pytest
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from httpx import ASGITransport, AsyncClient
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from app.core.events import EventType
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from app.engine import review as rv
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from app.main import app
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@pytest.fixture
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async def client():
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transport = ASGITransport(app=app)
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async with AsyncClient(transport=transport, base_url="http://test") as c:
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yield c
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def ev(etype, **data):
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return {"type": str(etype), "node_id": data.pop("node_id", ""), "data": data}
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def warn(message, code=""):
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return ev(EventType.LOG, level="warn", message=message, code=code)
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OK_OUTPUT = {"结果": "管理员有 6 个。"}
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# --------------------------------------------------------------------------
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# scan:规则层
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# --------------------------------------------------------------------------
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def test_tool_error_is_broken():
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signals = rv.scan([ev(EventType.TOOL_ERROR, tool="db_query__x", error="no such table")],
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OK_OUTPUT)
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assert [s.kind for s in signals] == ["tool_error"]
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assert signals[0].severity == rv.BROKEN
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assert "no such table" in signals[0].detail
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def test_tool_error_then_success_is_only_degraded():
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"""自愈接住了就不该报"答案不可信"。
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参数自动纠正那条路每修一次就发一条 tool.error,不区分的话每次自愈
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都会触发一次复核,还告诉用户答案不可信——而它明明跑通了。
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"""
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signals = rv.scan([
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ev(EventType.TOOL_ERROR, tool="db_query__x", error="unexpected keyword 'query'"),
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ev(EventType.TOOL_END, tool="db_query__x"),
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], OK_OUTPUT)
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assert [s.kind for s in signals] == ["tool_args_fixed"]
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assert signals[0].severity == rv.DEGRADED
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def test_retrieve_degraded_and_empty():
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degraded = rv.scan([ev(EventType.RETRIEVE_END, count=3, degraded=True)], OK_OUTPUT)
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assert degraded[0].kind == "retrieve_degraded"
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assert degraded[0].severity == rv.DEGRADED
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empty = rv.scan([ev(EventType.RETRIEVE_END, count=0, query="商家账户")], OK_OUTPUT)
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assert empty[0].kind == "retrieve_empty"
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assert empty[0].severity == rv.BROKEN
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assert "商家账户" in empty[0].detail
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def test_specific_retrieve_reason_wins_over_the_generic_one():
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"""检索降级会发两条:knowledge.py 先发具体原因的 warn,再发 retrieve.end。
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两边都收就是同一件事报两遍,用户读到一条含糊的加一条具体的,还得自己
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判断是不是两个问题。
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"""
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signals = rv.scan([
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warn("default 里有 32 条向量由「local-hashing」建立,和当前的对不上", "retrieve_degraded"),
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ev(EventType.RETRIEVE_END, count=5, degraded=True),
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], OK_OUTPUT)
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assert len(signals) == 1
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assert "32 条向量" in signals[0].detail
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def test_node_and_run_failures_are_broken():
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signals = rv.scan([
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ev(EventType.NODE_FAILED, node_id="agent1", error="boom"),
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ev(EventType.RUN_FAILED, error="超时"),
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], OK_OUTPUT)
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assert {s.kind for s in signals} == {"node_failed", "run_failed"}
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assert all(s.severity == rv.BROKEN for s in signals)
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def test_warn_classified_by_code_not_by_message():
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"""分类挂在 code 上。消息是给人读的,随时会改。"""
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assert rv.scan([warn("agent 用满了 8 步还没给出结论。", "step_limit")], OK_OUTPUT)[0] \
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.severity == rv.BROKEN
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assert rv.scan([warn("第 1 次校验失败:不是合法 JSON", "validate_retry")], OK_OUTPUT)[0] \
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.severity == rv.DEGRADED
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def test_benign_warns_do_not_trigger_review():
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"""流式回退、隔离降级对答案内容零影响。
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为它们叫一次模型,等于每次网络抖一下就多花一次调用,还要用户读一句
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与结论无关的告警。轨迹里有记录就够了。
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"""
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events = [
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warn("流式输出失败,已改用非流式调用:connection reset", "stream_fallback"),
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warn("节点要求 strict 隔离,但 microVM 未就绪,实际使用了 seatbelt", "isolation_fallback"),
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]
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assert rv.scan(events, OK_OUTPUT) == []
