commit ec21df7aa6f00781ca4cd8a39c085bfc27b84d07 Author: KOSHM-Pig <2578878700@qq.com> Date: Mon Mar 23 00:00:13 2026 +0800 feat: 初始化 OnceLove GraphRAG 项目基础架构 - 添加完整的项目结构，包括前端（Vue3 + Vite）、后端（Fastify）和基础设施配置 - 实现核心 GraphRAG 服务，集成 Neo4j 图数据库和 Qdrant 向量数据库 - 添加用户认证系统和管理员登录界面 - 提供 Docker 容器化部署方案和开发环境配置 - 包含项目文档、API 文档（Swagger）和测试脚本 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..74b56be --- /dev/null +++ b/.gitignore @@ -0,0 +1,62 @@ +# OS +.DS_Store +Thumbs.db + +# 环境变量（保护敏感信息） +.env +.env.local +.env.*.local +.env.development +.env.test +.env.production + +MiroFish + +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +.venv/ +venv/ +ENV/ +.eggs/ +*.egg-info/ +dist/ +build/ + +# Node.js +node_modules/ +npm-debug.log* +yarn-debug.log* +yarn-error.log* + +# IDE +.vscode/ +.idea/ +*.swp +*.swo + +# 测试 +.pytest_cache/ +.coverage +htmlcov/ + +# Cursor +.cursor/ +.claude/ + +# 文档与测试程序 +mydoc/ +mytest/ + +# 日志文件 +backend/logs/ +*.log + +# 上传文件 +backend/uploads/ + +# Docker 数据 +data/ \ No newline at end of file diff --git a/OnceLove/README.md b/OnceLove/README.md new file mode 100644 index 0000000..fd5864e --- /dev/null +++ b/OnceLove/README.md @@ -0,0 +1,117 @@ + +## 开发规范 + +### 项目结构规范 + +project / +├── src / 程序源码文件目录 +│ ├── config / 配置目录 +│ │ ├── swagger.js swagger 配置文件 +│ │ └── logger.js 日志配置文件 +│ │ +│ ├── controllers / 控制器目录 +│ │ ├── *.controller.js 控制器文件 +│ │ └── index.js 控制器索引文件 +│ │ +│ ├── models / 模型目录 +│ │ ├── *.model.js 模型文件 +│ │ └── index.js 模型索引文件 +│ │ +│ ├── routes / 路由目录 +│ │ ├── *.route.js 路由文件 +│ │ └── index.js 路由索引文件 +│ │ +│ ├── services / 服务目录 +│ │ ├── *.service.js 服务文件 +│ │ └── index.js 服务索引文件 +│ └── server.js 服务器入口文件 +│ +├── docs / 用于存储AI提示文档 +│ └── *.md 文档文件 +│ +├── .env 环境变量配置文件 +├── package.json 项目依赖配置文件 +├── .gitignore git 忽略文件配置 +├── package-lock.json 项目依赖锁文件 +└── README.md 项目说明文档 + + + + +### controllers、models、routes 规范 + +- 每个目录下的文件都要符合命名规范 + - 控制器文件：`*.controller.js` + - 模型文件：`*.model.js` + - 路由文件：`*.route.js` + +并统一由index.js导出： + +- controllers/index.js +- models/index.js +- routes/index.js + +### swagger 规范 + +- 每个路由文件都要包含路由的详细信息，包括请求方法、路径、参数、响应等。 +- 路由文件的注释要符合 swagger 规范，使用 jsdoc 格式。 +- 每个模型文件都要包含模型的详细信息，包括属性、类型、是否必填等。 +- 模型文件的注释要符合 swagger 规范，使用 jsdoc 格式。 + +### 运行与脚本 + +- 开发启动：`npm run dev` +- 普通启动：`npm run start` +- 文档入口：`/api-docs` + +### 环境变量规范 + +- 使用 `dotenv` 加载 `.env`（入口：`src/server.js`） +- 变量约定： + - `PORT`：服务监听端口，默认 `3000` + - `APPLICATION_URL`：对外服务基址，用于 Swagger `servers`（未设置回退为 `http://localhost:${PORT}`） + - `LOG_LEVEL`：日志级别，默认 `info`（可选 `error|warn|info|debug`） +- 安全要求：不记录/提交敏感信息，`.gitignore` 已忽略 `.env` 与 `logs/` + +### 日志规范 + +- 日志库：`winston`（配置：`src/config/logger.js`） +- 级别：`error`、`warn`、`info`、`debug` +- 输出： + - 控制台（彩色，便于开发） + - 文件：`logs/app.log`（综合）、`logs/error.log`（错误） +- 请求日志：在 `src/server.js` 统一中间件记录 `method path status 耗时`，错误 `>=500` 记 `error`，`>=400` 记 `warn` +- 全局错误处理：`src/server.js` 捕获未处理异常并输出结构化错误，响应 `500` +- 规范：避免日志中出现令牌、密钥、密码等敏感信息 + +### swagger-jsdoc 配置与注释规范 + +- 配置位置：`src/config/swagger.js`（`createSwaggerSpec(serverUrl)`） +- 扫描范围：`apis: ['src/**/*.js']` +- 路由注释：放在 `src/routes/*.route.js`，使用 `@openapi` JSDoc 块定义路径、方法、请求参数与响应 +- 模型注释：可使用 `components/schemas` 定义结构体并在路由注释中引用 +- 文档 UI：`swagger-ui-express` 挂载于 `/api-docs` + +### 分层规范 + +- 路由（`routes`）只负责参数解析与转发，不直接书写异步业务逻辑 +- 控制器（`controllers`）承载业务流程编排，必要时调用 `services` +- 服务（`services`）聚合外部 API、内部模块调用，保持可测试性 +- 模型（`models`）声明数据结构（如后续有数据库或 DTO 定义） +- 统一导出：各层使用 `index.js` 聚合导出，便于维护与扫描 + +### 参考实现 + +- 路由聚合：`src/routes/index.js` +- 根路由与注释：`src/routes/root.route.js` +- 控制器：`src/controllers/root.controller.js` +- Swagger 配置：`src/config/swagger.js` +- 日志配置：`src/config/logger.js` +- 入口挂载：`src/server.js` + +### 异步编程规范 +- 所有异步操作都要使用 `async/await` 或 `Promise` 处理，避免回调地狱 +- 控制器中调用服务时，要确保服务返回 `Promise`，并在控制器中 `await` 其结果 +- 服务中调用外部 API 或数据库操作时，要确保返回 `Promise`，并在服务中 `await` 其结果 +- 路由中处理异步操作时，要确保捕获异常并返回结构化错误响应 +- 必须使用try...catch捕获异步操作中的异常，避免未处理异常导致服务崩溃 \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/.env.example b/OnceLove/oncelove-graphrag/.env.example new file mode 100644 index 0000000..82bc10e --- /dev/null +++ b/OnceLove/oncelove-graphrag/.env.example @@ -0,0 +1,4 @@ +NEO4J_PASSWORD=ChangeMe_Strong_Password_123! +QDRANT_API_KEY=ChangeMe_Qdrant_Key_456! +QDRANT_COLLECTION=oncelove_chunks +EMBEDDING_DIM=1024 diff --git a/OnceLove/oncelove-graphrag/api/Dockerfile b/OnceLove/oncelove-graphrag/api/Dockerfile new file mode 100644 index 0000000..5e374c0 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/Dockerfile @@ -0,0 +1,11 @@ +FROM node:20-alpine + +WORKDIR /app + +COPY package.json ./ +RUN npm config set registry https://registry.npmmirror.com && npm install --omit=dev --no-audit --no-fund + +COPY src ./src + +EXPOSE 3000 +CMD ["node", "src/index.js"] diff --git a/OnceLove/oncelove-graphrag/api/package-lock.json b/OnceLove/oncelove-graphrag/api/package-lock.json new file mode 100644 index 0000000..26973bc --- /dev/null +++ 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b/OnceLove/oncelove-graphrag/api/src/config/clients.js new file mode 100644 index 0000000..a61ee7a --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/config/clients.js @@ -0,0 +1,26 @@ +import neo4j from "neo4j-driver"; +import { QdrantClient } from "@qdrant/js-client-rest"; + +let neo4jDriver; +let qdrantClient; + +/** + * 初始化并缓存数据库客户端，避免重复创建连接对象。 + */ +export const createClients = (env) => { + if (!neo4jDriver) { + neo4jDriver = neo4j.driver( + env.NEO4J_URI, + neo4j.auth.basic(env.NEO4J_USER, env.NEO4J_PASSWORD) + ); + } + + if (!qdrantClient) { + qdrantClient = new QdrantClient({ + url: env.QDRANT_URL, + apiKey: env.QDRANT_API_KEY + }); + } + + return { neo4jDriver, qdrantClient }; +}; diff --git a/OnceLove/oncelove-graphrag/api/src/config/env.js b/OnceLove/oncelove-graphrag/api/src/config/env.js new file mode 100644 index 0000000..f37483a --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/config/env.js @@ -0,0 +1,30 @@ +import dotenv from "dotenv"; + +dotenv.config(); + +/** + * 统一读取并导出运行时环境变量，供配置层与服务层复用。 + */ +export const env = { + NODE_ENV: process.env.NODE_ENV ?? "production", // 运行环境，默认生产 + PORT: Number(process.env.PORT ?? 3000), // 监听端口，默认 3000 + APPLICATION_URL: process.env.APPLICATION_URL ?? `http://localhost:${Number(process.env.PORT ?? 3000)}`, + WEBUI_URL: process.env.WEBUI_URL ?? "http://localhost:8080", + NEO4J_URI: process.env.NEO4J_URI, // Neo4j 连接 URI + NEO4J_USER: process.env.NEO4J_USER, // Neo4j 用户名 + NEO4J_PASSWORD: process.env.NEO4J_PASSWORD, // Neo4j 密码 + QDRANT_URL: process.env.QDRANT_URL, // Qdrant 连接 URL + QDRANT_API_KEY: process.env.QDRANT_API_KEY, // Qdrant API 密钥 + QDRANT_COLLECTION: process.env.QDRANT_COLLECTION ?? "oncelove_chunks", // Qdrant 集合名称，默认 oncelove_chunks + EMBEDDING_DIM: Number(process.env.EMBEDDING_DIM ?? 1024), // 嵌入向量维度，默认 1024 + EMBEDDING_BASE_URL: process.env.EMBEDDING_BASE_URL ?? "", + EMBEDDING_API_KEY: process.env.EMBEDDING_API_KEY ?? "", + EMBEDDING_MODEL: process.env.EMBEDDING_MODEL ?? "", + RERANK_BASE_URL: process.env.RERANK_BASE_URL ?? "", + RERANK_API_KEY: process.env.RERANK_API_KEY ?? "", + RERANK_MODEL: process.env.RERANK_MODEL ?? "", + LLM_BASE_URL: process.env.LLM_BASE_URL ?? "", + LLM_API_KEY: process.env.LLM_API_KEY ?? "", + LLM_MODEL_NAME: process.env.LLM_MODEL_NAME ?? "", + ADMIN_PASSWORD: process.env.ADMIN_PASSWORD ?? "oncelove123" +}; diff --git a/OnceLove/oncelove-graphrag/api/src/config/swagger.js b/OnceLove/oncelove-graphrag/api/src/config/swagger.js new file mode 100644 index 0000000..4dc691e --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/config/swagger.js @@ -0,0 +1,18 @@ +import swaggerJsdoc from "swagger-jsdoc"; + +/** + * 基于路由注释生成 OpenAPI 规范。 + */ +export const createSwaggerSpec = (env) => + swaggerJsdoc({ + definition: { + openapi: "3.0.3", + info: { + title: "OnceLove GraphRAG API", + version: "0.1.0", + description: "时序 GraphRAG 服务接口文档" + }, + servers: [{ url: env.APPLICATION_URL }] + }, + apis: ["src/routes/*.js"] + }); diff --git a/OnceLove/oncelove-graphrag/api/src/controllers/graphrag.controller.js b/OnceLove/oncelove-graphrag/api/src/controllers/graphrag.controller.js new file mode 100644 index 0000000..9b9a4bf --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/controllers/graphrag.controller.js @@ -0,0 +1,32 @@ +/** + * 统一服务层异常处理并输出标准响应结构。 + */ +const sendServiceResult = async (reply, action) => { + try { + const data = await action(); + return reply.send(data); + } catch (error) { + const statusCode = Number(error?.statusCode) || 500; + return reply.code(statusCode).send({ + ok: false, + error: error?.message ?? "internal error" + }); + } +}; + +/** + * GraphRAG 控制器：负责请求转发与响应封装。 + */ +export const createGraphRagController = (service) => ({ + health: async (_request, reply) => reply.send({ ok: true }), + ready: async (_request, reply) => sendServiceResult(reply, () => service.ready()), + bootstrap: async (_request, reply) => sendServiceResult(reply, () => service.bootstrap()), + getGraphStats: async (_request, reply) => sendServiceResult(reply, () => service.getGraphStats()), + ingest: async (request, reply) => sendServiceResult(reply, () => service.ingest(request.body)), + queryTimeline: async (request, reply) => + sendServiceResult(reply, () => service.queryTimeline(request.body)), + queryGraphRag: async (request, reply) => + sendServiceResult(reply, () => service.queryGraphRag(request.body)), + analyzeAndIngest: async (request, reply) => + sendServiceResult(reply, () => service.analyzeAndIngest(request.body.text)) +}); diff --git a/OnceLove/oncelove-graphrag/api/src/controllers/index.js b/OnceLove/oncelove-graphrag/api/src/controllers/index.js new file mode 100644 index 0000000..ffca90a --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/controllers/index.js @@ -0,0 +1 @@ +export { createGraphRagController } from "./graphrag.controller.js"; diff --git a/OnceLove/oncelove-graphrag/api/src/index.js b/OnceLove/oncelove-graphrag/api/src/index.js new file mode 100644 index 0000000..6132799 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/index.js @@ -0,0 +1,16 @@ +import { createServer } from "./server.js"; + +/** + * 应用启动入口。 + */ +const start = async () => { + const { app, env } = await createServer(); + try { + await app.listen({ port: env.PORT, host: "0.0.0.0" }); + } catch (error) { + app.log.error(error); + process.exit(1); + } +}; + +start(); diff --git a/OnceLove/oncelove-graphrag/api/src/routes/auth.route.js b/OnceLove/oncelove-graphrag/api/src/routes/auth.route.js new file mode 100644 index 0000000..278e5d6 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/routes/auth.route.js @@ -0,0 +1,32 @@ +export const registerAuthRoutes = async (app, env) => { + /** + * @openapi + * /auth/verify: + * post: + * tags: + * - Auth + * summary: 验证管理员密码 + * requestBody: + * required: true + * content: + * application/json: + * schema: + * type: object + * properties: + * password: + * type: string + * responses: + * 200: + * description: 验证成功 + * 401: + * description: 密码错误 + */ + app.post("/auth/verify", async (request, reply) => { + const { password } = request.body ?? {}; + if (!password || password !== env.ADMIN_PASSWORD) { + reply.code(401).send({ ok: false, message: "密码错误或未提供" }); + return; + } + reply.send({ ok: true, message: "验证成功" }); + }); +}; \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/api/src/routes/graphrag.route.js b/OnceLove/oncelove-graphrag/api/src/routes/graphrag.route.js new file mode 100644 index 0000000..ac502bb --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/routes/graphrag.route.js @@ -0,0 +1,248 @@ +/** + * 注册 GraphRAG 相关 HTTP 路由。 + */ +export const registerGraphRagRoutes = async (app, controller) => { + /** + * @openapi + * /health: + * get: + * tags: + * - System + * summary: 存活检查 + * responses: + * 200: + * description: 服务存活 + * content: + * application/json: + * schema: + * type: object + * properties: + * ok: + * type: boolean + * example: true + */ + app.get("/health", controller.health); + /** + * @openapi + * /ready: + * get: + * tags: + * - System + * summary: 就绪检查（Neo4j + Qdrant） + * responses: + * 200: + * description: 服务已就绪 + * 500: + * description: 服务未就绪 + */ + app.get("/ready", controller.ready); + /** + * @openapi + * /bootstrap: + * post: + * tags: + * - System + * summary: 初始化约束与向量集合 + * responses: + * 200: + * description: 初始化成功 + */ + app.post("/bootstrap", controller.bootstrap); + /** + * @openapi + * /graph/stats: + * get: + * tags: + * - GraphRAG + * summary: 获取图谱统计数据（nodes + links）供 D3.js 可视化 + * responses: + * 200: + * description: 图谱统计数据 + * content: + * application/json: + * schema: + * type: object + * properties: + * ok: + * type: boolean + * nodes: + * type: array + * items: + * type: object + * properties: + * id: + * type: string + * name: + * type: string + * type: + * type: string + * occurred_at: + * type: string + * links: + * type: array + * items: + * type: object + * properties: + * source: + * type: string + * target: + * type: string + * type: + * type: string + * total: + * type: integer + */ + app.get("/graph/stats", controller.getGraphStats); + /** + * @openapi + * /ingest: + * post: + * tags: + * - GraphRAG + * summary: 写入人物、事件与向量数据（支持自动 embedding） + * requestBody: + * required: true + * content: + * application/json: + * schema: + * type: object + * properties: + * persons: + * type: array + * items: + * type: object + * properties: + * id: + * type: string + * name: + * type: string + * events: + * type: array + * items: + * type: object + * properties: + * id: + * type: string + * type: + * type: string + * summary: + * type: string + * occurred_at: + * type: string + * format: date-time + * participants: + * type: array + * items: + * type: string + * topics: + * type: array + * items: + * type: string + * chunks: + * type: array + * items: + * type: object + * properties: + * id: + * type: string + * text: + * type: string + * description: 当未提供 vector 时，将使用 text 通过第三方 embedding 自动生成 + * vector: + * type: array + * items: + * type: number + * payload: + * type: object + * properties: + * event_id: + * type: string + * occurred_at: + * type: string + * format: date-time + * responses: + * 200: + * description: 入库成功 + * 400: + * description: 参数错误 + */ + app.post("/ingest", controller.ingest); + /** + * @openapi + * /query/timeline: + * post: + * tags: + * - GraphRAG + * summary: 按双方人物查询时序事件链 + * requestBody: + * required: true + * content: + * application/json: + * schema: + * type: object + * required: + * - a_id + * - b_id + * properties: + * a_id: + * type: string + * b_id: + * type: string + * start: + * type: string + * format: date-time + * end: + * type: string + * format: date-time + * limit: + * type: integer + * responses: + * 200: + * description: 查询成功 + * 400: + * description: 参数错误 + */ + app.post("/query/timeline", controller.queryTimeline); + /** + * @openapi + * /query/graphrag: + * post: + * tags: + * - GraphRAG + * summary: 向量召回 + 图谱时序上下文检索（支持 query_text 自动向量化） + * requestBody: + * required: true + * content: + * application/json: + * schema: + * type: object + * properties: + * query_vector: + * type: array + * items: + * type: number + * query_text: + * type: string + * a_id: + * type: string + * b_id: + * type: string + * start: + * type: string + * format: date-time + * end: + * type: string + * format: date-time + * top_k: + * type: integer + * timeline_limit: + * type: integer + * responses: + * 200: + * description: 查询成功 + * 400: + * description: 参数错误 + */ + app.post("/query/graphrag", controller.queryGraphRag); + app.post("/analyze", controller.analyzeAndIngest); +}; diff --git a/OnceLove/oncelove-graphrag/api/src/routes/index.js b/OnceLove/oncelove-graphrag/api/src/routes/index.js new file mode 100644 index 0000000..6a44042 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/routes/index.js @@ -0,0 +1,10 @@ +import { registerGraphRagRoutes } from "./graphrag.route.js"; +import { registerAuthRoutes } from "./auth.route.js"; + +/** + * 统一注册全部路由模块。 + */ +export const registerRoutes = async (app, controller, env) => { + await registerGraphRagRoutes(app, controller); + await registerAuthRoutes(app, env); +}; diff --git a/OnceLove/oncelove-graphrag/api/src/server.js b/OnceLove/oncelove-graphrag/api/src/server.js new file mode 100644 index 0000000..a7144e2 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/server.js @@ -0,0 +1,54 @@ +import Fastify from "fastify"; +import cors from "@fastify/cors"; +import swagger from "@fastify/swagger"; +import swaggerUi from "@fastify/swagger-ui"; +import { env } from "./config/env.js"; +import { createClients } from "./config/clients.js"; +import { createSwaggerSpec } from "./config/swagger.js"; +import { EmbeddingService, RerankService, GraphRagService, LLMService } from "./services/index.js"; +import { createGraphRagController } from "./controllers/index.js"; +import { registerRoutes } from "./routes/index.js"; + +/** + * 创建 Fastify 应用并完成依赖装配与路由注册。 + */ +export const createServer = async () => { + const app = Fastify({ logger: true }); + + await app.register(cors, { + origin: [env.WEBUI_URL, "http://localhost:8080", "http://127.0.0.1:8080", "http://localhost:5174", "http://127.0.0.1:5174", "http://localhost:5173", "http://127.0.0.1:5173"], + methods: ["GET", "POST", "PUT", "DELETE", "OPTIONS"], + allowedHeaders: ["Content-Type", "Authorization"] + }); + + await app.register(swagger, { + mode: "static", + specification: { + document: createSwaggerSpec(env) + } + }); + await app.register(swaggerUi, { + routePrefix: "/api-docs" + }); + const { neo4jDriver, qdrantClient } = createClients(env); + const embeddingService = new EmbeddingService(env); + const rerankService = new RerankService(env); + const llmService = new LLMService(env); + const service = new GraphRagService({ + driver: neo4jDriver, + qdrantClient, + embeddingService, + rerankService, + llmService, + env + }); + const controller = createGraphRagController(service); + + await registerRoutes(app, controller, env); + + app.addHook("onClose", async () => { + await neo4jDriver.close(); + }); + + return { app, env }; +}; diff --git a/OnceLove/oncelove-graphrag/api/src/services/embedding.service.js b/OnceLove/oncelove-graphrag/api/src/services/embedding.service.js new file mode 100644 index 0000000..47b9162 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/services/embedding.service.js @@ -0,0 +1,53 @@ +const createHttpError = (statusCode, message) => { + const error = new Error(message); + error.statusCode = statusCode; + return error; +}; + +export class EmbeddingService { + constructor(env) { + this.baseUrl = (env.EMBEDDING_BASE_URL ?? "").replace(/\/+$/, ""); + this.apiKey = env.EMBEDDING_API_KEY ?? ""; + this.model = env.EMBEDDING_MODEL ?? ""; + this.dimension = env.EMBEDDING_DIM; + } + + isEnabled() { + return Boolean(this.baseUrl && this.apiKey && this.model); + } + + async embed(text) { + if (!this.isEnabled()) { + throw createHttpError(400, "embedding 服务未配置，请提供 EMBEDDING_BASE_URL/EMBEDDING_API_KEY/EMBEDDING_MODEL"); + } + + const cleaned = typeof text === "string" ? text.trim() : ""; + if (!cleaned) { + throw createHttpError(400, "embedding 输入文本不能为空"); + } + + const response = await fetch(`${this.baseUrl}/v1/embeddings`, { + method: "POST", + headers: { + "Content-Type": "application/json", + Authorization: `Bearer ${this.apiKey}` + }, + body: JSON.stringify({ + model: this.model, + input: cleaned + }) + }); + + if (!response.ok) { + const errorText = await response.text(); + throw createHttpError(response.status, `embedding 请求失败: ${errorText}`); + } + + const data = await response.json(); + const vector = data?.data?.[0]?.embedding; + if (!Array.isArray(vector) || vector.length !== this.dimension) { + throw createHttpError(400, `embedding 维度异常，期望 ${this.dimension}`); + } + return vector; + } +} diff --git a/OnceLove/oncelove-graphrag/api/src/services/graphrag.service.js b/OnceLove/oncelove-graphrag/api/src/services/graphrag.service.js new file mode 100644 index 0000000..56f1ad1 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/services/graphrag.service.js @@ -0,0 +1,589 @@ +import neo4j from "neo4j-driver"; + +/** + * 将 ISO 时间转换为秒级时间戳，用于 Qdrant 的范围过滤。 + */ +const toTimestamp = (value) => { + if (!value) return null; + const ms = Date.parse(value); + if (Number.isNaN(ms)) return null; + return Math.floor(ms / 1000); +}; + +const normalizeOccurredAt = (value) => { + if (typeof value !== "string" || !value.trim()) { + return new Date().toISOString(); + } + const ms = Date.parse(value); + if (Number.isNaN(ms)) { + return new Date().toISOString(); + } + return new Date(ms).toISOString(); +}; + +/** + * 统一 Neo4j 结果结构，避免控制器层处理图数据库 Record 细节。 + */ +const toEventDto = (record) => ({ + id: record.get("id"), + type: record.get("type"), + summary: record.get("summary"), + occurred_at: record.get("occurred_at"), + importance: record.get("importance"), + topics: record.get("topics") ?? [], + participants: record.get("participants") ?? [] +}); + +/** + * 构造标准业务错误，便于控制器返回统一 HTTP 状态码。 + */ +const createHttpError = (statusCode, message) => { + const error = new Error(message); + error.statusCode = statusCode; + return error; +}; + +/** + * 校验 /ingest 入参与向量维度。 + */ +const validateIngestInput = (body, embeddingDim, canAutoEmbed) => { + const persons = Array.isArray(body.persons) ? body.persons : []; + const events = Array.isArray(body.events) ? body.events : []; + const chunks = Array.isArray(body.chunks) ? body.chunks : []; + + for (const person of persons) { + if (!person?.id) { + throw createHttpError(400, "persons[].id 必填"); + } + } + + for (const event of events) { + if (!event?.id || !event?.occurred_at) { + throw createHttpError(400, "events[].id 与 events[].occurred_at 必填"); + } + if (!Array.isArray(event.participants) || event.participants.length === 0) { + throw createHttpError(400, "events[].participants 至少包含 1 个人物 id"); + } + } + + for (const chunk of chunks) { + if (!chunk?.id) { + throw createHttpError(400, "chunks[].id 必填"); + } + const hasVector = Array.isArray(chunk?.vector); + const hasText = typeof chunk?.text === "string" && chunk.text.trim().length > 0; + if (!hasVector && !(canAutoEmbed && hasText)) { + throw createHttpError(400, "chunks[] 需提供 vector，或在配置 embedding 后提供 text"); + } + if (hasVector && chunk.vector.length !== embeddingDim) { + throw createHttpError(400, `chunks[].vector 维度必须为 ${embeddingDim}`); + } + } + + return { persons, events, chunks }; +}; + +/** + * GraphRAG 核心服务： + * 1) 图谱结构写入 Neo4j； + * 2) 文本向量写入 Qdrant； + * 3) 按时序与向量联合检索上下文。 + */ +export class GraphRagService { + /** + * @param {{ driver: import("neo4j-driver").Driver, qdrantClient: any, env: Record }} deps + */ + constructor({ driver, qdrantClient, embeddingService, rerankService, llmService, env }) { + this.driver = driver; + this.qdrantClient = qdrantClient; + this.embeddingService = embeddingService; + this.rerankService = rerankService; + this.llmService = llmService; + this.collection = env.QDRANT_COLLECTION; + this.embeddingDim = env.EMBEDDING_DIM; + } + + async resolveChunkVector(chunk) { + if (Array.isArray(chunk?.vector)) { + if (chunk.vector.length !== this.embeddingDim) { + throw createHttpError(400, `chunks[].vector 维度必须为 ${this.embeddingDim}`); + } + return chunk.vector; + } + if (!this.embeddingService?.isEnabled()) { + throw createHttpError(400, "未检测到可用 embedding 配置"); + } + return this.embeddingService.embed(chunk.text ?? ""); + } + + async resolveQueryVector(body) { + const queryVector = body?.query_vector; + if (Array.isArray(queryVector)) { + if (queryVector.length !== this.embeddingDim) { + throw createHttpError(400, `query_vector 维度必须为 ${this.embeddingDim}`); + } + return queryVector; + } + const queryText = typeof body?.query_text === "string" ? body.query_text.trim() : ""; + if (!queryText) { + throw createHttpError(400, `query_vector 维度必须为 ${this.embeddingDim}，或提供 query_text`); + } + if (!this.embeddingService?.isEnabled()) { + throw createHttpError(400, "未检测到可用 embedding 配置，无法使用 query_text 检索"); + } + return this.embeddingService.embed(queryText); + } + + /** + * 连接就绪检查。 + */ + async ready() { + const session = this.driver.session(); + try { + await session.run("RETURN 1 AS ok"); + await this.qdrantClient.getCollections(); + return { ok: true }; + } finally { + await session.close(); + } + } + + /** + * 获取图谱统计数据，用于前端 D3.js 可视化渲染。 + * 返回 nodes（人物/事件/主题）和 links（关系边）。 + */ + async getGraphStats() { + const runQuery = async (query) => { + const session = this.driver.session(); + try { return await session.run(query) } + finally { await session.close() } + }; + const [personResult, eventResult, topicResult, personEventResult, eventTopicResult] = + await Promise.all([ + runQuery(`MATCH (p:Person) RETURN p.id AS id, p.name AS name, 'person' AS type LIMIT 200`), + runQuery(`MATCH (e:Event) RETURN e.id AS id, e.summary AS name, 'event' AS type, e.occurred_at AS occurred_at LIMIT 200`), + runQuery(`MATCH (t:Topic) RETURN t.name AS id, t.name AS name, 'topic' AS type LIMIT 100`), + runQuery(`MATCH (p:Person)-[:PARTICIPATES_IN]->(e:Event) RETURN p.id AS source, e.id AS target, 'PARTICIPATES_IN' AS type LIMIT 500`), + runQuery(`MATCH (e:Event)-[:ABOUT]->(t:Topic) RETURN e.id AS source, t.name AS target, 'ABOUT' AS type LIMIT 300`) + ]); + + const nodes = []; + const idSet = new Set(); + + const addNode = (record) => { + const id = record.get("id"); + if (!id || idSet.has(id)) return; + idSet.add(id); + const occurredAt = record.keys.includes("occurred_at") ? record.get("occurred_at") : null; + nodes.push({ + id, + name: record.get("name") ?? id, + type: record.get("type"), + occurred_at: occurredAt + }); + }; + + personResult.records.forEach(addNode); + eventResult.records.forEach(addNode); + topicResult.records.forEach(addNode); + + const links = [ + ...personEventResult.records.map((r) => ({ + source: r.get("source"), + target: r.get("target"), + type: r.get("type") + })), + ...eventTopicResult.records.map((r) => ({ + source: r.get("source"), + target: r.get("target"), + type: r.get("type") + })) + ]; + + return { ok: true, nodes, links, total: nodes.length }; + } + + /** + * 初始化图谱约束与向量集合。 + */ + async bootstrap() { + const session = this.driver.session(); + try { + await session.run("CREATE CONSTRAINT person_id IF NOT EXISTS FOR (p:Person) REQUIRE p.id IS UNIQUE"); + await session.run("CREATE CONSTRAINT event_id IF NOT EXISTS FOR (e:Event) REQUIRE e.id IS UNIQUE"); + await session.run("CREATE CONSTRAINT topic_name IF NOT EXISTS FOR (t:Topic) REQUIRE t.name IS UNIQUE"); + await session.run("CREATE INDEX event_time IF NOT EXISTS FOR (e:Event) ON (e.occurred_at)"); + + const collections = await this.qdrantClient.getCollections(); + const exists = collections.collections?.some((item) => item.name === this.collection); + if (!exists) { + await this.qdrantClient.createCollection(this.collection, { + vectors: { size: this.embeddingDim, distance: "Cosine" } + }); + } + + return { ok: true, collection: this.collection }; + } finally { + await session.close(); + } + } + + /** + * 写入人物、事件、主题关系，并可同步写入向量分片。 + */ + async ingest(body) { + const { persons, events, chunks } = validateIngestInput( + body ?? {}, + this.embeddingDim, + this.embeddingService?.isEnabled() ?? false + ); + const session = this.driver.session(); + + try { + await session.executeWrite(async (tx) => { + for (const person of persons) { + await tx.run( + ` + MERGE (p:Person {id: $id}) + SET p.name = coalesce($name, p.name), + p.updated_at = datetime() + `, + { id: person.id, name: person.name ?? null } + ); + } + + for (const event of events) { + await tx.run( + ` + MERGE (e:Event {id: $id}) + SET e.type = $type, + e.summary = $summary, + e.occurred_at = datetime($occurred_at), + e.importance = $importance, + e.updated_at = datetime() + `, + { + id: event.id, + type: event.type ?? "event", + summary: event.summary ?? "", + occurred_at: event.occurred_at, + importance: event.importance ?? 0.5 + } + ); + + for (const personId of event.participants) { + await tx.run( + ` + MERGE (p:Person {id: $person_id}) + SET p.updated_at = datetime() + WITH p + MATCH (e:Event {id: $event_id}) + MERGE (p)-[:PARTICIPATES_IN]->(e) + `, + { person_id: personId, event_id: event.id } + ); + } + + const topics = Array.isArray(event.topics) ? event.topics : []; + for (const topicName of topics) { + await tx.run( + ` + MERGE (t:Topic {name: $name}) + WITH t + MATCH (e:Event {id: $event_id}) + MERGE (e)-[:ABOUT]->(t) + `, + { name: topicName, event_id: event.id } + ); + } + } + }); + + if (chunks.length > 0) { + const points = await Promise.all(chunks.map(async (chunk) => { + const vector = await this.resolveChunkVector(chunk); + const payload = chunk.payload ?? {}; + return { + id: chunk.id, + vector, + payload: { + text: chunk.text ?? payload.text ?? "", + event_id: payload.event_id ?? null, + occurred_at: payload.occurred_at ?? null, + occurred_ts: toTimestamp(payload.occurred_at), + person_ids: Array.isArray(payload.person_ids) ? payload.person_ids : [], + source: payload.source ?? "unknown" + } + }; + })); + + await this.qdrantClient.upsert(this.collection, { points, wait: true }); + } + + return { + ok: true, + ingested: { + persons: persons.length, + events: events.length, + chunks: chunks.length + } + }; + } finally { + await session.close(); + } + } + + /** + * 查询两个人在时间窗内的时序事件链。 + */ + async queryTimeline(body) { + const { a_id, b_id, start, end, limit = 100 } = body ?? {}; + if (!a_id || !b_id) { + throw createHttpError(400, "a_id 和 b_id 必填"); + } + + const session = this.driver.session(); + try { + const result = await session.run( + ` + MATCH (a:Person {id: $a_id})-[:PARTICIPATES_IN]->(e:Event)<-[:PARTICIPATES_IN]-(b:Person {id: $b_id}) + WHERE ($start IS NULL OR e.occurred_at >= datetime($start)) + AND ($end IS NULL OR e.occurred_at <= datetime($end)) + OPTIONAL MATCH (e)-[:ABOUT]->(t:Topic) + WITH e, collect(DISTINCT t.name) AS topics + OPTIONAL MATCH (p:Person)-[:PARTICIPATES_IN]->(e) + WITH e, topics, collect(DISTINCT {id: p.id, name: p.name}) AS participants + RETURN + e.id AS id, + e.type AS type, + e.summary AS summary, + toString(e.occurred_at) AS occurred_at, + e.importance AS importance, + topics AS topics, + participants AS participants + ORDER BY e.occurred_at ASC + LIMIT $limit + `, + { + a_id, + b_id, + start: start ?? null, + end: end ?? null, + limit: neo4j.int(limit) + } + ); + + return { + ok: true, + total: result.records.length, + timeline: result.records.map(toEventDto) + }; + } finally { + await session.close(); + } + } + + /** + * 先做向量召回，再回查图谱事件上下文，输出 GraphRAG 检索结果。 + */ + async queryGraphRag(body) { + const { + a_id = null, + b_id = null, + start = null, + end = null, + top_k = 8, + timeline_limit = 60 + } = body ?? {}; + const queryVector = await this.resolveQueryVector(body ?? {}); + + const filterMust = []; + const startTs = toTimestamp(start); + const endTs = toTimestamp(end); + if (startTs !== null || endTs !== null) { + filterMust.push({ + key: "occurred_ts", + range: { + ...(startTs !== null ? { gte: startTs } : {}), + ...(endTs !== null ? { lte: endTs } : {}) + } + }); + } + + const searchResult = await this.qdrantClient.search(this.collection, { + vector: queryVector, + limit: top_k, + with_payload: true, + ...