feat(okr): 接入豆包AI自动分析Git提交生成OKR
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基于豆包(Doubao) LLM 分析 git commit messages，按仓库维度自动为每个 提交人生成、更新、标记完成 OKR： - 新增 ai_analyzed_commits 表实现增量标记，每条 commit 只分析一次 - objectives/keyResults 新增 source、sourceKey 字段区分 AI 生成与手动创建 - keyResults.status 扩展支持 completed 状态 - 新增 llm-client.ts 封装豆包 Ark API 调用（原生 fetch，零依赖） - 新增 okr-ai-sync.ts 核心服务：按仓库分组 → 构建 prompt → 调用 AI → 执行 actions - scheduler 在 Git 同步后自动触发 AI 分析（受 AI_ENABLED 开关控制） - 新增 POST /api/okr/ai-analyze 手动触发和 preview 预览端点 - 防重复三层保障：commit SHA 标记 + sourceKey 去重 + 项目 OKR 上下文 已验证：501 条 commits 全量分析，生成 37 个 Objectives、164 个 Key Results， 增量去重机制正常（重复调用返回 0 actions）。 Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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AI-OKR-SYNC-PLAN.md
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AI-OKR-SYNC-PLAN.md
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# AI 驱动的 OKR 自动生成与同步
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## Context
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DevPerf 已具备完整的 Git 同步管线（Gitea → gitCommits 表）和 OKR CRUD 系统。
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当前 OKR 需人工创建，缺少与 Git 提交的联动。
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**目标**：每次 Git 同步后，AI 分析新增 commit messages，按仓库维度：
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- 新增 KR — commit 提到的功能点尚无对应 KR
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- 更新进度 — commit 涉及已有 KR 的功能
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- 标记完成 — commit 明确表示功能已完成
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**分析粒度**：按仓库（每个仓库的新增 commits 做一次 AI 分析，prompt 中包含提交人信息）
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**OKR 归属**：commit 的提交人 = KR/Objective 的负责人（ownerId），通过 gitCommits.userId 关联
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**增量机制**：每条 commit 只分析一次，分析后打标记，后续同步不再重复处理
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---
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## 第一阶段：Schema 变更
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**文件**: `backend/src/db/schema.ts`
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### 1a. 新增 `ai_analyzed_commits` 表（增量标记，防止重复分析）
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```
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aiAnalyzedCommits:
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id varchar(50) PK
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commitSha varchar(200) NOT NULL UNIQUE -- 对应 gitCommits.sha
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batchId varchar(50) NOT NULL -- 一次 AI 调用的批次 ID
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createdAt datetime NOT NULL
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```
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**核心作用**：每次同步后，只提取 `gitCommits` 中尚未出现在此表的 commit 送给 AI。分析完成后立即写入标记，确保该 commit 不会被重复处理。
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### 1b. objectives 表加字段
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- `source` varchar(50) default `'manual'` — 值: `'manual'` | `'ai_generated'`
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### 1c. keyResults 表加字段
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- `source` varchar(50) default `'manual'` — 值: `'manual'` | `'ai_generated'`
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- `sourceKey` varchar(300) nullable — AI 分配的功能标识符（如 `"user-login"`），用于语义去重
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### 1d. keyResults.status 扩展
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现有 `'active' | 'paused' | 'cancelled'`，新增 `'completed'`。
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字段类型是 varchar，无需改 DDL，只需让 `recalcObjectiveProgress` 正确处理 completed。
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### 1e. syncLogs.source 枚举扩展
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将 `mysqlEnum('source', ['plane', 'gitea'])` 改为 `['plane', 'gitea', 'ai_okr']`。
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---
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## 第二阶段：AI 配置与 LLM 客户端（豆包 Doubao）
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### 2a. 环境变量 (`backend/src/config.ts`)
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新增：
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```typescript
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AI_ENABLED: z.coerce.boolean().default(false),
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AI_API_KEY: z.string().default(''),
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AI_MODEL: z.string().default('doubao-seed-2-0-pro-260215'),
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AI_BASE_URL: z.string().default('https://ark.cn-beijing.volces.com/api/v3'),
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```
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**.env 示例**：
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```env
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AI_ENABLED=true
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AI_API_KEY=846b6981-9954-4c58-bb39-63079393bdb8
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AI_MODEL=doubao-seed-2-0-pro-260215
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AI_BASE_URL=https://ark.cn-beijing.volces.com/api/v3
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```
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### 2b. 新建 `backend/src/services/llm-client.ts`
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使用豆包（火山引擎 Ark）API，原生 fetch 实现，零额外依赖。
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**豆包 API 调用格式**：
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```typescript
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// POST https://ark.cn-beijing.volces.com/api/v3/chat/completions
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// Header: Authorization: Bearer {AI_API_KEY}
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// Header: Content-Type: application/json
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export async function callLLM(systemPrompt: string, userPrompt: string): Promise<string> {
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const url = `${config.AI_BASE_URL}/chat/completions`;
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const body = {
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model: config.AI_MODEL, // "doubao-seed-2-0-pro-260215"
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messages: [
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{ role: "system", content: systemPrompt },
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{ role: "user", content: userPrompt }
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],
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temperature: 0.3, // 低温度保证输出稳定
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response_format: { type: "json_object" } // 强制 JSON 输出
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};
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const response = await fetch(url, {
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method: 'POST',
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headers: {
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'Authorization': `Bearer ${config.AI_API_KEY}`,
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'Content-Type': 'application/json',
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},
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body: JSON.stringify(body),
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signal: AbortSignal.timeout(60000), // 60s 超时
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});
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if (!response.ok) {
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throw new Error(`Doubao API error: ${response.status} ${await response.text()}`);
