commit 44c07d28bde47d6888dea9a344ea7678b2ee7438 Author: cat_shark <1716967236@qq.com> Date: Fri Jul 3 23:48:51 2026 +0800 feat(AI服务)：lpt-ai 独立服务初始版本 - Fastify + TypeScript，OpenAI 兼容接口对接 SiliconFlow - POST /ai/aggregate-report：残片聚合为学习报告（支持预期对比） - POST /ai/generate-mind-map：生成思维导图缩进大纲（与后端解析格式一致） - Key 从环境变量读取且日志脱敏，未配置时返回 503 由调用方降级 - prompt 模板集中管理，vitest 单元测试 diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..6e1d1b7 --- /dev/null +++ b/.env.example @@ -0,0 +1,11 @@ +# LLM 提供商配置（SiliconFlow OpenAI 兼容接口） +LLM_API_URL=https://api.siliconflow.cn/v1/chat/completions +# API Key（必填，未配置时服务返回 503） +LLM_API_KEY= +# 模型名（32B 级别即可满足残片聚合需求） +LLM_MODEL=Qwen/Qwen2.5-32B-Instruct +# 请求超时（毫秒） +LLM_TIMEOUT_MS=60000 + +# 服务端口 +PORT=5199 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d8421de --- /dev/null +++ b/.gitignore @@ -0,0 +1,7 @@ +node_modules/ +dist/ +.env +.env.* +!.env.example +*.log +.DS_Store diff --git a/README.md b/README.md new file mode 100644 index 0000000..e47f41e --- /dev/null +++ b/README.md @@ -0,0 +1,53 @@ +# lpt-ai + +LPT 学习进度跟踪系统的独立 AI 服务。将 LLM 相关能力从 Java 主服务中剥离，便于独立迭代、增加安全层与沙箱。 + +## 能力 + +| 端点 | 方法 | 说明 | +|------|------|------| +| `/health` | GET | 健康检查，返回 LLM 可用状态 | +| `/ai/aggregate-report` | POST | 将学习残片聚合为学习报告 | +| `/ai/generate-mind-map` | POST | 从报告/残片生成思维导图大纲 | + +## 快速开始 + +```bash +cp .env.example .env +# 编辑 .env，填入 LLM_API_KEY +npm install +npm run dev +``` + +未配置 `LLM_API_KEY` 时服务可启动，但 AI 端点返回 503，由调用方（Java 后端）降级到内置规则。 + +## 请求示例 + +```bash +curl -X POST http://localhost:5199/ai/aggregate-report \ + -H "Content-Type: application/json" \ + -d '{ + "taskName": "Java 并发编程", + "expectation": "理解线程池核心参数", + "fragments": [ + {"content": "corePoolSize 是核心线程数，即使空闲也不回收"}, + {"content": "workQueue 满了之后才会创建超过 core 的线程"} + ] + }' +``` + +## 架构位置 + +``` +LPT 前端 (Vue) ──► LPT 后端 (Java/Spring Boot) ──► lpt-ai (TS/Fastify) ──► SiliconFlow API +``` + +Java 后端是唯一调用方；本服务不直接暴露给前端，不做鉴权（部署在内网）。 + +## 后续规划 + +- 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+{ + "name": "lpt-ai", + "version": "0.1.0", + "description": "LPT 学习进度跟踪系统的独立 AI 服务：残片聚合报告、思维导图生成", + "type": "module", + "main": "dist/index.js", + "scripts": { + "dev": "tsx watch src/index.ts", + "build": "tsc", + "start": "node dist/index.js", + "test": "vitest run", + "typecheck": "tsc --noEmit" + }, + "dependencies": { + "fastify": "^5.2.0" + }, + "devDependencies": { + "@types/node": "^22.10.0", + "tsx": "^4.19.0", + "typescript": "^5.7.0", + "vitest": "^2.1.0" + }, + "engines": { + "node": ">=20" + } +} diff --git a/src/index.ts b/src/index.ts new file mode 100644 index 0000000..ca6093f --- /dev/null +++ b/src/index.ts @@ -0,0 +1,21 @@ +import Fastify from "fastify"; +import { aiRoutes } from "./routes/ai.js"; + +const app = Fastify({ + logger: { + level: "info", + redact: ["req.headers.authorization"], // 永不记录密钥 + }, +}); + +await app.register(aiRoutes); + +const port = Number(process.env.PORT ?? 