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def test_warn_without_code_defaults_to_degraded():
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"""库里的老事件没有 code。宁可多说一句,也好过把真问题当噪音吞掉。"""
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signals = rv.scan([warn("某个没带 code 的告警")], OK_OUTPUT)
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assert [s.kind for s in signals] == ["warn"]
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assert signals[0].severity == rv.DEGRADED
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def test_empty_and_placeholder_output_are_broken():
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assert rv.scan([], None)[0].kind == "empty_output"
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assert rv.scan([], {"结果": ""})[0].kind == "empty_output"
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# run dd9927e6 真的把这句内部管道文案当答案交出去过
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leaked = {"结果": "本轮只执行了第一个工具。看到它的结果之后,再决定这一个还要不要调。"}
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assert rv.scan([], leaked)[0].kind == "placeholder_output"
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def test_duplicate_signals_collapse():
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"""一次运行里同一条告警发五遍,用户只需要看到一次。"""
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events = [warn("第 1 次校验失败:不是合法 JSON", "validate_retry")] * 5
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assert len(rv.scan(events, OK_OUTPUT)) == 1
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def test_scan_accepts_orm_like_rows():
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"""事件既可能是 dict 也可能是 ORM 行,两种都要吃得下。"""
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class Row:
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type = str(EventType.TOOL_ERROR)
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node_id = "n1"
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data = {"tool": "t", "error": "e"}
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assert rv.scan([Row()], OK_OUTPUT)[0].kind == "tool_error"
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def test_worst_and_should_retry():
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broken = rv.Signal("step_limit", "步数用满", rv.BROKEN)
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degraded = rv.Signal("retrieve_degraded", "检索降级", rv.DEGRADED)
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assert rv.worst([degraded, broken]) == rv.BROKEN
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assert rv.worst([degraded]) == rv.DEGRADED
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assert rv.worst([]) == ""
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assert rv.should_retry([broken]) is True
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# 检索什么都没查到,重跑一遍还是查不到——那不是重跑能解决的
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assert rv.should_retry([rv.Signal("retrieve_empty", "没命中", rv.BROKEN)]) is False
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assert rv.should_retry([degraded]) is False
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# --------------------------------------------------------------------------
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# check_numbers:不得新增数字
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# --------------------------------------------------------------------------
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def test_check_numbers_allows_reordering():
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original = "管理员有 6 个,商家有 5 个,占比 45.5%。"
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revised = "占比 45.5%。其中商家 5 个、管理员 6 个。"
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assert rv.check_numbers(original, revised) == []
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def test_check_numbers_catches_invented():
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invented = rv.check_numbers("管理员有 6 个。", "管理员有 6 个,商家有 5 个。")
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assert invented == ["5"]
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def test_check_numbers_ignores_prose_without_numbers():
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assert rv.check_numbers("管理员有 6 个。", "这次没能查到有效数据,建议重试。") == []
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# --------------------------------------------------------------------------
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# review:调模型那一段
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# --------------------------------------------------------------------------
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class FakeModel:
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"""最小的 with_structured_output 替身。calls 记录被调了几次。"""
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def __init__(self, reply):
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self.reply = reply
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self.calls = 0
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def with_structured_output(self, schema):
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return self
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async def ainvoke(self, messages):
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self.calls += 1
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if isinstance(self.reply, Exception):
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raise self.reply
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return self.reply
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SIGNALS = [rv.Signal("step_limit", "agent 用满了 8 步还没给出结论", rv.BROKEN)]
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@pytest.mark.asyncio
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async def test_review_annotates_without_rewriting():
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model = FakeModel({"note": "这次没跑完就收尾了。", "answer": "", "retry": True})
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result = await rv.review(model, question="有几个管理员", answer="管理员有 6 个。",
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signals=SIGNALS)
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assert result.verdict == "annotated"
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assert result.answer is None # 沿用原答案
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assert result.note == "这次没跑完就收尾了。"
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assert result.retry is True
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assert result.severity == rv.BROKEN
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@pytest.mark.asyncio
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async def test_review_adopts_clean_rewrite():
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model = FakeModel({
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"note": "步数用满了。", "answer": "管理员有 6 个(这个数可能不完整)。", "retry": False,
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})