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}
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const data = await response.json();
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return data.choices[0].message.content;
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}
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```
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**要点**：
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- 豆包 Ark API 兼容 OpenAI `/chat/completions` 格式
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- 使用 `response_format: { type: "json_object" }` 强制返回 JSON
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- 超时 60s，失败重试 1 次（间隔 3s）
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- `temperature: 0.3` 保证分析结果稳定一致
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---
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## 第三阶段：核心服务 — `backend/src/services/okr-ai-sync.ts`
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### 整体流程
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```
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analyzeCommitsForOKR()
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│
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├─ 1. gatherUnanalyzedCommits()
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│ SELECT gc.* FROM git_commits gc
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│ LEFT JOIN ai_analyzed_commits aac ON gc.sha = aac.commit_sha
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│ WHERE aac.id IS NULL
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│ → 按 repoName 分组（每个仓库一批）
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│
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├─ 2. 遍历每个仓库的未分析 commits：
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│ a. 通过 projectRepos 找到该仓库关联的 projectId
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│ b. 获取该项目当前所有 Objectives + KRs（含 sourceKey）
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│ c. 构建 AI prompt（该仓库的新 commits，含每条 commit 的提交人信息 + 项目现有 OKR）
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│ d. 调用豆包 AI → 解析 JSON 响应
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│ e. 执行 AI 返回的 actions：
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│ - create_objective → 创建时 ownerId = commit 提交人的 userId（AI 返回 authorUserId）
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│ - create_kr → 先查 sourceKey 防重 → 不存在才创建，归属到对应提交人
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│ - update_progress → 更新 currentValue + 写 krLog
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│ - complete_kr → status='completed' + 写 krLog
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│ f. 重算 Objective progress
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│ g. 标记这批 commits 为已分析（写入 aiAnalyzedCommits）
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│
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└─ 3. 写入 syncLogs (source='ai_okr')
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```
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### 增量更新机制（核心）
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```
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第一次同步：
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gitCommits: [A, B, C, D, E]
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aiAnalyzedCommits: []
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→ 未分析: [A, B, C, D, E] → 全部送 AI → 分析后标记 [A, B, C, D, E]
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第二次同步（新增了 F, G）：
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gitCommits: [A, B, C, D, E, F, G]
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aiAnalyzedCommits: [A, B, C, D, E]
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→ 未分析: [F, G] → 只送 F, G 给 AI → 分析后标记 [F, G]
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第三次同步（无新增）：
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→ 未分析: [] → 跳过，不调用 AI
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```
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### AI Prompt 设计
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**System Prompt**:
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```
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你是一个开发团队的 OKR 管理助手。你的任务是分析 git commit 记录，管理项目的 OKR（目标与关键成果）。
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你需要分析提交记录，输出 JSON 格式的操作指令：
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判断逻辑：
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- commit 包含 "完成"、"done"、"finished"、"实现完毕" 等完成语义 → 对应 KR 标记完成
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- commit 是 feat/feature 类型但未完成 → 更新对应 KR 进度（根据描述估算百分比）
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- commit 涉及的功能在现有 KR 中不存在 → 创建新 KR（需同时提供时间节点）
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- fix/refactor/chore/docs 类 commit → 只在涉及明确功能时才操作
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- 不要为同一个功能创建重复的 KR，已有相同 sourceKey 的直接更新
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新建 Objective 规则：
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- 如果提交涉及的功能没有归属到任何已有 Objective → 可以创建新 Objective
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- Objective 的 startDate 和 endDate 由你根据提交内容和功能复杂度判断
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- period 格式为 "YYYY-Qn"（如 "2026-Q2"），根据 endDate 推算
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新建 KR 规则：
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- targetValue = 100, unit = "%"
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- 根据 commit 语义估算 currentValue（初步实现=30, 基本完成=70, 完成=100）
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- sourceKey 用小写英文短横线格式（如 "user-login", "payment-module"）
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- title 用中文描述
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- startDate 和 endDate 由你根据功能复杂度和提交时间判断
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```
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**User Prompt 模板**:
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```
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仓库：{{repoName}}
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所属项目：{{projectName}}
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当前日期：{{today}}
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该项目已有的 OKR：
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{{#each existingObjectives}}
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Objective: id={{id}}, title="{{title}}", period={{period}}, 时间={{startDate}}~{{endDate}}, 进度={{progress}}%
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Key Results:
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{{#each keyResults}}
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- id: {{id}}, title: "{{title}}", sourceKey: "{{sourceKey}}", status: {{status}}, 进度: {{currentValue}}/{{targetValue}}, 时间: {{startDate}}~{{endDate}}
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{{/each}}
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{{/each}}
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{{如果没有已有 OKR: "该项目暂无 OKR 记录。"}}
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该仓库的开发人员（commit 提交人 → 系统用户映射）：
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{{#each authors}}
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- userId: "{{userId}}", 姓名: {{displayName}}
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{{/each}}
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该仓库新增的提交记录（按时间排序，均为增量，之前的已处理过）：
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{{#each commits}}
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- [{{committedAt}}] 提交人: {{authorName}}(userId={{userId}}) {{sha前7位}}: {{message}} (+{{additions}}/-{{deletions}})
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{{/each}}
