diff --git a/benchmarks/eval/report-filesense.mjs b/benchmarks/eval/report-filesense.mjs index 231bc88..c8047fc 100644 --- a/benchmarks/eval/report-filesense.mjs +++ b/benchmarks/eval/report-filesense.mjs @@ -173,7 +173,7 @@ console.log(` ## 规划降级（读数前必看） LLM 规划抛错后会静默退到规则生成，而规则生成给 create 任务的目标路径是硬编码的 -`src/new-file.ts`——表现为**步骤全绿、任务成功、文件写错地方**。降级过的任务 +\`src/new-file.ts\`——表现为**步骤全绿、任务成功、文件写错地方**。降级过的任务 不能与正常任务混在同一个通过率里。 | 臂 | 发生降级的任务数 | @@ -184,7 +184,7 @@ LLM 规划抛错后会静默退到规则生成，而规则生成给 create 任 ${ arms.full.filter((r) => r.plannerFallbackReason).length > 0 || arms.off.filter((r) => r.plannerFallbackReason).length > 0 - ? '**本轮存在降级任务，通过率不可直接引用**——降级把路径覆盖成硬编码值，与 filesense 是否定位成功无关。降级原因见各条记录的 `plannerFallbackReason`。' + ? '**本轮存在降级任务，通过率不可直接引用**——降级把路径覆盖成硬编码值，与 filesense 是否定位成功无关。降级原因见各条记录的 plannerFallbackReason。' : '本轮无降级任务。' } diff --git a/benchmarks/results/2026-08-01-filesense-ablation.md b/benchmarks/results/2026-08-01-filesense-ablation.md new file mode 100644 index 0000000..98ad656 --- /dev/null +++ b/benchmarks/results/2026-08-01-filesense-ablation.md @@ -0,0 +1,147 @@ +# FrontAgent 消融评测：filesense 目录导航对一次通过率的影响 + +> **口径**：两臂唯一的差异是**是否注入 filesense 导航步骤**（`filesenseEnabled`）。 +> SDD、guard、RAG、模型、任务集、夹具、以及 filesense 的全部预算参数都相同且被显式钉死（已从 JSONL 校验）。 +> 严格说关臂不是「filesense 不可用」而是「planner 不注入导航步骤」——工具仍在注册表里， +> 但计划 prompt 与 schema 都不暴露 filesense 动作，模型点不到它；下面的关臂零触发守卫会验证这一点。 +> 2026-07-12 那轮的 full/ablation 两臂 **filesense 都是开的**，因此那份数据说明不了 filesense 的任何事情。 + +## 方法 + +- **夹具**：`benchmarks/eval/fixture-deep`（两臂一致，已从 JSONL 记录校验）。 +- **任务集**：冻结的 12 条任务（`benchmarks/eval/tasks-deep.json`）。 +- **模型**：`claude-haiku-4-5`，经 Claude Code CLI 作纯文本后端。 +- **两臂**： + - **filesense 开（full）**：默认配置，规划阶段按 `decideFilesense` 的触发策略注入导航步骤。 + - **filesense 关（no-filesense）**：`filesense.enabled = false`，`phase.filesense-navigate` 不注入。 +- **验收（机器可判）**：文件存在性、内容正则、`tsc --noEmit`、既有单测。 +- 日期：2026-08-01 + +## 先看触发率：filesense 在多少任务上真的被用到 + +**10/12** 条任务触发了导航（`filesense_navigated`）。 +触发策略（`packages/core/src/filesense/trigger-policy.ts`）显式地不在所有任务上触发： +已知单文件任务直接用文件工具，query 类只在问到结构/定位/新鲜度时才触发。 + +**未触发的任务上两臂在架构上完全等价**，把它们算进总平均只会稀释效应。 +故下表同时给出全量与「仅触发子集」两个口径。 + +## 主结果 + +| 指标 | filesense 关 | filesense 开 | +|---|---|---| +| **一次通过率（全量 12 条）** | **33.3%**（4/12） | **33.3%**（4/12） | +| **一次通过率（仅触发子集 10 条）** | **40.0%**（4/10） | **40.0%**（4/10） | +| 平均 LLM 调用 / 任务 | 6 | 6 | +| 平均输入 token / 任务 | 12172 | 15086 | +| 平均输出 token / 任务 | 21496 | 25442 | +| 平均时延 / 任务 | 224s | 251s | + +**全量差值：0.0 个百分点（开 − 关）。** + +## 导航的实际工作量（仅 filesense 开臂有意义） + +这几个数字决定「按需预算供给」这条主张能不能拿数字说话—— +若预算闸从未触发，说明夹具规模不足以让 filesense 发挥作用， +此时无论通过率是多少，都是夹具的结论而不是能力的结论。 + +| 指标 | 值 | +|---|---| +| 触发导航的任务数 | 10 / 12 | +| 累计扫描条目 | 422 | +| 触发任务的平均扫描条目 | 42 | +| **预算闸被触发（truncated）的任务数** | **1** | + +## 分类通过率 + +| 类别 | filesense 关 | filesense 开 | 该类触发导航数 | +|---|---|---|---| +| query | 0/4（0.0%） | 0/4（0.0%） | 2/4 | +| create | 2/3（66.7%） | 2/3（66.7%） | 3/3 | +| bugfix | 0/3（0.0%） | 0/3（0.0%） | 3/3 | +| refactor | 2/2（100.0%） | 2/2（100.0%） | 2/2 | + +## 规划降级（读数前必看） + +LLM 规划抛错后会静默退到规则生成，而规则生成给 create 任务的目标路径是硬编码的 +`src/new-file.ts`——表现为**步骤全绿、任务成功、文件写错地方**。