iomgaa
a426cbbd21
--budget-calls 与 --concurrency 都没有默认值：一个能跑飞的压测入口迟早会跑飞。达到调用 上限时停止派发新任务，但已经在跑的让它跑完——半路砍断会制造一批没有结束记录的日志，而 那和崩溃长得一模一样，会污染故障注入那边的判定。 --dry-run 不打模型，只把任务集列出来、把每个 RunRequest 真的装配一遍，确认容器起得来、 语料读得进、脱敏闸过得了。它也刻意不往 runs-dir 写东西，写了的话紧接着的全量会撞上 RunIdentityError。 两个场景同时跑时任务轮流排开而不是拼接：共用一份预算，拼接的话排在前面的场景会把预算 吃光，而报告看起来只是「因预算停在第 N 个任务」——一次只压了一半的跑长得像一次正常的跑。 测试里最有价值的一条是真的把产物喂给记分板：手工搭两个 GovDoc 任务共六次运行（真的走 polyloop.session.run，模型是写死的替身），再 import 记分板判定，验十一条不变量全绿。 两边的 sidecar 约定对不上的话这条会当场红。 实跑过一次干跑：两道 AppWorld 题各装配出 12.4k 字符上下文，GovDoc 两个任务六次运行全部 装配成功，脱敏替换 64 处，跑完零残留容器。 Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
600 lines
20 KiB
Python
600 lines
20 KiB
Python
"""压测入口驱动的测试。**不打真实模型、不起容器**，模型那一侧全是写死脚本的替身。
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分五块：参数校验、预算护栏与并发上限、产物与记分板的对接、错误隔离与取消、GovDoc 的阶段串行。
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最有价值的一条是「产物喂给记分板判成全绿」。驱动写四个文件、记分板读四个文件，两边的字段
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约定只写在记分板的模块 docstring 里，没有任何机器约束把它们钉在一起——那条测试就是那个约束：
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少写一个字段、类型写错一个，它当场红。
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GovDoc 那几块用手工搭的 `AuditTask`，不读磁盘上的真实语料：那份数据是另一个项目的工作副本，
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换一台机器就没有，而这里要验的是编排（阶段串行、任务并发），跟语料内容无关。
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"""
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from __future__ import annotations
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import asyncio
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import json
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from typing import TYPE_CHECKING
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import pytest
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from polyloop.types import ModelReply
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from tools.soak import scoreboard
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from tools.soak.run_soak import (
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BudgetGuard,
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RunOutcome,
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Unit,
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dispatch,
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execute_run,
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interleave,
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main,
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run_govdoc_task,
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select_appworld_tasks,
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)
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from tools.soak.scenarios import govdoc as govdoc_scenario
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if TYPE_CHECKING:
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from collections.abc import Callable, Sequence
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from pathlib import Path
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from polyloop.ports import ModelCall
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# ---------------------------------------------------------------------------
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# 替身
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# ---------------------------------------------------------------------------
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class _ScriptedModel:
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"""按 run_id 给回复的模型替身。每次调用都让出一次事件循环，好让并发真的发生。"""
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def __init__(self, *, render: Callable[[ModelCall], str]) -> None:
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self._render = render
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#: 调用到达的顺序，按 run_id 记。阶段串行与任务并发都从它上面判。
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self.seen: list[str] = []
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async def call(self, call: ModelCall) -> ModelReply:
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await asyncio.sleep(0.001)
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self.seen.append(call.run_id)
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return ModelReply(
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call_id=f"call-{len(self.seen)}",
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content=self._render(call),
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thinking="",
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)
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def parameters(self): # noqa: ANN201 - 替身，签名由 Protocol 定
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return {"kind": "scripted"}
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def _guard(*, render: Callable[[ModelCall], str], limit: int = 1000) -> BudgetGuard:
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return BudgetGuard(inner=_ScriptedModel(render=render), limit=limit)
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_SUBMIT = json.dumps(
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{
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"tool": "submit_finding",
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"arguments": {
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"verdict": "存疑",
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"evidence": "tender.md 第 1 行：示例甲公司",
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"reasoning": "测试替身给的固定结论",
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},
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},
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ensure_ascii=False,
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)
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#: 解析不出来的输出。GovDoc 的预算里连续解析失败上限是 3，所以三步就停——plan 与 execute