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请分析以上提交，返回 JSON。注意：每个 action 都必须带 ownerId 字段，值为提交人的 userId，表示该 OKR 归谁负责。
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{
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"actions": [
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{
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"type": "create_objective",
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"ownerId": "提交人的userId",
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"title": "目标标题",
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"startDate": "YYYY-MM-DD",
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"endDate": "YYYY-MM-DD",
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"reasoning": "为什么要创建这个目标",
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"keyResults": [
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{ "title": "...", "sourceKey": "...", "currentValue": number, "startDate": "YYYY-MM-DD", "endDate": "YYYY-MM-DD" }
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]
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},
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{
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"type": "create_kr",
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"ownerId": "提交人的userId",
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"objectiveId": "已有目标的id",
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"title": "...",
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"sourceKey": "...",
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"currentValue": number,
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"startDate": "YYYY-MM-DD",
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"endDate": "YYYY-MM-DD",
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"reasoning": "..."
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},
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{
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"type": "update_progress",
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"krId": "已有KR的id",
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"newCurrentValue": number,
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"reasoning": "..."
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},
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{
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"type": "complete_kr",
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"krId": "已有KR的id",
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"reasoning": "..."
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}
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],
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"summary": "一句话总结该仓库近期开发动态"
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}
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如果没有需要操作的内容，返回 {"actions": [], "summary": "..."}
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```
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### 防重复策略（三层保障）
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| 层级 | 机制 | 说明 |
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|------|------|------|
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| **Commit 级** | `aiAnalyzedCommits` 表 | 已分析的 SHA 打标记，下次同步时过滤掉，不再送给 AI |
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| **KR 级** | `sourceKey` 唯一性检查 | 创建前查 DB，同 Objective 下同 sourceKey 只允许一条，重复则转为 update |
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| **Objective 级** | 项目下已有 OKR 传入 prompt | AI 看到完整上下文，避免建议创建重复目标 |
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### OKR 负责人归属
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- commit 有 `userId`（通过 author-matching 映射到系统用户）
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- AI prompt 中包含每条 commit 的提交人信息（userId + displayName）
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- AI 返回 action 时必须携带 `ownerId`，即该 OKR 归哪个提交人负责
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- 执行时：`create_objective` 的 `ownerId` = AI 指定的 userId，`create_kr` 同理
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- 跳过 `userId` 为 null 的 commits（作者未映射到系统用户）
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**示例**：仓库 rtc_backend 有张三、李四两个人提交代码
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- 张三的 commit 涉及"用户登录" → AI 创建 KR 归属张三
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- 李四的 commit 涉及"支付模块" → AI 创建 KR 归属李四
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- 同一个 Objective 下可以有不同负责人的 KR
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||||||
|
### 时间节点（由 AI 判断）
|
||||||
|
|
||||||
|
- **不再固定取当前季度**，而是由 AI 根据以下信息决定：
|
||||||
|
- commit 的提交时间
|
||||||
|
- 功能的复杂度（从 commit 内容推断）
|
||||||
|
- 已有 OKR 的时间范围（避免冲突）
|
||||||
|
- AI 返回的 `startDate`、`endDate` 直接写入 Objective 和 KR
|
||||||
|
- `period` 根据 endDate 自动推算（复用已有 `dateToPeriod()`）
|
||||||
|
- Objective 创建后，其日期范围由 AI 决定，后续也可由 AI 在新的分析中调整
|
||||||
|
|
||||||
|
### 完成判定
|
||||||
|
|
||||||
|
AI 返回 `complete_kr` action 时：
|
||||||
|
1. `currentValue = targetValue`（即 100）
|
||||||
|
2. `status = 'completed'`
|
||||||
|
3. 写 krLog：`action='completed'`, `detail='AI 根据 commit {sha} 判定完成：{reasoning}'`
|
||||||
|
4. `recalcObjectiveProgress()` 时 completed 的 KR 按 100% 计入
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 第四阶段：集成到同步流程
|
||||||
|
|
||||||
|
### 4a. 修改 `backend/src/sync/scheduler.ts`
|
||||||
|
|
||||||
|
```typescript
|
||||||
|
import { analyzeCommitsForOKR } from '../services/okr-ai-sync';
|
||||||
|
|
||||||
|
// 在 syncGitea() 之后调用
|
||||||
|
giteaJob = new Cron('0 2,19 * * *', async () => {
|
||||||
|
await syncGitea();
|
||||||
|
if (config.AI_ENABLED) {
|
||||||
|
console.info('[SCHEDULER] AI OKR 分析开始...');
|
||||||
|
await analyzeCommitsForOKR().catch(e =>
|
||||||
|
console.error('[SCHEDULER] AI OKR analysis failed:', e)
|
||||||
|
);
|
||||||
|
}
|
||||||
|
});
|
||||||
|
```
|
||||||
|
|
||||||
|
### 4b. 新增 API 端点 (`backend/src/routes/okr.ts`)
|
||||||
|
|
||||||
|
| 方法 | 路径 | 说明 |
|
||||||
|
|------|------|------|
|
||||||
|
| POST | `/api/okr/ai-analyze` | 手动触发 AI 分析（admin/manager） |
|
||||||
|
| POST | `/api/okr/ai-analyze/preview` | 预览模式：返回 AI 建议但不执行 |
|
||||||
|
|
||||||
|
### 4c. 修改 `backend/src/services/okr.ts`
|
||||||
|
|
||||||
|
- 导出 `dateToPeriod()` 函数供 okr-ai-sync 使用
|
||||||
|
- `recalcObjectiveProgress()` 增加对 `status === 'completed'` 的处理（按 100% 计入进度）
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 第五阶段：DB 迁移
|
||||||
|
|
||||||
|
新增迁移文件 `backend/drizzle/0002_add_ai_okr_fields.sql`：
|
||||||
|
|
||||||
|
```sql
|
||||||
|
-- 新表：增量标记（已分析过的 commit 不再重复处理）
|
||||||
|
CREATE TABLE ai_analyzed_commits (
|
||||||
|
id VARCHAR(50) PRIMARY KEY,
|
||||||
|
commit_sha VARCHAR(200) NOT NULL,
|
||||||
|
batch_id VARCHAR(50) NOT NULL,
|
||||||
|
created_at DATETIME NOT NULL,
|
||||||
|
UNIQUE INDEX uniq_analyzed_sha (commit_sha)
|
||||||
|
);
|
||||||
|
|
||||||
|
-- objectives 加字段
|
||||||
|
ALTER TABLE objectives ADD COLUMN source VARCHAR(50) DEFAULT 'manual';
|
||||||
|
|
||||||
|
-- key_results 加字段
|
||||||
|
ALTER TABLE key_results ADD COLUMN source VARCHAR(50) DEFAULT 'manual';
|
||||||
|
ALTER TABLE key_results ADD COLUMN source_key VARCHAR(300) NULL;
|
||||||
|
|
||||||
|
-- syncLogs source 枚举扩展
|
||||||
|
ALTER TABLE sync_logs MODIFY COLUMN source ENUM('plane', 'gitea', 'ai_okr') NOT NULL;
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 关键文件清单
|
||||||
|
|
||||||
|
| 文件 | 操作 | 说明 |
|
||||||
|
|------|------|------|
|
||||||
|
| `backend/src/db/schema.ts` | 修改 | 新表 + 新字段 |
|
||||||
|
| `backend/src/config.ts` | 修改 | 豆包 AI 环境变量 |
|
||||||
|
| `backend/src/services/llm-client.ts` | **新建** | 豆包 API 调用封装 |
|
||||||
|
| `backend/src/services/okr-ai-sync.ts` | **新建** | 核心 AI 分析 + 增量更新逻辑 |
|
||||||
|
| `backend/src/services/okr.ts` | 修改 | 导出 dateToPeriod, completed 状态处理 |