5199); + +try { + await app.listen({ port, host: "0.0.0.0" }); + app.log.info(`lpt-ai 服务已启动，端口 ${port}`); +} catch (err) { + app.log.error(err); + process.exit(1); +} diff --git a/src/llm/client.ts b/src/llm/client.ts new file mode 100644 index 0000000..94a6ab1 --- /dev/null +++ b/src/llm/client.ts @@ -0,0 +1,98 @@ +/** + * LLM 客户端 — SiliconFlow OpenAI 兼容接口 + * + * 设计要点： + * - Key 从环境变量读取，永不写入代码或日志 + * - 未配置 Key 时 isAvailable() 为 false，调用方返回 503，由 Java 端降级 + * - 超时保护，避免长时间挂起 + */ + +export interface ChatMessage { + role: "system" | "user" | "assistant"; + content: string; +} + +export interface LlmConfig { + apiUrl: string; + apiKey: string; + model: string; + timeoutMs: number; +} + +export function loadConfig(): LlmConfig { + return { + apiUrl: process.env.LLM_API_URL ?? "https://api.siliconflow.cn/v1/chat/completions", + apiKey: process.env.LLM_API_KEY ?? "", + model: process.env.LLM_MODEL ?? "Qwen/Qwen2.5-32B-Instruct", + timeoutMs: Number(process.env.LLM_TIMEOUT_MS ?? 60000), + }; +} + +export function isAvailable(config: LlmConfig): boolean { + return config.apiKey.length > 0; +} + +export class LlmError extends Error { + constructor( + message: string, + public readonly statusCode: number, + ) { + super(message); + } +} + +/** + * 非流式调用，返回完整文本 + */ +export async function chat( + config: LlmConfig, + messages: ChatMessage[], + options?: { temperature?: number; maxTokens?: number }, +): Promise { + if (!isAvailable(config)) { + throw new LlmError("LLM API Key 未配置", 503); + } + + const controller = new AbortController(); + const timer = setTimeout(() => controller.abort(), config.timeoutMs); + + try { + const response = await fetch(config.apiUrl, { + method: "POST", + headers: { + "Content-Type": "application/json", + Authorization: `Bearer ${config.apiKey}`, + }, + body: JSON.stringify({ + model: config.model, + messages, + temperature: options?.temperature ?? 0.3, + max_tokens: options?.maxTokens ?? 2048, + stream: false, + }), + signal: controller.signal, + }); + + if (!response.ok) { + const body = await response.text().catch(() => ""); + throw new LlmError(`LLM 请求失败 (${response.status}): ${body.slice(0, 200)}`, 502); + } + + const data = (await response.json()) as { + choices?: { message?: { content?: string } }[]; + }; + const content = data.choices?.[0]?.message?.content; + if (!content) { + throw new LlmError("LLM 返回内容为空", 502); + } + return content; + } catch (err) { + if (err instanceof LlmError) throw err; + if (err instanceof Error && err.name === "AbortError") { + throw new LlmError("LLM 请求超时", 504); + } + throw new LlmError(`LLM 请求异常: ${err instanceof Error ? err.message : String(err)}`, 502); + } finally { + clearTimeout(timer); + } +} diff --git a/src/llm/prompts.test.ts b/src/llm/prompts.test.ts new file mode 100644 index 0000000..c5d3495 --- /dev/null +++ b/src/llm/prompts.test.ts @@ -0,0 +1,46 @@ +import { describe, expect, it } from "vitest"; +import { aggregateReportPrompt, generateMindMapPrompt } from "./prompts.js"; + +describe("aggregateReportPrompt", () => { + it("包含全部残片和任务名", () => { + const messages = aggregateReportPrompt("Java 并发", [ + { content: "corePoolSize 是核心线程数" }, + { content: "workQueue 满后创建新线程", createdTime: "2026-07-01" }, + ]); + expect(messages).toHaveLength(2); + expect(messages[0].role).toBe("system"); + expect(messages[1].content).toContain("Java 并发"); + expect(messages[1].content).toContain("corePoolSize"); + expect(messages[1].content).toContain("workQueue"); + expect(messages[1].content).toContain("2026-07-01"); + }); + + it("有预期时包含预期内容和对比要求", () => { + const messages = aggregateReportPrompt( + "Java 并发", + [{ content: "x" }], + "理解线程池核心参数", + ); + expect(messages[1].content).toContain("理解线程池核心参数"); + expect(messages[0].content).toContain("预期"); + }); + + it("无预期时不包含预期块", () => { + const messages = aggregateReportPrompt("Java 并发", [{ content: "x" }]); + expect(messages[1].content).not.toContain("预期目标"); + }); +}); + +describe("generateMindMapPrompt", () => { + it("要求输出缩进大纲且包含全部输入", () => { + const messages = generateMindMapPrompt( + "Java 并发", + "并发编程学习", + ["报告一"], + ["残片一", "残片二"], + ); + expect(messages[0].content).toContain("缩进"); + expect(messages[1].content).toContain("报告一"); + expect(messages[1].content).toContain("残片二"); + }); +}); diff --git a/src/llm/prompts.ts b/src/llm/prompts.ts new file mode 100644 index 0000000..4ad8919 --- /dev/null +++ b/src/llm/prompts.ts @@ -0,0 +1,92 @@ +/** + * Prompt 模板集中管理。 + * 修改提示词只动这个文件，方便版本对照与回滚。 + */ + +import type { ChatMessage } from "./client.js"; + +export interface FragmentInput { + content: string; + createdTime?: string; +} + +/** + * 残片聚合为学习报告。 + * 原则：报告是写给"未来复习的自己"的，保留具体知识点，剔除口语碎屑； + * 不虚构残片中不存在的内容。 + */ +export function aggregateReportPrompt( + taskName: string, + fragments: FragmentInput[], + expectation?: string, +): ChatMessage[] { + const fragmentLines = fragments + .map((f, i) => `${i + 1}. ${f.content}${f.createdTime ? `（${f.createdTime}）` : ""}`) + .join("\n"); + + const expectationBlock = expectation + ? `\n本次学习开始前的预期目标：\n${expectation}\n` + : ""; + + return [ + { + role: "system", + content: [ + "你是一名学习记录整理助手。用户在一次学习会话中随手记录了若干学习残片，", + "请将它们整理为一份简洁的学习报告。要求：", + "1. 只基于残片内容，不虚构、不扩写残片中没有的知识；", + "2. 保留具体的知识点、概念、结论，去掉口语化的碎屑；", + "3. 按逻辑而非时间组织内容，相关的点合并；", + "4. 报告以要点形式呈现，控制在 300 字以内；", + "5. 如果提供了学习预期，在报告末尾用一句话说明本次学习与预期的差距（完成/部分完成/未涉及）；", + "6. 直接输出报告正文，不要输出「报告如下」之类的引导语。", + ].join(""), + }, + { + role: "user", + content: `学习任务：${taskName}\n${expectationBlock}\n本次学习的残片记录：\n${fragmentLines}`, + }, + ]; +} + +/** + * 从学习报告和残片生成标准思维导图（预留，用于替代 Java 端 BuiltinMindMapGenerator）。 + * 输出为缩进大纲文本，与后端 MindMapTreeTool.parseOutline 格式一致。 + */ +export function generateMindMapPrompt( + taskName: string, + taskDescription: string, + reports: string[], + fragments: string[], +): ChatMessage[] { + return [ + { + role: "system", + content: [ + "你是一名知识结构整理助手。请阅读某个学习任务的全部学习报告和残片，", + "将其中的知识点整理成一份思维导图大纲。要求：", + "1. 第一行是导图根标题（任务主题）；", + "2. 之后每行一个节点，用两个空格的缩进表示层级；", + "3. 按知识的内在结构组织（概念→细分→要点），不按时间顺序；", + "4. 合并重复的知识点；", + "5. 只基于给定内容，不补充外部知识；", + "6. 