降级过的任务 +不能与正常任务混在同一个通过率里。 + +| 臂 | 发生降级的任务数 | +|---|---| +| filesense 开 | 0 / 12 | +| filesense 关 | 0 / 12 | + +本轮无降级任务。 + +## 读数纪律 + +- 样本量 12（触发子集 10）。除非差值远大于抽样波动，**不得据此宣称 filesense 提升或无用**。 +- 「用了 filesense 的任务通过率 vs 没用的任务通过率」这种**同臂内**对比是混杂的： + 触发与否由任务类型决定，而任务类型本身就有难度差。只有本报告的**跨臂同任务**对比才是有效对照。 +- 若「预算闸被触发的任务数」为 0，说明夹具太小、三闸截断从未起作用， + 本轮结论只对该规模的项目成立，不能外推到真实仓库。 + +## 失败清单（复盘素材） + +- **[filesense 开] deep-query-route-source**：result_contains(routeTable), result_contains(/checkout), result_contains(/catalog) +- **[filesense 开] deep-query-structure**：result_contains(shared) +- **[filesense 开] deep-query-format-convention**：result_contains(checkout:), result_contains(toFixed) +- **[filesense 开] deep-query-shared-lib**：result_contains(clamp), result_contains(formatDate), result_contains(pluralize) +- **[filesense 开] deep-create-entity-guard**：file_contains(isExpired) +- **[filesense 开] deep-bugfix-checkout-total**：cmd(npx vitest run src/features/checkout/lib/computeTotal.test.t) +- **[filesense 开] deep-bugfix-cart-merge**：cmd(npx vitest run src/features/cart/lib/mergeLines.test.ts) +- **[filesense 开] deep-bugfix-shipping-eta**：cmd(npx vitest run src/features/shipping/lib/estimateEta.test.ts) +- **[filesense 关] deep-query-route-source**：result_contains(routeTable), result_contains(/checkout), result_contains(/catalog) +- **[filesense 关] deep-query-structure**：result_contains(features), result_contains(shared), result_contains(entities) +- **[filesense 关] deep-query-format-convention**：result_contains(checkout:), result_contains(toFixed) +- **[filesense 关] deep-query-shared-lib**：result_contains(clamp), result_contains(formatDate), result_contains(pluralize) +- **[filesense 关] deep-create-entity-guard**：file_contains(isExpired) +- **[filesense 关] deep-bugfix-checkout-total**：cmd(npx vitest run src/features/checkout/lib/computeTotal.test.t) +- **[filesense 关] deep-bugfix-cart-merge**：cmd(npx vitest run src/features/cart/lib/mergeLines.test.ts) +- **[filesense 关] deep-bugfix-shipping-eta**：cmd(npx vitest run src/features/shipping/lib/estimateEta.test.ts) + +--- + +## 结论（人工撰写，非生成器输出） + +**在这个夹具与这批任务上，开关 filesense 导航没有产生任何通过率差异**：全量 4/12 vs 4/12，逐条 12/12 结果完全一致，分类通过率也逐类相同。代价是 full 臂多花约 **35K 输入 / 47K 输出 token**、每任务平均多 27 秒。 + +### 这不等于「filesense 无用」，也不构成「它有用」的证据 + +三条限制必须与上面的数字一起读： + +1. **有效对照样本只有 8 条。** query 4 条两臂全败，且败因与 filesense 无关——`planner.ts:151` 让 query 任务永不走 LLM 规划（issue #419），导航产出无人消费。这 4 条对本次消融零判别力。 +2. **两个已知缺陷在压低可测贡献，且均未修。** #419（同上）与 #420（`trigger-policy` 把任务文本里的裸目录名当扫描根，实测一次扫描因此返回 0 条）。在它们修复前，这个零差异只能读作「当前状态下不可测」。 +3. **单次运行，无重复。** n=12 且每臂只跑一遍，不足以分辨小效应与抽样波动。 + +### 唯一可归因的观察：省一步摸索，代价是输入 token + +导航精度最高的一条（`deep-refactor-route-title`，430 条目仓库里只扫 1 条即锁定 `src/app/routes`）： + +| | full | off | +|---|---|---| +| 结果 | PASS | **PASS** | +| 步骤 | 6 | **7** | +| 耗时 | 251s | **340s** | +| 输入 token | 20,421 | 14,921 | +| 输出 token | 22,524 | **25,865** | + +关掉导航仍然通过，但多走一步、多 89 秒、多产出 3.3K token；开着则多耗 5.5K 输入。**这是一笔可量化的交易——在这个规模的任务上并不划算。** + +反方向的样本同样记录在案：`deep-create-checkout-hook` 上 full 臂输入与输出**都更高**，没有换来任何收益。所以「导航是用输入换输出」这个说法在本轮数据上**不成立**，只在个别任务上偶然成立。 + +### 按类别拆解零差异的成因 + +| 类别 | 两臂 | 瓶颈 | +|---|---|---| +| query 0/4 | 相同 | #419——不走 LLM 规划，导航结果无人消费 | +| create 2/3 | 相同 | 目标位置在任务描述里线索较强，不导航也能猜对 | +| bugfix 0/3 | 相同 | 代码生成质量，与定位无关（三条都触发了导航、也读到了源文件） | +| refactor 2/2 | 相同 | 任务本身足够简单，一步摸索即可 | + +**零差异是可拆解的，不是「测不出所以没用」。** 下一步是修 #419 / #420 后重测，并设计目标位置无文本线索的任务——本轮 create 类的线索强度是本次设计的缺陷。 + +### 与 2026-07-12 那轮的关系 + +那轮的 `full` / `ablation` 两臂 **filesense 都是开的**（消融的是 SDD + guard），因此它对 filesense 不构成任何证据。本轮是第一次真正把 filesense 作为唯一变量。 diff --git a/benchmarks/results/2026-08-01-filesense/full-deep.jsonl b/benchmarks/results/2026-08-01-filesense/full-deep.jsonl new file mode 100644 index 0000000..a488d81 --- /dev/null +++ b/benchmarks/results/2026-08-01-filesense/full-deep.jsonl @@ -0,0 +1,12 @@ +{"taskId":"deep-query-route-source","category":"query","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":false,"agentSuccess":true,"agentError":null,"validationCount":2,"plannerFallbackReason":null,"runError":null,"resultHead":"# 无法直接确定\n\n基于当前提供的证据，**我无法给出明确答案**。\n\n## 原因\n\n目录导航结果仅显示了项目的**目录结构和候选路径**，但**不含任何文件的具体内容**。虽然扫描表明存在以下相关目录：\n- `src` - 主应用源目录\n- `src/app` - 应用内的分组目录\n\n但这些都只是结构推断，没有实际读取过这些文件来确认：\n1. 哪个文件定义了顶层导航路由表\n2. 该文件中当前包含","checks":[{"kind":"result_contains","ok":false,"detail":"routeTable"},{"kind":"result_contains","ok":false,"detail":"/checkout"},{"kind":"result_contains","ok":false,"detail":"/catalog"}],"events":{"task_started":1,"status_update":16,"security_decision":4,"planning_started":1,"planning_completed":1,"phase_started":2,"step_started":2,"step_completed":2,"phase_completed":2,"filesense_navigated":1,"task_completed":1},"eventDetails":{"filesense":[{"intent":"understand_structure","paths":["."],"entries":54,"elapsedMs":11,"truncated":false,"candidateCount":15,"warnings":[]}],"validationFailed":[],"rollback":[]},"filesenseEntries":54,"filesenseTruncated":false,"elapsedMs":15179,"llmCalls":1,"llmFailures":0,"inputTokens":1391,"outputTokens":995} +{"taskId":"deep-query-structure","category":"query","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":false,"agentSuccess":true,"agentError":null,"validationCount":2,"plannerFallbackReason":null,"runError":null,"resultHead":"## 回答\n\n基于当前工作区的目录导航结果，我可以部分说明，但**证据不足以完整回答**你的问题：\n\n### src 下顶层目录的职责（已知部分）\n\n根据目录导航结果，能确认的顶层目录有：\n\n1. **src/app** — \"Grouping directory for related subdirectories\" \n 内部关联 `src/app/routes`（路由实现源目录） \n ","checks":[{"kind":"result_contains","ok":true,"detail":"features"},{"kind":"result_contains","ok":false,"detail":"shared"},{"kind":"result_contains","ok":true,"detail":"entities"}],"events":{"task_started":1,"status_update":16,"security_decision":4,"planning_started":1,"planning_completed":1,"phase_started":2,"step_started":2,"step_completed":2,"phase_completed":2,"filesense_navigated":1,"task_completed":1},"eventDetails":{"filesense":[{"intent":"understand_structure","paths":["src","."],"entries":271,"elapsedMs":9,"truncated":true,"candidateCount":15,"warnings":["Filesense navigation was truncated by budget; expand depth/maxEntries if more coverage is needed."]}],"validationFailed":[],"rollback":[]},"filesenseEntries":271,"filesenseTruncated":true,"elapsedMs":22738,"llmCalls":1,"llmFailures":0,"inputTokens":1614,"outputTokens":1894} +{"taskId":"deep-query-format-convention","category":"query","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":false,"agentSuccess":true,"agentError":null,"validationCount":1,"plannerFallbackReason":null,"runError":null,"resultHead":"## 无法回答\n\n根据提供的证据，我**无法确定** checkout feature 自身的 format 函数返回什么格式的字符串。\n\n**原因：**\n- 你的问题是关于项目代码细节的技术问题，需要查看实际的代码实现\n- 当前提供的证据中**只有我的智能体身份信息**，没有：\n - 知识库条目中关于 checkout feature 的记录\n - 当前工作区文件中的 format 函数实现","checks":[{"kind":"result_contains","ok":false,"detail":"checkout:"},{"kind":"result_contains","ok":false,"detail":"toFixed"}],"events":{"task_started":1,"status_update":15,"security_decision":3,"planning_started":1,"planning_completed":1,"phase_started":1,"step_started":1,"step_completed":1,"phase_completed":1,"task_completed":1},"eventDetails":{"filesense":[],"validationFailed":[],"rollback":[]},"filesenseEntries":0,"filesenseTruncated":false,"elapsedMs":10969,"llmCalls":1,"llmFailures":0,"inputTokens":924,"outputTokens":644} +{"taskId":"deep-query-shared-lib","category":"query","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":false,"agentSuccess":true,"agentError":null,"validationCount":1,"plannerFallbackReason":null,"runError":null,"resultHead":"# 回答\n\n我无法回答这个问题。\n\n## 原因\n\n目前提供的证据中**没有关于共享工具库的任何信息**。我没有获取到：\n- 知识库条目中工具库的文档或清单\n- 当前工作区文件中工具库的代码或定义\n\n## 建议\n\n要获得准确答案，请：\n1. **提供工具库文件** - 如果工具库在当前工作区，我可以直接读取分析\n2. **提供知识库链接** - 如果工具库文档存储在知识库中，确保 RAG 检索能够命","checks":[{"kind":"result_contains","ok":false,"detail":"clamp"},{"kind":"result_contains","ok":false,"detail":"formatDate"},{"kind":"result_contains","ok":false,"detail":"pluralize"}],"events":{"task_started":1,"status_update":15,"security_decision":3,"planning_started":1,"planning_completed":1,"phase_started":1,"step_started":1,"step_completed":1,"phase_completed":1,"task_completed":1},"eventDetails":{"filesense":[],"validationFailed":[],"rollback":[]},"filesenseEntries":0,"filesenseTruncated":false,"elapsedMs":11651,"llmCalls":1,"llmFailures":0,"inputTokens":908,"outputTokens":676} +{"taskId":"deep-create-shared-truncate","category":"create","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":true,"agentSuccess":false,"agentError":"Hallucination