|
||||||
|
| `backend/src/sync/scheduler.ts` | 修改 | 同步后触发 AI 分析 |
|
||||||
|
| `backend/src/routes/okr.ts` | 修改 | 新增手动触发端点 |
|
||||||
|
| `backend/drizzle/0002_*.sql` | **新建** | DB 迁移 |
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 实施顺序
|
||||||
|
|
||||||
|
1. Schema 变更 + 迁移文件（第一、五阶段）
|
||||||
|
2. config.ts 加豆包 AI 环境变量（第二阶段 2a）
|
||||||
|
3. llm-client.ts — 豆包 API 封装（第二阶段 2b）
|
||||||
|
4. okr.ts 小改（导出 dateToPeriod + completed 处理）
|
||||||
|
5. okr-ai-sync.ts 核心服务（第三阶段）
|
||||||
|
6. scheduler.ts 集成 + 新 API 端点（第四阶段）
|
||||||
|
7. 端到端测试
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 验证方案
|
||||||
|
|
||||||
|
1. 配置 `.env`：`AI_ENABLED=true`，`AI_API_KEY=...`，`AI_MODEL=doubao-seed-2-0-pro-260215`
|
||||||
|
2. 确保数据库中已有项目、用户、项目-仓库绑定、git commits 数据
|
||||||
|
3. 调用 `POST /api/okr/ai-analyze/preview` 查看 AI 返回的 actions（不写库）
|
||||||
|
4. 确认 actions 合理后，调用 `POST /api/okr/ai-analyze` 执行
|
||||||
|
5. 通过 `GET /api/okr` 验证 OKR 数据已生成，时间节点由 AI 合理设定
|
||||||
|
6. 再次调用 `POST /api/okr/ai-analyze`，确认不会重复生成（增量标记生效）
|
||||||
|
7. 手动触发 Git 同步拉到新 commits，再次分析，确认只处理新增 commits
|
||||||
|
8. 检查 krLogs 中有 AI 操作记录
|
||||||
|
9. 前端 OKR 页面查看显示是否正常
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 错误处理
|
||||||
|
|
||||||
|
| 场景 | 处理 |
|
||||||
|
|------|------|
|
||||||
|
| AI_ENABLED=false 或 API key 为空 | 静默跳过，不影响 Git 同步 |
|
||||||
|
| 豆包 API 返回非 JSON | 尝试用正则提取 ```json 块，失败则记 syncLogs error |
|
||||||
|
| 豆包 API 超时（60s） | 记错误日志，commits 保持"未分析"状态，下次同步重试 |
|
||||||
|
| AI 建议更新不存在的 KR | 跳过该 action，记 warning |
|
||||||
|
| AI 建议创建重复 sourceKey 的 KR | 转为 update_progress |
|
||||||
|
| commit 的 repo 没有绑定到任何项目 | 跳过该仓库的分析 |
|
||||||
|
| 某个仓库无新增 commits | 跳过，不调用 AI |
|
||||||
20
backend/drizzle/0002_add_ai_okr_fields.sql
Normal file
20
backend/drizzle/0002_add_ai_okr_fields.sql
Normal file
@ -0,0 +1,20 @@
|
|||||||
|
-- AI Analyzed Commits 表（增量标记，防止重复分析）
|
||||||
|
CREATE TABLE IF NOT EXISTS `ai_analyzed_commits` (
|
||||||
|
`id` varchar(50) NOT NULL PRIMARY KEY,
|
||||||
|
`commit_sha` varchar(200) NOT NULL,
|
||||||
|
`batch_id` varchar(50) NOT NULL,
|
||||||
|
`created_at` datetime NOT NULL
|
||||||
|
);
|
||||||
|
--> statement-breakpoint
|
||||||
|
CREATE UNIQUE INDEX `uniq_analyzed_sha` ON `ai_analyzed_commits` (`commit_sha`);
|
||||||
|
--> statement-breakpoint
|
||||||
|
-- objectives 表加 source 字段
|
||||||
|
ALTER TABLE `objectives` ADD COLUMN `source` varchar(50) DEFAULT 'manual';
|
||||||
|
--> statement-breakpoint
|
||||||
|
-- key_results 表加 source 和 source_key 字段
|
||||||
|
ALTER TABLE `key_results` ADD COLUMN `source` varchar(50) DEFAULT 'manual';
|
||||||
|
--> statement-breakpoint
|
||||||
|
ALTER TABLE `key_results` ADD COLUMN `source_key` varchar(300) NULL;
|
||||||
|
--> statement-breakpoint
|
||||||
|
-- sync_logs source 枚举扩展
|
||||||
|
ALTER TABLE `sync_logs` MODIFY COLUMN `source` enum('plane','gitea','ai_okr') NOT NULL;
|
||||||
@ -8,6 +8,20 @@
|
|||||||
"when": 1775707049155,
|
"when": 1775707049155,
|
||||||
"tag": "0000_grey_anita_blake",
|
"tag": "0000_grey_anita_blake",
|
||||||
"breakpoints": true
|
"breakpoints": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"idx": 1,
|
||||||
|
"version": "6",
|
||||||
|
"when": 1775707049200,
|
||||||
|
"tag": "0001_add_user_project_permissions",
|
||||||
|
"breakpoints": true
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"idx": 2,
|
||||||
|
"version": "6",
|
||||||
|
"when": 1777430400000,
|
||||||
|
"tag": "0002_add_ai_okr_fields",
|
||||||
|
"breakpoints": true
|
||||||
}
|
}
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
@ -23,6 +23,12 @@ const envSchema = z.object({
|
|||||||
|
|
||||||
ADMIN_EMAIL: z.string().email().default('admin@jasonqiyuan.com'),
|
ADMIN_EMAIL: z.string().email().default('admin@jasonqiyuan.com'),
|
||||||
ADMIN_PASSWORD: z.string().min(6).default('Admin123!'),
|
ADMIN_PASSWORD: z.string().min(6).default('Admin123!'),
|
||||||
|
|
||||||
|
// AI (豆包 Doubao / 火山引擎 Ark)
|
||||||
|
AI_ENABLED: z.coerce.boolean().default(false),
|
||||||
|
AI_API_KEY: z.string().default(''),
|
||||||
|
AI_MODEL: z.string().default('doubao-seed-2-0-pro-260215'),
|
||||||
|
AI_BASE_URL: z.string().default('https://ark.cn-beijing.volces.com/api/v3'),
|
||||||
});
|
});
|
||||||
|
|
||||||
function loadConfig() {
|
function loadConfig() {
|
||||||
|
|||||||
@ -154,6 +154,7 @@ export const objectives = mysqlTable('objectives', {
|
|||||||
startDate: varchar('start_date', { length: 50 }),
|
startDate: varchar('start_date', { length: 50 }),
|
||||||
endDate: varchar('end_date', { length: 50 }),
|
endDate: varchar('end_date', { length: 50 }),
|
||||||
progress: double('progress').default(0),
|
progress: double('progress').default(0),
|
||||||
|
source: varchar('source', { length: 50 }).default('manual'), // manual / ai_generated
|
||||||
createdAt: datetime('created_at').notNull(),
|
createdAt: datetime('created_at').notNull(),
|
||||||
updatedAt: datetime('updated_at').notNull(),
|
updatedAt: datetime('updated_at').notNull(),
|
||||||
}, (table) => ({
|
}, (table) => ({
|
||||||
@ -170,11 +171,13 @@ export const keyResults = mysqlTable('key_results', {
|
|||||||
currentValue: double('current_value').default(0),
|
currentValue: double('current_value').default(0),
|
||||||
unit: varchar('unit', { length: 100 }),
|
unit: varchar('unit', { length: 100 }),
|
||||||
weight: double('weight').default(1),
|
weight: double('weight').default(1),
|
||||||
status: varchar('status', { length: 100 }).default('active'), // active / paused / cancelled
|
status: varchar('status', { length: 100 }).default('active'), // active / paused / cancelled / completed
|
||||||
startDate: varchar('start_date', { length: 50 }),
|
startDate: varchar('start_date', { length: 50 }),
|
||||||
endDate: varchar('end_date', { length: 50 }),
|
endDate: varchar('end_date', { length: 50 }),
|
||||||
linkedPlaneCycleId: varchar('linked_plane_cycle_id', { length: 200 }),
|
linkedPlaneCycleId: varchar('linked_plane_cycle_id', { length: 200 }),
|
||||||
linkedPlaneModuleId: varchar('linked_plane_module_id', { length: 200 }),
|
linkedPlaneModuleId: varchar('linked_plane_module_id', { length: 200 }),
|
||||||
|
source: varchar('source', { length: 50 }).default('manual'), // manual / ai_generated
|
||||||
|
sourceKey: varchar('source_key', { length: 300 }), // AI 分配的功能标识符，用于语义去重
|
||||||
createdAt: datetime('created_at').notNull(),
|
createdAt: datetime('created_at').notNull(),
|
||||||
updatedAt: datetime('updated_at').notNull(),
|
updatedAt: datetime('updated_at').notNull(),
|
||||||
}, (table) => ({
|
}, (table) => ({
|
||||||
@ -233,9 +236,19 @@ export const userProjectPermissions = mysqlTable('user_project_permissions', {
|
|||||||
// ── Sync Logs ──
|
// ── Sync Logs ──
|
||||||
export const syncLogs = mysqlTable('sync_logs', {
|
export const syncLogs = mysqlTable('sync_logs', {
|
||||||
id: varchar('id', { length: 50 }).primaryKey(),
|
id: varchar('id', { length: 50 }).primaryKey(),
|
||||||
source: mysqlEnum('source', ['plane', 'gitea']).notNull(),
|
source: mysqlEnum('source', ['plane', 'gitea', 'ai_okr']).notNull(),
|
||||||
status: mysqlEnum('status', ['success', 'error']).notNull(),
|
status: mysqlEnum('status', ['success', 'error']).notNull(),
|
||||||
message: text('message'),
|
message: text('message'),
|
||||||
recordsProcessed: int('records_processed').default(0),
|
recordsProcessed: int('records_processed').default(0),
|
||||||
syncedAt: datetime('synced_at').notNull(),
|
syncedAt: datetime('synced_at').notNull(),
|
||||||
});
|
});
|
||||||
|
|
||||||
|
// ── AI Analyzed Commits (增量标记，防止重复分析) ──
|
||||||
|
export const aiAnalyzedCommits = mysqlTable('ai_analyzed_commits', {
|
||||||
|
id: varchar('id', { length: 50 }).primaryKey(),
|
||||||
|
commitSha: varchar('commit_sha', { length: 200 }).notNull(),
|
||||||
|
batchId: varchar('batch_id', { length: 50 }).notNull(),