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#: 两个阶段没有结束通路（提交工具只在 summarize 那一阶段），不这样它们会一路走到 50 步。
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_GARBAGE = "我先想一想这道题。"
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def _audit_task(index: int) -> govdoc_scenario.AuditTask:
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checkpoint = govdoc_scenario.Checkpoint(
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checkpoint_id=f"cp-{index}",
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category="资格条件",
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title="供应商资格要求",
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description="不得以注册地设置差别待遇。",
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legal_basis=("政府采购法第五条",),
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severity="高",
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)
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document = govdoc_scenario.CorpusDocument.from_text(
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logical_name="tender.md",
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text="第一行：示例甲公司参与投标。\n第二行：投标截止时间为示例日期。",
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)
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return govdoc_scenario.AuditTask(index=index, checkpoint=checkpoint, documents=(document,))
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def _fake_unit(
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label: str,
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*,
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body: Callable[[], object],
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) -> Unit:
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async def start() -> Sequence[RunOutcome]:
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result = body()
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if asyncio.iscoroutine(result):
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await result
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return [
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RunOutcome(
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run_id=label,
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scenario="fake",
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task_id=label,
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phase=None,
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stop_reason="task_completed",
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steps=1,
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model_calls=1,
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wall_ms=0,
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)
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]
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return Unit(label=label, scenario="fake", run=start)
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# ---------------------------------------------------------------------------
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# 一、参数校验
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# ---------------------------------------------------------------------------
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def test_missing_budget_calls_refuses(tmp_path: Path) -> None:
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with pytest.raises(SystemExit) as caught:
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main(["--scenario", "govdoc", "--concurrency", "2", "--runs-dir", str(tmp_path)])
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assert caught.value.code != 0
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def test_missing_concurrency_refuses(tmp_path: Path) -> None:
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with pytest.raises(SystemExit) as caught:
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main(["--scenario", "govdoc", "--budget-calls", "10", "--runs-dir", str(tmp_path)])
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assert caught.value.code != 0
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def test_non_positive_budget_refuses(tmp_path: Path) -> None:
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with pytest.raises(SystemExit):
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main(
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[
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"--scenario",
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"govdoc",
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"--budget-calls",
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"0",
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"--concurrency",
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"1",
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"--runs-dir",
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str(tmp_path),
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]
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)
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def test_appworld_without_data_root_refuses(tmp_path: Path) -> None:
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with pytest.raises(SystemExit):
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main(
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[
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"--scenario",
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"appworld",
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"--budget-calls",
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"5",
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"--concurrency",
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"1",
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"--runs-dir",