detected: Cannot resolve import \"./truncate.js\" from \"src/shared/lib/truncate.test.ts\"","validationCount":7,"plannerFallbackReason":null,"runError":null,"resultHead":"","checks":[{"kind":"file_exists","ok":true,"detail":"src/shared/lib/truncate.ts"},{"kind":"file_contains","ok":true,"detail":"truncate"},{"kind":"typecheck","ok":true,"detail":""}],"events":{"task_started":1,"status_update":24,"security_decision":11,"planning_started":1,"planning_completed":1,"phase_started":5,"step_started":7,"step_completed":6,"phase_completed":5,"validation_failed":1,"validation_failed:post_write":1,"step_failed":1,"filesense_navigated":1,"task_completed":1},"eventDetails":{"filesense":[{"intent":"prepare_create","paths":["src/shared/lib"],"entries":8,"elapsedMs":3,"truncated":false,"candidateCount":8,"warnings":[]}],"validationFailed":[{"failedChecks":[{"type":"import_validity","severity":"block","message":"Hallucination detected: Cannot resolve import \"./truncate.js\" from \"src/shared/lib/truncate.test.ts\""}],"blockedBy":["Hallucination detected: Cannot resolve import \"./truncate.js\" from \"src/shared/lib/truncate.test.ts\""]}],"rollback":[]},"filesenseEntries":8,"filesenseTruncated":false,"elapsedMs":412395,"llmCalls":11,"llmFailures":0,"inputTokens":28020,"outputTokens":42932} +{"taskId":"deep-create-checkout-hook","category":"create","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":true,"agentSuccess":false,"agentError":"Command failed with exit code 128: git add -A && git commit -m 'feat: add useCheckoutTotal hook to checkout feature for calculating checkout totals'","validationCount":8,"plannerFallbackReason":null,"runError":null,"resultHead":"","checks":[{"kind":"file_exists","ok":true,"detail":"src/features/checkout/hooks/useCheckoutTotal.ts"},{"kind":"typecheck","ok":true,"detail":""}],"events":{"task_started":1,"status_update":24,"security_decision":14,"planning_started":1,"planning_completed":1,"phase_started":5,"step_started":8,"step_completed":7,"phase_completed":5,"step_failed":1,"filesense_navigated":1,"task_completed":1},"eventDetails":{"filesense":[{"intent":"prepare_create","paths":["hooks","src/features/checkout","src/features/checkout/hooks"],"entries":0,"elapsedMs":0,"truncated":false,"candidateCount":0,"warnings":[]}],"validationFailed":[],"rollback":[]},"filesenseEntries":0,"filesenseTruncated":false,"elapsedMs":481690,"llmCalls":11,"llmFailures":0,"inputTokens":27977,"outputTokens":48653} +{"taskId":"deep-create-entity-guard","category":"create","arm":"full","fixture":"deep","taskSet":"tasks-deep.json","filesenseConfigRequested":{"enabled":true,"filesenseOutput":"summary","filesenseWriteMode":"cache"},"pass":false,"agentSuccess":false,"agentError":"Pre-execution validation failed: File src/entities/coupon/lib/guards.ts does not exist. 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