|
||||||
|
createdAt: datetime('created_at').notNull(),
|
||||||
|
}, (table) => ({
|
||||||
|
shaIdx: uniqueIndex('uniq_analyzed_sha').on(table.commitSha),
|
||||||
|
}));
|
||||||
|
|||||||
@ -71,4 +71,5 @@ console.info(`DevPerf Dashboard API starting on port ${port}`);
|
|||||||
export default {
|
export default {
|
||||||
port,
|
port,
|
||||||
fetch: app.fetch,
|
fetch: app.fetch,
|
||||||
|
idleTimeout: 120, // AI 分析可能耗时较长
|
||||||
};
|
};
|
||||||
|
|||||||
@ -4,6 +4,7 @@ import { z } from 'zod';
|
|||||||
import { requireRole } from '../middleware/role';
|
import { requireRole } from '../middleware/role';
|
||||||
import { getAllowedProjectIds } from '../services/permissions';
|
import { getAllowedProjectIds } from '../services/permissions';
|
||||||
import * as okrService from '../services/okr';
|
import * as okrService from '../services/okr';
|
||||||
|
import { analyzeCommitsForOKR } from '../services/okr-ai-sync';
|
||||||
|
|
||||||
export const okrRoutes = new Hono();
|
export const okrRoutes = new Hono();
|
||||||
|
|
||||||
@ -149,6 +150,24 @@ okrRoutes.get('/okr/key-results/:id/logs', async (c) => {
|
|||||||
return c.json({ code: 0, data: logs, message: 'success' });
|
return c.json({ code: 0, data: logs, message: 'success' });
|
||||||
});
|
});
|
||||||
|
|
||||||
|
// POST /api/okr/ai-analyze — 手动触发 AI 分析
|
||||||
|
okrRoutes.post('/okr/ai-analyze',
|
||||||
|
requireRole('admin', 'manager'),
|
||||||
|
async (c) => {
|
||||||
|
const result = await analyzeCommitsForOKR(false);
|
||||||
|
return c.json({ code: 0, data: result, message: 'success' });
|
||||||
|
}
|
||||||
|
);
|
||||||
|
|
||||||
|
// POST /api/okr/ai-analyze/preview — 预览模式（不写库）
|
||||||
|
okrRoutes.post('/okr/ai-analyze/preview',
|
||||||
|
requireRole('admin', 'manager'),
|
||||||
|
async (c) => {
|
||||||
|
const result = await analyzeCommitsForOKR(true);
|
||||||
|
return c.json({ code: 0, data: result, message: 'success' });
|
||||||
|
}
|
||||||
|
);
|
||||||
|
|
||||||
// DELETE /api/okr/objectives/:id
|
// DELETE /api/okr/objectives/:id
|
||||||
okrRoutes.delete('/okr/objectives/:id',
|
okrRoutes.delete('/okr/objectives/:id',
|
||||||
requireRole('admin'),
|
requireRole('admin'),
|
||||||
|
|||||||
78
backend/src/services/llm-client.ts
Normal file
78
backend/src/services/llm-client.ts
Normal file
@ -0,0 +1,78 @@
|
|||||||
|
import { config } from '../config';
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 调用豆包（火山引擎 Ark）LLM API
|
||||||
|
* 兼容 OpenAI /chat/completions 格式
|
||||||
|
*/
|
||||||
|
export async function callLLM(systemPrompt: string, userPrompt: string): Promise<string> {
|
||||||
|
if (!config.AI_API_KEY) {
|
||||||
|
throw new Error('AI_API_KEY is not configured');
|
||||||
|
}
|
||||||
|
|
||||||
|
const url = `${config.AI_BASE_URL}/chat/completions`;
|
||||||
|
|
||||||
|
const body = {
|
||||||
|
model: config.AI_MODEL,
|
||||||
|
messages: [
|
||||||
|
{ role: 'system', content: systemPrompt },
|
||||||
|
{ role: 'user', content: userPrompt },
|
||||||
|
],
|
||||||
|
temperature: 0.3,
|
||||||
|
};
|
||||||
|
|
||||||
|
let lastError: Error | null = null;
|
||||||
|
|
||||||
|
// 最多重试 1 次
|
||||||
|
for (let attempt = 0; attempt < 2; attempt++) {
|
||||||
|
try {
|
||||||
|
const response = await fetch(url, {
|
||||||
|
method: 'POST',
|
||||||
|
headers: {
|
||||||
|
'Authorization': `Bearer ${config.AI_API_KEY}`,
|
||||||
|
'Content-Type': 'application/json',
|
||||||
|
},
|
||||||
|
body: JSON.stringify(body),
|
||||||
|
signal: AbortSignal.timeout(120000), // 120s，豆包模型响应较慢
|
||||||
|
});
|
||||||
|
|
||||||
|
if (!response.ok) {
|
||||||
|
const errorText = await response.text();
|
||||||
|
throw new Error(`Doubao API error ${response.status}: ${errorText}`);
|
||||||
|
}
|
||||||
|
|
||||||
|
const data = await response.json();
|
||||||
|
return data.choices[0].message.content;
|
||||||
|
} catch (err) {
|
||||||
|
lastError = err instanceof Error ? err : new Error(String(err));
|
||||||
|
console.warn(`[LLM] Attempt ${attempt + 1} failed: ${lastError.message}`);
|
||||||
|
if (attempt === 0) {
|
||||||
|
await new Promise(resolve => setTimeout(resolve, 3000));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
throw lastError!;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 从 LLM 响应中解析 JSON
|
||||||
|
* 优先直接 parse，失败则尝试提取 ```json 代码块
|
||||||
|
*/
|
||||||
|
export function parseLLMJson<T = any>(text: string): T {
|
||||||
|
// 先直接尝试
|
||||||
|
try {
|
||||||
|
return JSON.parse(text);
|
||||||
|
} catch {
|
||||||
|
// 尝试提取 ```json ... ``` 代码块
|
||||||
|
const match = text.match(/```json\s*([\s\S]*?)```/);
|
||||||
|
if (match) {
|
||||||
|
return JSON.parse(match[1].trim());
|
||||||
|
}
|
||||||
|
// 尝试提取第一个 { ... } 块
|
||||||
|
const braceMatch = text.match(/\{[\s\S]*\}/);
|
||||||
|
if (braceMatch) {
|
||||||
|
return JSON.parse(braceMatch[0]);
|
||||||
|
}
|
||||||
|
throw new Error(`Failed to parse LLM response as JSON: ${text.substring(0, 200)}`);
|
||||||
|
}
|
||||||
|
}
|
||||||
578
backend/src/services/okr-ai-sync.ts
Normal file
578
backend/src/services/okr-ai-sync.ts
Normal file
@ -0,0 +1,578 @@
|
|||||||
|
import { v4 as uuid } from 'uuid';
|
||||||
|
import { eq, isNull, sql, inArray } from 'drizzle-orm';
|
||||||
|
import { db } from '../db/index';
|
||||||
|
import {
|
||||||
|
gitCommits, aiAnalyzedCommits, projectRepos, projects,
|
||||||
|
objectives, keyResults, krLogs, syncLogs, users,
|
||||||
|
} from '../db/schema';
|
||||||
|
import { callLLM, parseLLMJson } from './llm-client';
|
||||||
|
import { dateToPeriod, recalcObjectiveProgress } from './okr';
|
||||||
|
import dayjs from 'dayjs';
|
||||||
|
|
||||||
|
// ── Types ──
|
||||||
|
|
||||||
|
interface AIAction {
|
||||||
|
type: 'create_objective' | 'create_kr' | 'update_progress' | 'complete_kr';
|
||||||
|
ownerId?: string;
|
||||||
|
objectiveId?: string;
|
||||||
|
krId?: string;
|
||||||
|
title?: string;
|
||||||
|
sourceKey?: string;
|
||||||
|
currentValue?: number;
|
||||||
|
newCurrentValue?: number;
|
||||||
|
startDate?: string;
|
||||||
|
endDate?: string;
|
||||||
|
reasoning?: string;
|
||||||
|
keyResults?: {
|
||||||
|
title: string;
|
||||||
|
sourceKey: string;
|
||||||
|
currentValue: number;
|
||||||
|
startDate?: string;
|
||||||
|
endDate?: string;
|
||||||
|
}[];
|
||||||
|
}
|
||||||
|
|
||||||
|
interface AIResponse {
|
||||||
|
actions: AIAction[];
|
||||||
|
summary: string;
|
||||||
|
}
|
||||||
|
|
||||||
|
interface CommitGroup {
|
||||||
|
repoName: string;
|
||||||
|
projectId: string;
|
||||||
|
projectName: string;
|
||||||
|
commits: {
|
||||||
|
sha: string;
|
||||||
|
authorName: string | null;
|
||||||
|
userId: string | null;
|
||||||
|
message: string | null;
|
||||||
|
additions: number;
|
||||||
|
deletions: number;
|
||||||
|
committedAt: Date;
|
||||||
|
}[];
|
||||||
|
}
|
||||||
|
|
||||||
|
// ── System Prompt ──
|
||||||
|
|
||||||
|
const SYSTEM_PROMPT = `你是一个开发团队的 OKR 管理助手。你的任务是分析 git commit 记录，管理项目的 OKR（目标与关键成果）。
|
||||||
|
|
||||||
|
你需要分析提交记录，输出 JSON 格式的操作指令：
|
||||||
|
|
||||||
|
判断逻辑：
|
||||||
|
- commit 包含 "完成"、"done"、"finished"、"实现完毕" 等完成语义 → 对应 KR 标记完成
|
||||||
|
- commit 是 feat/feature 类型但未完成 → 更新对应 KR 进度（根据描述估算百分比）
|
||||||
|
- commit 涉及的功能在现有 KR 中<EFBFBD><EFBFBD>存在 → 创建新 KR（需同时提供时间节点）
|
||||||
|
- fix/refactor/chore/docs 类 commit → 只在涉及明确功能时才操作
|
||||||
|
- 不要为同一个功能创建重复的 KR，已有相同 sourceKey 的直接更新
|
||||||
|
|
||||||
|
新建 Objective 规则：
|
||||||
|
- 如果提交涉及的功能没有归属到任何已有 Objective → 可以创建新 Objective
|
||||||
|
- Objective 的 startDate 和 endDate 由你根据提交内容和功能复杂度判断
|
||||||
|
- period 格式为 "YYYY-Qn"（如 "2026-Q2"），根据 endDate 推算
|
||||||
|
|
||||||
|
新建 KR 规则：
|
||||||
|
- targetValue = 100, unit = "%"
|
||||||
|
- 根据 commit 语义估算 currentValue（初步实现=30, 基本完成=70, 完成=100）
|
||||||
|
- sourceKey 用小写英文短横线格式（如 "user-login", "payment-module"）
|
||||||
|
- title 用中文描述
|
||||||