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str(tmp_path),
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"--dry-run",
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]
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)
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# ---------------------------------------------------------------------------
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# 二、预算护栏与并发上限
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# ---------------------------------------------------------------------------
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async def test_budget_counts_are_per_run_and_total() -> None:
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guard = _guard(render=lambda call: "ok")
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calls = [_call("run-a"), _call("run-a"), _call("run-b")]
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for item in calls:
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await guard.call(item)
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assert guard.total == 3
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assert guard.calls_for("run-a") == 2
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assert guard.calls_for("run-b") == 1
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assert guard.exhausted is False
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async def test_budget_stops_dispatch_and_lets_running_tasks_finish() -> None:
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guard = _guard(render=lambda call: "ok", limit=2)
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async def slow() -> None:
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await guard.call(_call("slow"))
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await asyncio.sleep(0.05)
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async def quick() -> None:
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await guard.call(_call("quick"))
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units = [
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_fake_unit("unit-1", body=slow),
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_fake_unit("unit-2", body=quick),
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_fake_unit("unit-3", body=quick),
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_fake_unit("unit-4", body=quick),
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]
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report = await dispatch(units, concurrency=2, guard=guard)
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assert report.dispatched == 2
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# 「第 N 个任务」从 1 数：第 3 个是第一个没派出去的。
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assert report.stopped_at == 3
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# 慢的那个是在预算耗尽时正在跑的，它必须跑完并留下结果，不许被砍断。
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assert {item.run_id for item in report.outcomes} == {"unit-1", "unit-2"}
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assert guard.total == 2
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async def test_concurrency_never_exceeds_the_cap() -> None:
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live = 0
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peak = 0
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async def body() -> None:
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nonlocal live, peak
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live += 1
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peak = max(peak, live)
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await asyncio.sleep(0.005)
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live -= 1
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units = [_fake_unit(f"unit-{index}", body=body) for index in range(12)]
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report = await dispatch(units, concurrency=3)
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assert peak == 3
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assert report.dispatched == 12
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assert len(report.outcomes) == 12
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async def test_zero_concurrency_is_rejected() -> None:
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with pytest.raises(ValueError, match="并发上限"):
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await dispatch([], concurrency=0)
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def test_interleave_alternates_between_scenarios() -> None:
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left = [_fake_unit(f"L{index}", body=lambda: None) for index in range(3)]
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right = [_fake_unit(f"R{index}", body=lambda: None) for index in range(2)]
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assert [unit.label for unit in interleave([left, right])] == ["L0", "R0", "L1", "R1", "L2"]
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def test_select_appworld_tasks_dedupes_across_splits() -> None:
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class _Pool:
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def list_task_ids(self, split: str) -> list[str]:
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return {"train": ["a", "b"], "dev": ["b", "c", "d"]}[split]
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assert select_appworld_tasks(_Pool(), splits=["train", "dev"], limit=None) == [
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"a",
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"b",
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"c",
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"d",
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]