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result = await rv.review(model, question="q", answer="管理员有 6 个。", signals=SIGNALS)
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assert result.verdict == "rewritten"
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assert result.answer == "管理员有 6 个(这个数可能不完整)。"
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# 规则层管资格、模型有否决权:step_limit 本来够格重跑,模型说不必就不跑
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assert result.retry is False
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@pytest.mark.asyncio
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async def test_model_cannot_force_an_unhelpful_retry():
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"""检索什么都没查到,重跑一遍还是查不到——模型说要重跑也不能听。
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否则就是白烧一次建图加一次跑图,而用户等的时间翻倍。
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"""
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model = FakeModel({"note": "知识库里没有这个。", "answer": "", "retry": True})
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result = await rv.review(
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model, question="q", answer="没查到。",
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signals=[rv.Signal("retrieve_empty", "知识库里没有检索到相关内容", rv.BROKEN)],
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)
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assert result.severity == rv.BROKEN
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assert result.retry is False
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@pytest.mark.asyncio
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async def test_review_reverts_rewrite_with_invented_numbers():
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"""复核手上只有原答案,它写出来的新数字只能是凭空来的。"""
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model = FakeModel({
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"note": "步数用满了。", "answer": "管理员有 6 个,商家有 5 个。", "retry": False,
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})
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result = await rv.review(model, question="q", answer="管理员有 6 个。", signals=SIGNALS)
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assert result.verdict == "reverted"
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assert result.answer is None # 那份正文一个字都不能用
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assert "5" in result.note # 但要说清是为什么退的
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assert "步数用满了。" in result.note # 说明本身还是要给
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@pytest.mark.asyncio
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async def test_review_survives_model_failure():
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"""复核只是加一层说明,它自己挂了不能把已经到手的答案也带走。"""
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model = FakeModel(RuntimeError("502"))
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result = await rv.review(model, question="q", answer="管理员有 6 个。", signals=SIGNALS)
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assert result.verdict == "annotated"
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assert result.answer is None
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assert result.note == SIGNALS[0].detail # 退回规则层自己的措辞
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assert result.retry is True
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@pytest.mark.asyncio
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async def test_review_survives_garbage_reply():
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model = FakeModel("这不是 JSON,也不是对象")
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result = await rv.review(model, question="q", answer="管理员有 6 个。", signals=SIGNALS)
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assert result.verdict == "annotated"
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assert result.note
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# --------------------------------------------------------------------------
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# 接口
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# --------------------------------------------------------------------------
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async def _make_run(client, output, events):
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"""直接落一条运行和它的事件,省掉真跑一遍图。"""
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from app.db.base import SessionLocal
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from app.db.models import Run, RunEvent
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async with SessionLocal() as session:
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run = Run(workflow_id=None, status="succeeded", output=output, graph={})
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session.add(run)
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await session.flush()
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for i, e in enumerate(events):
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session.add(RunEvent(
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run_id=run.id, seq=i + 1, type=e["type"],
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node_id=e["node_id"] or None, ts=0.0, data=e["data"],
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))
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await session.commit()
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return run.id
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@pytest.mark.asyncio
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async def test_clean_run_never_touches_the_model(client, monkeypatch):
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"""干净运行零成本——这条是整层设计的前提,要用「模型根本没被碰过」来断言。"""
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async def explode(*a, **k):
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raise AssertionError("干净的运行不该调模型")
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monkeypatch.setattr("app.providers.factory.get_chat_model", explode)
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monkeypatch.setattr("app.api.copilot.get_chat_model", explode)
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run_id = await _make_run(client, OK_OUTPUT, [
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ev(EventType.TOOL_START, tool="t"), ev(EventType.TOOL_END, tool="t"),
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])
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resp = await client.post("/api/copilot/review", json={"run_id": run_id, "question": "q"})
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assert resp.status_code == 200
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body = resp.json()
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assert body["verdict"] == "ok"
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assert body["signals"] == []
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assert body["answer"] is None