|
- startDate 和 endDate 由你根据功能复杂度和提交时间判断
|
||||||
|
|
||||||
|
每个 action 中的 ownerId 必须是提交人的 userId，表示该 OKR 归谁负责。`;
|
||||||
|
|
||||||
|
// ── Core Functions ──
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取未分析的 commits，按 repoName 分组
|
||||||
|
*/
|
||||||
|
async function gatherUnanalyzedCommits(): Promise<CommitGroup[]> {
|
||||||
|
// 获取所有已分析的 SHA
|
||||||
|
const analyzed = await db.select({ sha: aiAnalyzedCommits.commitSha }).from(aiAnalyzedCommits);
|
||||||
|
const analyzedSet = new Set(analyzed.map(a => a.sha));
|
||||||
|
|
||||||
|
// 获取所有 commits（有 userId 的，且 4 月份及之后的）
|
||||||
|
const cutoffDate = new Date('2026-01-01T00:00:00');
|
||||||
|
const allCommits = await db.select().from(gitCommits);
|
||||||
|
const unanalyzed = allCommits.filter(c =>
|
||||||
|
c.userId && !analyzedSet.has(c.sha) && new Date(c.committedAt) >= cutoffDate
|
||||||
|
);
|
||||||
|
|
||||||
|
if (unanalyzed.length === 0) return [];
|
||||||
|
|
||||||
|
// 获取 projectRepos 映射 repoName → projectId
|
||||||
|
const bindings = await db.select().from(projectRepos);
|
||||||
|
const repoToProject = new Map<string, string>();
|
||||||
|
for (const b of bindings) {
|
||||||
|
// 支持多种格式的 repoName 匹配
|
||||||
|
const name = extractRepoName(b.repoName);
|
||||||
|
repoToProject.set(name, b.projectId);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 获取 projects 名称
|
||||||
|
const allProjects = await db.select().from(projects);
|
||||||
|
const projectMap = new Map(allProjects.map(p => [p.id, p.name]));
|
||||||
|
|
||||||
|
// 按 repoName 分组
|
||||||
|
const groups = new Map<string, CommitGroup>();
|
||||||
|
for (const commit of unanalyzed) {
|
||||||
|
const projectId = repoToProject.get(commit.repoName);
|
||||||
|
if (!projectId) continue; // 仓库未绑定项目，跳过
|
||||||
|
|
||||||
|
if (!groups.has(commit.repoName)) {
|
||||||
|
groups.set(commit.repoName, {
|
||||||
|
repoName: commit.repoName,
|
||||||
|
projectId,
|
||||||
|
projectName: projectMap.get(projectId) || commit.repoName,
|
||||||
|
commits: [],
|
||||||
|
});
|
||||||
|
}
|
||||||
|
groups.get(commit.repoName)!.commits.push({
|
||||||
|
sha: commit.sha,
|
||||||
|
authorName: commit.authorName,
|
||||||
|
userId: commit.userId,
|
||||||
|
message: commit.message,
|
||||||
|
additions: commit.additions || 0,
|
||||||
|
deletions: commit.deletions || 0,
|
||||||
|
committedAt: commit.committedAt,
|
||||||
|
});
|
||||||
|
}
|
||||||
|
|
||||||
|
// 按时间排序每组的 commits
|
||||||
|
for (const group of groups.values()) {
|
||||||
|
group.commits.sort((a, b) => new Date(a.committedAt).getTime() - new Date(b.committedAt).getTime());
|
||||||
|
}
|
||||||
|
|
||||||
|
return Array.from(groups.values());
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 从各种格式中提取纯仓库名
|
||||||
|
*/
|
||||||
|
function extractRepoName(input: string): string {
|
||||||
|
let cleaned = input.trim().replace(/\.git$/, '');
|
||||||
|
if (cleaned.includes('://')) {
|
||||||
|
try {
|
||||||
|
const url = new URL(cleaned);
|
||||||
|
const parts = url.pathname.split('/').filter(Boolean);
|
||||||
|
return parts.length >= 2 ? parts[1] : parts[0];
|
||||||
|
} catch { /* fall through */ }
|
||||||
|
}
|
||||||
|
if (cleaned.includes('/')) {
|
||||||
|
return cleaned.split('/').pop()!;
|
||||||
|
}
|
||||||
|
return cleaned;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 构建 AI prompt
|
||||||
|
*/
|
||||||
|
async function buildUserPrompt(group: CommitGroup): Promise<string> {
|
||||||
|
// 获取该项目下所有现有 OKR
|
||||||
|
const existingObjs = await db.select().from(objectives)
|
||||||
|
.where(eq(objectives.projectId, group.projectId));
|
||||||
|
|
||||||
|
// 获取开发人员列表（从 commits 中提取 unique userId）
|
||||||
|
const authorIds = [...new Set(group.commits.map(c => c.userId).filter(Boolean))] as string[];
|
||||||
|
const authorUsers = authorIds.length > 0
|
||||||
|
? await db.select().from(users).where(inArray(users.id, authorIds))
|
||||||
|
: [];
|
||||||
|
const userMap = new Map(authorUsers.map(u => [u.id, u.displayName]));
|
||||||
|
|
||||||
|
let prompt = `仓库：${group.repoName}\n所属项目：${group.projectName}\n当前日期：${dayjs().format('YYYY-MM-DD')}\n\n`;
|
||||||
|
|
||||||
|
// 开发人员列表
|
||||||
|
prompt += `该仓库的开发人员（commit 提交人 → 系统用户映射）：\n`;
|
||||||
|
for (const userId of authorIds) {
|
||||||
|
prompt += `- userId: "${userId}", 姓名: ${userMap.get(userId) || '未知'}\n`;
|
||||||
|
}
|
||||||
|
prompt += '\n';
|
||||||
|
|
||||||
|
// 已有 OKR
|
||||||
|
if (existingObjs.length > 0) {
|
||||||
|
prompt += '该项目已有的 OKR：\n';
|
||||||
|
for (const obj of existingObjs) {
|
||||||
|
const owner = obj.ownerId ? userMap.get(obj.ownerId) : null;
|
||||||
|
prompt += `Objective: id="${obj.id}", title="${obj.title}", 负责人=${owner || '未指定'}, period=${obj.period}, 时间=${obj.startDate || '?'}~${obj.endDate || '?'}, 进度=${obj.progress || 0}%\n`;
|
||||||
|
|
||||||
|
const krs = await db.select().from(keyResults)
|
||||||
|
.where(eq(keyResults.objectiveId, obj.id));
|
||||||
|
|
||||||
|
if (krs.length > 0) {
|
||||||
|
prompt += ' Key Results:\n';
|
||||||
|
for (const kr of krs) {
|
||||||
|
prompt += ` - id: "${kr.id}", title: "${kr.title}", sourceKey: "${kr.sourceKey || ''}", status: ${kr.status}, 进度: ${kr.currentValue || 0}/${kr.targetValue}, 时间: ${kr.startDate || '?'}~${kr.endDate || '?'}\n`;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} else {
|
||||||
|
prompt += '该项目暂无 OKR 记录。\n';
|
||||||
|
}
|
||||||
|
|
||||||
|
// 新增 commits
|
||||||
|
prompt += `\n该仓库新增的提交记录（按时间排序，均为增量，之前的已处理过）：\n`;
|
||||||
|
for (const commit of group.commits) {
|
||||||
|
const date = dayjs(commit.committedAt).format('YYYY-MM-DD HH:mm');
|
||||||
|
const sha7 = commit.sha.substring(0, 7);
|
||||||
|
const name = commit.authorName || '未知';
|
||||||
|
const userId = commit.userId || '?';
|
||||||
|
prompt += `- [${date}] 提交人: ${name}(userId=${userId}) ${sha7}: ${commit.message || '(无消息)'} (+${commit.additions}/-${commit.deletions})\n`;
|
||||||
|
}
|
||||||
|
|
||||||
|
prompt += `\n请分析以上提交，返回 JSON。注意：每个 action 都必须带 ownerId 字段，值为提交人的 userId，表示该 OKR 归谁负责。
|
||||||
|
{
|
||||||
|
"actions": [
|
||||||
|
{
|
||||||
|
"type": "create_objective",
|
||||||
|
"ownerId": "提交人的userId",
|
||||||
|
"title": "目标标题",
|
||||||
|
"startDate": "YYYY-MM-DD",
|
||||||
|
"endDate": "YYYY-MM-DD",
|
||||||
|
"reasoning": "为什么要创建这个目标",
|
||||||
|
"keyResults": [
|
||||||
|
{ "title": "...", "sourceKey": "...", "currentValue": 30, "startDate": "YYYY-MM-DD", "endDate": "YYYY-MM-DD" }
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"type": "create_kr",
|
||||||
|
"ownerId": "提交人的userId",
|
||||||
|
"objectiveId": "已有目标的id",
|
||||||
|
"title": "...",
|
||||||
|
"sourceKey": "...",
|
||||||
|
"currentValue": 30,
|
||||||
|
"startDate": "YYYY-MM-DD",
|
||||||
|
"endDate": "YYYY-MM-DD",
|
||||||
|
"reasoning": "..."
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"type": "update_progress",
|
||||||
|
"krId": "已有KR的id",
|
||||||
|
"newCurrentValue": 70,
|
||||||
|
"reasoning": "..."
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"type": "complete_kr",
|
||||||
|
"krId": "已有KR的id",
|
||||||
|
"reasoning": "..."
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"summary": "一句话总结该仓库近期开发动态"
|
||||||
|
}
|
||||||
|
如果没有需要操作的内容，返回 {"actions": [], "summary": "..."}`;
|
||||||
|
|
||||||
|
return prompt;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 执行 AI 返回的 actions
|
||||||
|
*/
|
||||||
|
async function executeActions(actions: AIAction[], projectId: string): Promise<number> {
|
||||||
|
let executedCount = 0;
|
||||||
|
const now = new Date();
|
||||||
|
|
||||||
|
for (const action of actions) {
|
||||||
|
try {
|
||||||
|
switch (action.type) {
|
||||||
|
case 'create_objective': {
|
||||||
|
if (!action.title || !action.ownerId) break;
|
||||||
|
|
||||||
|
const objId = uuid();
|
||||||
|
// 计算当前季度末
|
||||||
|
const now2 = dayjs();
|
||||||
|