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assert select_appworld_tasks(_Pool(), splits=["train", "dev"], limit=3) == ["a", "b", "c"]
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# ---------------------------------------------------------------------------
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# 三、错误隔离与取消
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# ---------------------------------------------------------------------------
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async def test_one_failing_unit_does_not_stop_the_batch() -> None:
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def boom() -> None:
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raise RuntimeError("这一道题炸了")
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units = [
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_fake_unit("ok-1", body=lambda: None),
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_fake_unit("boom", body=boom),
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_fake_unit("ok-2", body=lambda: None),
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]
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report = await dispatch(units, concurrency=1)
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assert {item.run_id for item in report.outcomes} == {"ok-1", "ok-2"}
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assert len(report.failures) == 1
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label, message = report.failures[0]
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assert label == "boom"
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assert "RuntimeError" in message and "这一道题炸了" in message
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async def test_cancellation_passes_through_and_cleans_up() -> None:
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running = asyncio.Event()
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cleaned = False
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async def body() -> None:
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nonlocal cleaned
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running.set()
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try:
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await asyncio.sleep(10)
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finally:
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cleaned = True
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units = [_fake_unit("slow", body=body)]
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task = asyncio.create_task(dispatch(units, concurrency=1))
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await running.wait()
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task.cancel()
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with pytest.raises(asyncio.CancelledError):
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await task
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assert cleaned is True
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# ---------------------------------------------------------------------------
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# 四、产物：字段齐全，且记分板判得动
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# ---------------------------------------------------------------------------
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async def _run_summarize(tmp_path: Path, *, index: int = 0) -> None:
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"""跑一次 summarize 阶段：模型第一步就提交结论，运行以 task_completed 结束。"""
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guard = _guard(render=lambda call: _SUBMIT)
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await run_govdoc_task(
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task=_audit_task(index),
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runs_dir=tmp_path / "runs",
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workspace_root=tmp_path / "workspaces",
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guard=guard,
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phases=("summarize",),
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)
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async def test_sidecar_fields_are_complete_and_typed(tmp_path: Path) -> None:
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await _run_summarize(tmp_path)
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runs = tmp_path / "runs"
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run_id = govdoc_scenario.make_run_id(task_index=0, phase="summarize")
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assert (runs / f"{run_id}.jsonl").is_file()
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assert (runs / f"{run_id}.result.json").is_file()
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assert (runs / f"{run_id}.events.jsonl").is_file()
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meta = json.loads((runs / f"{run_id}.meta.json").read_text(encoding="utf-8"))
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assert set(meta) == {
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"scenario",
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"task_id",
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"phase",
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"wall_ms",
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"model_calls",
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"sink_failures",
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"env_executions",
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"fault",
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"success",
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"resumed_from_step",
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}