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@pytest.mark.asyncio
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async def test_review_endpoint_reports_signals(client, monkeypatch):
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"""没配模型时也得把规则层扫到的东西说出来,而不是静默放行。"""
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from app.providers.factory import ProviderNotConfigured
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async def unconfigured(*a, **k):
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raise ProviderNotConfigured("没有可用的 provider")
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monkeypatch.setattr("app.api.copilot.get_chat_model", unconfigured)
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run_id = await _make_run(client, OK_OUTPUT, [
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ev(EventType.TOOL_ERROR, tool="db_query__x", error="no such table: users"),
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])
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body = (await client.post(
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"/api/copilot/review", json={"run_id": run_id, "question": "q"}
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)).json()
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assert body["verdict"] == "annotated"
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assert body["severity"] == rv.BROKEN
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assert [s["kind"] for s in body["signals"]] == ["tool_error"]
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assert "no such table" in body["note"]
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assert body["retry"] is True
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@pytest.mark.asyncio
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async def test_review_endpoint_404(client):
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resp = await client.post("/api/copilot/review", json={"run_id": "没这个", "question": "q"})
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assert resp.status_code == 404
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# --------------------------------------------------------------------------
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# 带逐段证据的答案:只加说明,不改写
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# --------------------------------------------------------------------------
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class RecordingModel(FakeModel):
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def __init__(self, reply):
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super().__init__(reply)
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self.seen: list = []
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async def ainvoke(self, messages):
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self.seen.append(messages)
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return await super().ainvoke(messages)
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@pytest.mark.asyncio
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async def test_review_never_rewrites_an_answer_that_carries_evidence():
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"""报告节点产出的答案,每个数字都按位置对应着证据文档。复核把它整段改写,
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文档和答案就对不上了——界面上点开的出处指向一段已经不存在的文字。"""
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model = RecordingModel({"note": "报告被要求重写过一次。", "answer": "改写后的周报,销售额 45,678.5元。",
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"retry": False})
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result = await rv.review(model, question="q", answer="周报:销售额 45,678.5元。", signals=SIGNALS,
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locked=True)
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assert result.verdict == "annotated"
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assert result.answer is None and result.original is None
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assert result.note == "报告被要求重写过一次。"
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prompt = "\n".join(str(text) for _, text in model.seen[0])
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assert "不能改写" in prompt
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def test_report_repair_is_a_degraded_signal():
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signals = rv.scan([warn("报告里有 1 处没通过核对(「45678」),已要求写作者重写(第 1 次)",
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"report_repair")], OK_OUTPUT)
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assert [(s.kind, s.severity) for s in signals] == [("report_repair", rv.DEGRADED)]
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@pytest.mark.asyncio
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async def test_review_endpoint_keeps_answers_with_evidence(client, monkeypatch):
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model = FakeModel({"note": "报告被要求重写过一次。", "answer": "整段改写过的周报。", "retry": False})
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async def fake_model(*a, **k):
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return model, "fake"
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monkeypatch.setattr("app.api.copilot.get_chat_model", fake_model)
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output = {"周报": "周报:销售额 45,678.5元。",
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"_evidence": {"report_node": "write", "doc_artifact": "a" * 64, "fields": ["周报"]}}
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run_id = await _make_run(client, output, [warn("报告里有 1 处没通过核对,已要求写作者重写", "report_repair")])
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body = (await client.post("/api/copilot/review", json={"run_id": run_id, "question": "q"})).json()
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assert model.calls == 1
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assert body["verdict"] == "annotated" and body["answer"] is None
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assert body["note"] == "报告被要求重写过一次。"
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def test_agent_field_warnings_are_degraded_signals():
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"""agent 的结构化字段和快照对不上(以快照为准)、或者核对不了(记成空值):答案能用,但有缺口要说明。
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按自己的 kind 记下,界面才说得清是哪一种,而不是一个笼统的「警告」。"""
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signals = rv.scan([
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warn("字段 orders:模型报 30,快照是 3,已按快照取值", "agent_field_mismatch"),
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warn("字段 region 核对不了出处,记为空值", "agent_field_unverified"),
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], OK_OUTPUT)
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assert [(s.kind, s.severity) for s in signals] == [
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("agent_field_mismatch", rv.DEGRADED), ("agent_field_unverified", rv.DEGRADED)]
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