const currentQuarter = Math.ceil((now2.month() + 1) / 3);
|
||||||
|
const quarterEnd = dayjs(`${now2.year()}-${currentQuarter * 3}-01`).endOf('month');
|
||||||
|
const endDate = action.endDate || quarterEnd.format('YYYY-MM-DD');
|
||||||
|
const period = dateToPeriod(endDate);
|
||||||
|
|
||||||
|
await db.insert(objectives).values({
|
||||||
|
id: objId,
|
||||||
|
title: action.title,
|
||||||
|
ownerId: action.ownerId,
|
||||||
|
projectId,
|
||||||
|
period,
|
||||||
|
startDate: action.startDate || dayjs().format('YYYY-MM-DD'),
|
||||||
|
endDate,
|
||||||
|
progress: 0,
|
||||||
|
source: 'ai_generated',
|
||||||
|
createdAt: now,
|
||||||
|
updatedAt: now,
|
||||||
|
});
|
||||||
|
|
||||||
|
// 创建附带的 KRs
|
||||||
|
if (action.keyResults?.length) {
|
||||||
|
for (const krData of action.keyResults) {
|
||||||
|
// sourceKey 去重检查
|
||||||
|
if (krData.sourceKey) {
|
||||||
|
const existing = await db.select().from(keyResults)
|
||||||
|
.where(eq(keyResults.sourceKey, krData.sourceKey));
|
||||||
|
if (existing.some(kr => kr.objectiveId === objId)) continue;
|
||||||
|
}
|
||||||
|
|
||||||
|
const krId = uuid();
|
||||||
|
await db.insert(keyResults).values({
|
||||||
|
id: krId,
|
||||||
|
objectiveId: objId,
|
||||||
|
title: krData.title,
|
||||||
|
targetValue: 100,
|
||||||
|
currentValue: krData.currentValue || 0,
|
||||||
|
unit: '%',
|
||||||
|
weight: 1,
|
||||||
|
status: krData.currentValue >= 100 ? 'completed' : 'active',
|
||||||
|
startDate: krData.startDate || action.startDate,
|
||||||
|
endDate: krData.endDate || action.endDate,
|
||||||
|
source: 'ai_generated',
|
||||||
|
sourceKey: krData.sourceKey || null,
|
||||||
|
createdAt: now,
|
||||||
|
updatedAt: now,
|
||||||
|
});
|
||||||
|
|
||||||
|
await addAILog(krId, 'created', `AI 自动创建: ${action.reasoning || ''}`);
|
||||||
|
executedCount++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
await recalcObjectiveProgress(objId);
|
||||||
|
executedCount++;
|
||||||
|
console.info(`[AI-OKR] Created objective: ${action.title}`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
case 'create_kr': {
|
||||||
|
if (!action.objectiveId || !action.title) break;
|
||||||
|
|
||||||
|
// 验证 objective 存在
|
||||||
|
const obj = await db.query.objectives.findFirst({
|
||||||
|
where: eq(objectives.id, action.objectiveId),
|
||||||
|
});
|
||||||
|
if (!obj) {
|
||||||
|
console.warn(`[AI-OKR] Objective ${action.objectiveId} not found, skipping create_kr`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
// sourceKey 去重
|
||||||
|
if (action.sourceKey) {
|
||||||
|
const existing = await db.select().from(keyResults)
|
||||||
|
.where(eq(keyResults.sourceKey, action.sourceKey));
|
||||||
|
if (existing.some(kr => kr.objectiveId === action.objectiveId)) {
|
||||||
|
// 已存在同 sourceKey，转为更新进度
|
||||||
|
const existingKR = existing.find(kr => kr.objectiveId === action.objectiveId)!;
|
||||||
|
if (action.currentValue && action.currentValue > (existingKR.currentValue || 0)) {
|
||||||
|
await db.update(keyResults)
|
||||||
|
.set({ currentValue: action.currentValue, updatedAt: now })
|
||||||
|
.where(eq(keyResults.id, existingKR.id));
|
||||||
|
await addAILog(existingKR.id, 'progress_update',
|
||||||
|
`AI 更新（sourceKey 重复转更新）: ${existingKR.currentValue} → ${action.currentValue}`);
|
||||||
|
await recalcObjectiveProgress(action.objectiveId);
|
||||||
|
}
|
||||||
|
executedCount++;
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
const krId = uuid();
|
||||||
|
await db.insert(keyResults).values({
|
||||||
|
id: krId,
|
||||||
|
objectiveId: action.objectiveId,
|
||||||
|
title: action.title,
|
||||||
|
targetValue: 100,
|
||||||
|
currentValue: action.currentValue || 0,
|
||||||
|
unit: '%',
|
||||||
|
weight: 1,
|
||||||
|
status: (action.currentValue || 0) >= 100 ? 'completed' : 'active',
|
||||||
|
startDate: action.startDate || null,
|
||||||
|
endDate: action.endDate || null,
|
||||||
|
source: 'ai_generated',
|
||||||
|
sourceKey: action.sourceKey || null,
|
||||||
|
createdAt: now,
|
||||||
|
updatedAt: now,
|
||||||
|
});
|
||||||
|
|
||||||
|
await addAILog(krId, 'created', `AI 自动创建: ${action.reasoning || ''}`);
|
||||||
|
await recalcObjectiveProgress(action.objectiveId);
|
||||||
|
executedCount++;
|
||||||
|
console.info(`[AI-OKR] Created KR: ${action.title}`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
case 'update_progress': {
|
||||||
|
if (!action.krId || action.newCurrentValue === undefined) break;
|
||||||
|
|
||||||
|
const kr = await db.query.keyResults.findFirst({
|
||||||
|
where: eq(keyResults.id, action.krId),
|
||||||
|
});
|
||||||
|
if (!kr) {
|
||||||
|
console.warn(`[AI-OKR] KR ${action.krId} not found, skipping update_progress`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
// 只允许进度前进，不允许后退
|
||||||
|
if (action.newCurrentValue <= (kr.currentValue || 0)) break;
|
||||||
|
|
||||||
|
const clampedValue = Math.min(action.newCurrentValue, kr.targetValue);
|
||||||
|
await db.update(keyResults)
|
||||||
|
.set({ currentValue: clampedValue, updatedAt: now })
|
||||||
|
.where(eq(keyResults.id, action.krId));
|
||||||
|
|
||||||
|
await addAILog(action.krId, 'progress_update',
|
||||||
|
`AI 更新进度: ${kr.currentValue} → ${clampedValue}，${action.reasoning || ''}`);
|
||||||
|
await recalcObjectiveProgress(kr.objectiveId);
|
||||||
|
executedCount++;
|
||||||
|
console.info(`[AI-OKR] Updated KR progress: ${kr.title} → ${clampedValue}`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
case 'complete_kr': {
|
||||||
|
if (!action.krId) break;
|
||||||
|
|
||||||
|
const kr = await db.query.keyResults.findFirst({
|
||||||
|
where: eq(keyResults.id, action.krId),
|
||||||
|
});
|
||||||
|
if (!kr) {
|
||||||
|
console.warn(`[AI-OKR] KR ${action.krId} not found, skipping complete_kr`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
|
||||||
|
if (kr.status === 'completed') break; // 已完成则跳过
|
||||||
|
|
||||||
|
await db.update(keyResults)
|
||||||
|
.set({ status: 'completed', currentValue: kr.targetValue, updatedAt: now })
|
||||||
|
.where(eq(keyResults.id, action.krId));
|
||||||
|
|
||||||
|
await addAILog(action.krId, 'completed',
|
||||||
|
`AI 判定完成: ${action.reasoning || ''}`);
|
||||||
|
await recalcObjectiveProgress(kr.objectiveId);
|
||||||
|
executedCount++;
|
||||||
|
console.info(`[AI-OKR] Completed KR: ${kr.title}`);
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (err) {
|
||||||
|
const msg = err instanceof Error ? err.message : String(err);
|
||||||
|
console.error(`[AI-OKR] Error executing action ${action.type}: ${msg}`);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
return executedCount;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 写 KR 操作日志（AI 系统操作）
|
||||||
|
*/
|
||||||
|
async function addAILog(krId: string, action: string, detail: string) {
|
||||||
|
await db.insert(krLogs).values({
|
||||||
|
id: uuid(),
|
||||||
|
krId,
|
||||||
|
action,
|
||||||
|
detail,
|
||||||
|
operatorId: null,
|
||||||
|
operatorName: 'AI System',
|
||||||
|
createdAt: new Date(),
|
||||||
|
});
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 标记 commits 为已分析
|
||||||
|
*/
|
||||||
|
async function markCommitsAnalyzed(shas: string[], batchId: string) {
|
||||||
|
const now = new Date();
|
||||||
|
for (const sha of shas) {
|
||||||
|
try {
|
||||||
|
await db.insert(aiAnalyzedCommits).values({
|
||||||
|
id: uuid(),
|
||||||
|
commitSha: sha,
|
||||||
|
batchId,
|
||||||
|
createdAt: now,
|
||||||
|
});
|
||||||
|
} catch {
|
||||||
|
// 可能已经存在（unique constraint），忽略
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// ── Main Entry ──
|
||||||
|
|
||||||
|
export interface AnalyzeResult {
|
||||||
|
totalCommits: number;
|
||||||
|
reposProcessed: number;
|
||||||
|
actionsExecuted: number;
|
||||||
|
summaries: { repo: string; summary: string }[];