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assert meta["scenario"] == "govdoc"
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assert meta["task_id"] == "cp-0"
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assert meta["phase"] == "summarize"
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assert isinstance(meta["wall_ms"], int)
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assert meta["model_calls"] == 1
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assert meta["sink_failures"] == 0
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# submit_finding 往审计账里追加一行，那是环境自己记的账。
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assert meta["env_executions"] == 1
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assert meta["fault"] is None
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assert meta["success"] is None
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assert meta["resumed_from_step"] == 0
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events = [
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json.loads(line)
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for line in (runs / f"{run_id}.events.jsonl").read_text(encoding="utf-8").splitlines()
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]
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assert events == [{"kind": "step_finished", "run_id": run_id, "step_idx": 0}]
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result = json.loads((runs / f"{run_id}.result.json").read_text(encoding="utf-8"))
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assert result["run_id"] == run_id
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assert result["stop_reason"] == "task_completed"
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assert result["event_delivery_failures"] == 0
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async def test_artifacts_pass_the_scoreboard(tmp_path: Path) -> None:
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"""把驱动写出来的产物直接喂给记分板，要它报全绿。
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两边的字段约定没有任何机器约束把它们钉在一起，这条测试就是那个约束。
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"""
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guard = _guard(render=lambda call: _SUBMIT if "summarize" in call.run_id else _GARBAGE)
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for index in range(2):
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await run_govdoc_task(
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task=_audit_task(index),
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runs_dir=tmp_path / "runs",
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workspace_root=tmp_path / "workspaces",
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guard=guard,
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)
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board = scoreboard.evaluate(
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tmp_path / "runs",
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completing_tools=frozenset({"submit_finding"}),
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)
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trouble = [
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f"{item.name}: {[evidence.describe() for evidence in (*item.breaches, *item.undetermined)]}"
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for item in (*board.breached, *board.undetermined)
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]
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assert board.verdict is scoreboard.Verdict.PASSED, trouble
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assert len(board.summaries) == 6
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assert {item.scenario for item in board.summaries} == {"govdoc"}
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async def test_sink_failures_match_what_the_library_counted(tmp_path: Path) -> None:
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"""事件文件写不出去时，出口自己数的失败次数与结果里那份必须一致。
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这条不变量是记分板的一条判定，而两边的计数由不同的代码写：出口在自己的 `except` 里加一，
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库在接住异常之后加一。只要出口漏加或多加，记分板当场报击穿。
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"""
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runs = tmp_path / "runs"
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runs.mkdir()
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run_id = govdoc_scenario.make_run_id(task_index=0, phase="summarize")
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# 在事件文件该在的位置放一个目录，追加写就必然失败。
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(runs / f"{run_id}.events.jsonl").mkdir()
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guard = _guard(render=lambda call: _SUBMIT)
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await run_govdoc_task(
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task=_audit_task(0),
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runs_dir=runs,
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workspace_root=tmp_path / "workspaces",
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guard=guard,
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phases=("summarize",),
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)
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meta = json.loads((runs / f"{run_id}.meta.json").read_text(encoding="utf-8"))
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result = json.loads((runs / f"{run_id}.result.json").read_text(encoding="utf-8"))
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assert meta["sink_failures"] == 1
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assert result["event_delivery_failures"] == meta["sink_failures"]