直接输出大纲，不要任何解释。", + ].join(""), + }, + { + role: "user", + content: [ + `学习任务：${taskName}`, + taskDescription ? `任务描述：${taskDescription}` : "", + "", + "学习报告：", + ...reports.map((r, i) => `${i + 1}. ${r}`), + "", + "学习残片：", + ...fragments.map((f, i) => `${i + 1}. ${f}`), + ] + .filter(Boolean) + .join("\n"), + }, + ]; +} diff --git a/src/routes/ai.ts b/src/routes/ai.ts new file mode 100644 index 0000000..47cf164 --- /dev/null +++ b/src/routes/ai.ts @@ -0,0 +1,80 @@ +/** + * AI 能力路由 + */ + +import type { FastifyInstance } from "fastify"; +import { chat, isAvailable, loadConfig, LlmError } from "../llm/client.js"; +import { aggregateReportPrompt, generateMindMapPrompt, type FragmentInput } from "../llm/prompts.js"; + +interface AggregateReportBody { + taskName: string; + fragments: FragmentInput[]; + expectation?: string; +} + +interface GenerateMindMapBody { + taskName: string; + taskDescription?: string; + reports: string[]; + fragments: string[]; +} + +export async function aiRoutes(app: FastifyInstance): Promise { + const config = loadConfig(); + + app.get("/health", async () => ({ + status: "ok", + llmAvailable: isAvailable(config), + model: config.model, + })); + + /** + * 残片聚合为学习报告 + */ + app.post<{ Body: AggregateReportBody }>("/ai/aggregate-report", async (request, reply) => { + const { taskName, fragments, expectation } = request.body ?? ({} as AggregateReportBody); + + if (!taskName || !Array.isArray(fragments) || fragments.length === 0) { + return reply.status(400).send({ error: "taskName 与 fragments 不可为空" }); + } + + try { + const messages = aggregateReportPrompt(taskName, fragments, expectation); + const report = await chat(config, messages); + return { report: report.trim(), model: config.model }; + } catch (err) { + if (err instanceof LlmError) { + return reply.status(err.statusCode).send({ error: err.message }); + } + throw err; + } + }); + + /** + * 从学习数据生成思维导图大纲（缩进文本，与后端 MindMapTreeTool 格式一致） + */ + app.post<{ Body: GenerateMindMapBody }>("/ai/generate-mind-map", async (request, reply) => { + const { taskName, taskDescription, reports, fragments } = + request.body ?? ({} as GenerateMindMapBody); + + if (!taskName || ((reports?.length ?? 0) === 0 && (fragments?.length ?? 0) === 0)) { + return reply.status(400).send({ error: "taskName 不可为空且 reports/fragments 至少一项非空" }); + } + + try { + const messages = generateMindMapPrompt( + taskName, + taskDescription ?? "", + reports ?? [], + fragments ?? [], + ); + const outline = await chat(config, messages, { maxTokens: 4096 }); + return { outline: outline.trim(), model: config.model }; + } catch (err) { + if (err instanceof LlmError) { + return reply.status(err.statusCode).send({ error: err.message }); + } + throw err; + } + }); +} diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..df05916 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,16 @@ +{ + "compilerOptions": { + "target": "ES2022", + "module": "NodeNext", + "moduleResolution": "NodeNext", + "outDir": "dist", + "rootDir": "src", + "strict": true, + "esModuleInterop": true, + "skipLibCheck": true, + "declaration": false, + "sourceMap": true + }, + "include": ["src/**/*"], + "exclude": ["node_modules", "dist", "src/**/*.test.ts"] +}