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 分析未处理的 commits 并自动更新 OKR
|
||||||
|
* @param dryRun 如果为 true，只返回 AI 建议不执行
|
||||||
|
*/
|
||||||
|
export async function analyzeCommitsForOKR(dryRun = false): Promise<AnalyzeResult> {
|
||||||
|
const startTime = Date.now();
|
||||||
|
const batchId = uuid();
|
||||||
|
|
||||||
|
const groups = await gatherUnanalyzedCommits();
|
||||||
|
|
||||||
|
if (groups.length === 0) {
|
||||||
|
console.info('[AI-OKR] No unanalyzed commits found, skipping');
|
||||||
|
return { totalCommits: 0, reposProcessed: 0, actionsExecuted: 0, summaries: [] };
|
||||||
|
}
|
||||||
|
|
||||||
|
let totalCommits = 0;
|
||||||
|
let actionsExecuted = 0;
|
||||||
|
const summaries: { repo: string; summary: string }[] = [];
|
||||||
|
|
||||||
|
const MAX_COMMITS_PER_BATCH = 30;
|
||||||
|
|
||||||
|
for (const group of groups) {
|
||||||
|
try {
|
||||||
|
totalCommits += group.commits.length;
|
||||||
|
|
||||||
|
// 分批处理，每批最多 30 条 commits
|
||||||
|
const batches: typeof group.commits[] = [];
|
||||||
|
for (let i = 0; i < group.commits.length; i += MAX_COMMITS_PER_BATCH) {
|
||||||
|
batches.push(group.commits.slice(i, i + MAX_COMMITS_PER_BATCH));
|
||||||
|
}
|
||||||
|
|
||||||
|
for (let batchIdx = 0; batchIdx < batches.length; batchIdx++) {
|
||||||
|
const batchCommits = batches[batchIdx];
|
||||||
|
const batchGroup = { ...group, commits: batchCommits };
|
||||||
|
console.info(`[AI-OKR] Analyzing ${batchCommits.length} commits for repo: ${group.repoName} (batch ${batchIdx + 1}/${batches.length})`);
|
||||||
|
|
||||||
|
// 构建 prompt 并调用 AI
|
||||||
|
const userPrompt = await buildUserPrompt(batchGroup);
|
||||||
|
const rawResponse = await callLLM(SYSTEM_PROMPT, userPrompt);
|
||||||
|
const aiResponse = parseLLMJson<AIResponse>(rawResponse);
|
||||||
|
|
||||||
|
if (!aiResponse.actions || !Array.isArray(aiResponse.actions)) {
|
||||||
|
console.warn(`[AI-OKR] Invalid AI response for ${group.repoName}, skipping batch`);
|
||||||
|
await markCommitsAnalyzed(batchCommits.map(c => c.sha), batchId);
|
||||||
|
continue;
|
||||||
|
}
|
||||||
|
|
||||||
|
if (batchIdx === batches.length - 1) {
|
||||||
|
summaries.push({ repo: group.repoName, summary: aiResponse.summary || '' });
|
||||||
|
}
|
||||||
|
|
||||||
|
if (!dryRun) {
|
||||||
|
const count = await executeActions(aiResponse.actions, group.projectId);
|
||||||
|
actionsExecuted += count;
|
||||||
|
await markCommitsAnalyzed(batchCommits.map(c => c.sha), batchId);
|
||||||
|
} else {
|
||||||
|
console.info(`[AI-OKR] [DRY RUN] Would execute ${aiResponse.actions.length} actions for ${group.repoName}`);
|
||||||
|
actionsExecuted += aiResponse.actions.length;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (err) {
|
||||||
|
const msg = err instanceof Error ? err.message : String(err);
|
||||||
|
console.error(`[AI-OKR] Failed to analyze repo ${group.repoName}: ${msg}`);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// 记录 sync log
|
||||||
|
const elapsed = Date.now() - startTime;
|
||||||
|
await db.insert(syncLogs).values({
|
||||||
|
id: uuid(),
|
||||||
|
source: 'ai_okr',
|
||||||
|
status: 'success',
|
||||||
|
message: `${dryRun ? '[DRY RUN] ' : ''}Analyzed ${totalCommits} commits from ${groups.length} repos, executed ${actionsExecuted} actions in ${elapsed}ms`,
|
||||||
|
recordsProcessed: actionsExecuted,
|
||||||
|
syncedAt: new Date(),
|
||||||
|
});
|
||||||
|
|
||||||
|
console.info(`[AI-OKR] Completed: ${totalCommits} commits, ${groups.length} repos, ${actionsExecuted} actions in ${elapsed}ms`);
|
||||||
|
return { totalCommits, reposProcessed: groups.length, actionsExecuted, summaries };
|
||||||
|
}
|
||||||
@ -68,7 +68,7 @@ export async function getOKRByPeriod(period?: string) {
|
|||||||
/**
|
/**
|
||||||
* 从日期自动推算所属季度，例如 2026-04-15 → "2026-Q2"
|
* 从日期自动推算所属季度，例如 2026-04-15 → "2026-Q2"
|
||||||
*/
|
*/
|
||||||
function dateToPeriod(dateStr: string): string {
|
export function dateToPeriod(dateStr: string): string {
|
||||||
const d = new Date(dateStr);
|
const d = new Date(dateStr);
|
||||||
const year = d.getFullYear();
|
const year = d.getFullYear();
|
||||||
const q = Math.ceil((d.getMonth() + 1) / 3);
|
const q = Math.ceil((d.getMonth() + 1) / 3);
|
||||||
@ -256,14 +256,17 @@ async function addKRLog(krId: string, action: string, detail: string | null, ope
|
|||||||
});
|
});
|
||||||
}
|
}
|
||||||
|
|
||||||
async function recalcObjectiveProgress(objectiveId: string) {
|
export async function recalcObjectiveProgress(objectiveId: string) {
|
||||||
const allKRs = await db.select().from(keyResults)
|
const allKRs = await db.select().from(keyResults)
|
||||||
.where(eq(keyResults.objectiveId, objectiveId));
|
.where(eq(keyResults.objectiveId, objectiveId));
|
||||||
// 只算 active 和已完成的 KR，暂停和取消的不计入
|
// 只算 active 和 completed 的 KR，暂停和取消的不计入
|
||||||
const activeKRs = allKRs.filter(kr => kr.status !== 'paused' && kr.status !== 'cancelled');
|
const activeKRs = allKRs.filter(kr => kr.status !== 'paused' && kr.status !== 'cancelled');
|
||||||
const totalWeight = activeKRs.reduce((sum, k) => sum + (k.weight || 1), 0);
|
const totalWeight = activeKRs.reduce((sum, k) => sum + (k.weight || 1), 0);
|
||||||
const weightedProgress = activeKRs.reduce((sum, k) => {
|
const weightedProgress = activeKRs.reduce((sum, k) => {
|
||||||
const progress = k.targetValue > 0 ? ((k.currentValue || 0) / k.targetValue) * 100 : 0;
|
// completed 状态按 100% 计入
|
||||||
|
const progress = k.status === 'completed'
|
||||||
|
? 100
|
||||||
|
: (k.targetValue > 0 ? ((k.currentValue || 0) / k.targetValue) * 100 : 0);
|
||||||
return sum + progress * (k.weight || 1);
|
return sum + progress * (k.weight || 1);
|
||||||
}, 0);
|
}, 0);
|
||||||
const objProgress = totalWeight > 0 ? Math.round(weightedProgress / totalWeight) : 0;
|
const objProgress = totalWeight > 0 ? Math.round(weightedProgress / totalWeight) : 0;
|
||||||
|
|||||||
@ -1,13 +1,25 @@
|
|||||||
import { Cron } from 'croner';
|
import { Cron } from 'croner';
|
||||||
import { syncGitea } from './sync-gitea';
|
import { syncGitea } from './sync-gitea';
|
||||||
|
import { analyzeCommitsForOKR } from '../services/okr-ai-sync';
|
||||||
|
import { config } from '../config';
|
||||||
|
|
||||||
let giteaJob: Cron | null = null;
|
let giteaJob: Cron | null = null;
|
||||||
|
|
||||||
|
async function runSyncAndAnalyze() {
|
||||||
|
await syncGitea();
|
||||||
|
if (config.AI_ENABLED && config.AI_API_KEY) {
|
||||||
|
console.info('[SCHEDULER] AI OKR 分析开始...');
|
||||||
|
await analyzeCommitsForOKR().catch(e =>
|
||||||
|
console.error('[SCHEDULER] AI OKR 分析失败:', e)
|
||||||
|
);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
export function startScheduler(): void {
|
export function startScheduler(): void {
|
||||||
// 每天凌晨 2 点 + 晚上 7 点各同步一次
|
// 每天凌晨 2 点 + 晚上 7 点各同步一次
|
||||||
giteaJob = new Cron('0 2,19 * * *', async () => {
|
giteaJob = new Cron('0 2,19 * * *', async () => {
|
||||||
console.info('[SCHEDULER] Gitea 定时同步开始...');
|
console.info('[SCHEDULER] Gitea 定时同步开始...');
|
||||||
await syncGitea();
|
await runSyncAndAnalyze();
|
||||||
});
|
});
|
||||||
|
|
||||||
console.info('[SCHEDULER] Gitea 自动同步已启动（每天 02:00 + 19:00）');
|
console.info('[SCHEDULER] Gitea 自动同步已启动（每天 02:00 + 19:00）');
|
||||||
@ -15,7 +27,7 @@ export function startScheduler(): void {
|
|||||||
// 启动后 10 秒执行一次首次同步
|
// 启动后 10 秒执行一次首次同步
|
||||||
setTimeout(async () => {
|
setTimeout(async () => {
|
||||||
console.info('[SCHEDULER] 执行首次同步...');
|
console.info('[SCHEDULER] 执行首次同步...');
|
||||||
await syncGitea().catch(e => console.error('[SCHEDULER] 首次同步失败:', e));
|
await runSyncAndAnalyze().catch(e => console.error('[SCHEDULER] 首次同步失败:', e));
|
||||||
}, 10000);
|
}, 10000);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|||||||
Loading…
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Reference in New Issue
Block a user