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async def test_a_failing_run_still_leaves_meta(tmp_path: Path) -> None:
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"""`run` 抛异常也要留下 `.meta.json`——缺文件在记分板那边只是「无法判定」。
|
||
|
||
这里用同一个运行标识跑第二次来触发失败：库对已经有日志的标识直接报 `RunIdentityError`，
|
||
而那是压测里最可能真的撞上的一种失败（任务集去重漏了一处）。
|
||
"""
|
||
runs = tmp_path / "runs"
|
||
await _run_summarize(tmp_path)
|
||
run_id = govdoc_scenario.make_run_id(task_index=0, phase="summarize")
|
||
(runs / f"{run_id}.result.json").unlink()
|
||
|
||
guard = _guard(render=lambda call: _SUBMIT)
|
||
task = _audit_task(0)
|
||
request = govdoc_scenario.build_run_request(
|
||
task=task,
|
||
phase="summarize",
|
||
run_id=run_id,
|
||
workspace=tmp_path / "ws",
|
||
model_binding={},
|
||
)
|
||
outcome = await execute_run(
|
||
runs_dir=runs,
|
||
request=request,
|
||
model_client=guard,
|
||
decision_parser=govdoc_scenario.GovDocParser(),
|
||
synthetic_observations=govdoc_scenario.SYNTHETIC_OBSERVATIONS,
|
||
scenario="govdoc",
|
||
task_id=task.checkpoint.checkpoint_id,
|
||
phase="summarize",
|
||
count_model_calls=lambda: guard.calls_for(run_id),
|
||
)
|
||
|
||
assert outcome.error is not None
|
||
assert "RunIdentityError" in outcome.error
|
||
assert outcome.stop_reason is None
|
||
meta = json.loads((runs / f"{run_id}.meta.json").read_text(encoding="utf-8"))
|
||
assert meta["model_calls"] == 0
|
||
assert meta["success"] is None
|
||
# 这一次没有结果，所以没有 `.result.json` 可写——记分板会把它记成一条要人看见的观察。
|
||
assert not (runs / f"{run_id}.result.json").exists()
|
||
|
||
|
||
async def test_a_model_error_is_a_stop_reason_not_a_crash(tmp_path: Path) -> None:
|
||
"""模型调用失败不会把异常抛出循环，它是一次以 `llm_error` 结束的正常运行。
|
||
|
||
压测的报告里这两件事必须分得开：`error` 是驱动这边出的事，`llm_error` 是库判定的停止原因。
|
||
"""
|
||
|
||
class _Exploding:
|
||
async def call(self, call: ModelCall) -> ModelReply:
|
||
raise RuntimeError("网关炸了")
|
||
|
||
def parameters(self): # noqa: ANN202 - 替身
|
||
return {"kind": "exploding"}
|
||
|
||
guard = BudgetGuard(inner=_Exploding(), limit=5)
|
||
task = _audit_task(0)
|
||
request = govdoc_scenario.build_run_request(
|
||
task=task,
|
||
phase="summarize",
|
||
run_id="govdoc-0-summarize",
|
||
workspace=tmp_path / "ws",
|
||
model_binding={},
|
||
)
|
||
outcome = await execute_run(
|
||
runs_dir=tmp_path / "runs",
|
||
request=request,
|
||
model_client=guard,
|
||
decision_parser=govdoc_scenario.GovDocParser(),
|
||
synthetic_observations=govdoc_scenario.SYNTHETIC_OBSERVATIONS,
|
||
scenario="govdoc",
|
||
task_id=task.checkpoint.checkpoint_id,
|
||
phase="summarize",
|
||
count_model_calls=lambda: guard.calls_for("govdoc-0-summarize"),
|
||
)
|
||
|
||
assert outcome.error is None
|
||
assert outcome.stop_reason == "llm_error"
|
||
meta = json.loads(
|
||
(tmp_path / "runs" / "govdoc-0-summarize.meta.json").read_text(encoding="utf-8")
|
||
)
|
||
assert meta["model_calls"] == 1
|
||
assert (tmp_path / "runs" / "govdoc-0-summarize.result.json").is_file()
|
||
|
||
|
||
# ---------------------------------------------------------------------------
|
||
# 五、GovDoc：阶段串行、任务并发
|
||
# ---------------------------------------------------------------------------
|
||
|
||
|
||
async def test_govdoc_phases_run_in_order_within_a_task(tmp_path: Path) -> None:
|
||
model = _ScriptedModel(render=lambda call: _GARBAGE)
|
||
guard = BudgetGuard(inner=model, limit=1000)
|
||
await run_govdoc_task(
|
||
task=_audit_task(0),
|
||
runs_dir=tmp_path / "runs",
|
||
workspace_root=tmp_path / "workspaces",
|
||
guard=guard,
|
||
)
|
||
|
||
phases = [run_id.rsplit("-", 1)[1] for run_id in model.seen]
|
||
# 每个阶段的调用连成一段，段与段之间不交错。
|
||
assert phases == sorted(phases, key=["plan", "execute", "summarize"].index)
|
||
assert set(phases) == {"plan", "execute", "summarize"}
|
||
|
||
|
||
async def test_govdoc_tasks_overlap_while_phases_do_not(tmp_path: Path) -> None:
|
||
model = _ScriptedModel(render=lambda call: _GARBAGE)
|
||
guard = BudgetGuard(inner=model, limit=1000)
|
||
units = [
|
||
Unit(
|
||
label=f"govdoc/{index}",
|
||
scenario="govdoc",
|
||
run=_govdoc_runner(
|
||
index=index,
|
||
runs_dir=tmp_path / "runs",
|
||
workspace_root=tmp_path / "workspaces",
|
||
guard=guard,
|
||
),
|
||
)
|
||
for index in range(2)
|
||
]
|
||
report = await dispatch(units, concurrency=2, guard=guard)
|
||
assert len(report.outcomes) == 6
|
||
assert report.failures == ()
|
||
|
||
# 阶段串行：同一个任务里，后一阶段的第一次调用晚于前一阶段的最后一次调用。
|
||
for index in range(2):
|
||
own = [
|
||
position
|
||
for position, run_id in enumerate(model.seen)
|
||
if run_id.startswith(f"govdoc-{index}-")
|
||
]
|
||
for earlier, later in (("plan", "execute"), ("execute", "summarize")):
|
||
last_earlier = max(
|
||
position for position in own if model.seen[position].endswith(earlier)
|
||
)
|
||
first_later = min(position for position in own if model.seen[position].endswith(later))
|
||
assert last_earlier < first_later
|
||
|
||
# 任务并发：两个任务的调用在时间上交错。
|
||
owners = [run_id.split("-")[1] for run_id in model.seen]
|
||
assert any(left != right for left, right in zip(owners, owners[1:], strict=False))
|
||
|
||
|
||
def _govdoc_runner(*, index: int, runs_dir: Path, workspace_root: Path, guard: BudgetGuard): # noqa: ANN202
|
||
async def start() -> Sequence[RunOutcome]:
|
||
return await run_govdoc_task(
|
||
task=_audit_task(index),
|
||
runs_dir=runs_dir,
|
||
workspace_root=workspace_root,
|
||
guard=guard,
|
||
)
|
||
|
||
return start
|
||
|
||
|
||
# ---------------------------------------------------------------------------
|
||
# 小工具
|
||
# ---------------------------------------------------------------------------
|
||
|
||
|
||
def _call(run_id: str) -> ModelCall:
|
||
from polyloop.ports import ModelCall as _ModelCall
|
||
|
||
return _ModelCall(
|
||
messages=(),
|
||
call_index=0,
|
||
run_id=run_id,
|
||
result_id=f"{run_id}-0",
|
||
binding={},
|
||
)
|