(filterMust.length > 0 ? { filter: { must: filterMust } } : {}) + }); + + let chunks = searchResult.map((item) => ({ + id: item.id, + score: item.score, + text: item.payload?.text ?? "", + payload: item.payload ?? {} + })); + + if (body?.query_text && this.rerankService?.isEnabled()) { + chunks = await this.rerankService.rerank(body.query_text, chunks); + } + + const eventIds = Array.from( + new Set( + chunks + .map((item) => item.payload?.event_id) + .filter((id) => typeof id === "string" && id.length > 0) + ) + ); + + const session = this.driver.session(); + try { + const result = await session.run( + ` + MATCH (e:Event) + WHERE (size($event_ids) = 0 OR e.id IN $event_ids) + AND ($start IS NULL OR e.occurred_at >= datetime($start)) + AND ($end IS NULL OR e.occurred_at <= datetime($end)) + AND ($a_id IS NULL OR EXISTS { MATCH (:Person {id: $a_id})-[:PARTICIPATES_IN]->(e) }) + AND ($b_id IS NULL OR EXISTS { MATCH (:Person {id: $b_id})-[:PARTICIPATES_IN]->(e) }) + OPTIONAL MATCH (e)-[:ABOUT]->(t:Topic) + WITH e, collect(DISTINCT t.name) AS topics + OPTIONAL MATCH (p:Person)-[:PARTICIPATES_IN]->(e) + WITH e, topics, collect(DISTINCT {id: p.id, name: p.name}) AS participants + RETURN + e.id AS id, + e.type AS type, + e.summary AS summary, + toString(e.occurred_at) AS occurred_at, + e.importance AS importance, + topics AS topics, + participants AS participants + ORDER BY e.occurred_at DESC + LIMIT $timeline_limit + `, + { + event_ids: eventIds, + start, + end, + a_id, + b_id, + timeline_limit: neo4j.int(timeline_limit) + } + ); + + return { + ok: true, + retrieved_chunks: chunks, + timeline_context: result.records.map(toEventDto) + }; + } finally { + await session.close(); + } + } + + async analyzeAndIngest(text) { + if (!this.llmService?.isEnabled()) { + throw createHttpError(400, "LLM 服务未配置，请检查 LLM_BASE_URL/LLM_API_KEY/LLM_MODEL_NAME"); + } + + const analysis = await this.llmService.analyzeText(text); + console.log("[DEBUG] LLM analysis result:", JSON.stringify(analysis)); + if (!analysis || (!analysis.persons && !analysis.events && !analysis.topics)) { + throw createHttpError(500, `LLM 返回数据异常: ${JSON.stringify(analysis)}`); + } + + const session = this.driver.session(); + console.log("[DEBUG] Got session, driver:", !!this.driver); + try { + const deleteResult = await session.run("MATCH (n) DETACH DELETE n", {}); + console.log("[DEBUG] Delete result:", deleteResult?.summary?.counters); + + const personMap = {}; + for (const person of (analysis.persons || [])) { + console.log("[DEBUG] Creating person:", person); + const result = await session.run( + `CREATE (p:Person {id: $id, name: $name, description: $description}) RETURN p.id AS id`, + { id: person.id, name: person.name, description: person.description || "" } + ); + console.log("[DEBUG] Person create result:", result?.records?.length); + if (result?.records?.length > 0) { + personMap[person.id] = person.name; + } + } + + const topicMap = {}; + for (const topic of (analysis.topics || [])) { + await session.run( + `CREATE (t:Topic {name: $name})`, + { name: topic.name } + ); + topicMap[topic.id] = topic.name; + } + + for (const event of (analysis.events || [])) { + const normalizedOccurredAt = normalizeOccurredAt(event.occurred_at); + await session.run( + `CREATE (e:Event { + id: $id, + type: $type, + summary: $summary, + occurred_at: datetime($occurred_at), + importance: $importance + })`, + { + id: event.id, + type: event.type || "general", + summary: event.summary || "", + occurred_at: normalizedOccurredAt, + importance: neo4j.int(event.importance || 5) + } + ); + + for (const pid of (event.participants || [])) { + await session.run( + `MATCH (p:Person {id: $pid}), (e:Event {id: $eid}) + MERGE (p)-[:PARTICIPATES_IN]->(e)`, + { pid, eid: event.id } + ); + } + + for (const tid of (event.topics || [])) { + const topicName = topicMap[tid]; + if (topicName) { + await session.run( + `MATCH (e:Event {id: $eid}), (t:Topic {name: $tname}) + MERGE (e)-[:ABOUT]->(t)`, + { eid: event.id, tname: topicName } + ); + } + } + } + + for (const rel of (analysis.relations || [])) { + const sourceName = personMap[rel.source]; + const targetName = personMap[rel.target]; + if (sourceName && targetName) { + await session.run( + `MATCH (s:Person {name: $sname}), (t:Person {name: $tname}) + MERGE (s)-[r:${rel.type}]->(t)`, + { sname: sourceName, tname: targetName } + ); + } + } + + return { + ok: true, + message: "分析并导入成功", + analysis, + stats: { + persons: (analysis.persons || []).length, + events: (analysis.events || []).length, + topics: (analysis.topics || []).length, + relations: (analysis.relations || []).length + } + }; + } finally { + await session.close(); + } + } +} diff --git a/OnceLove/oncelove-graphrag/api/src/services/index.js b/OnceLove/oncelove-graphrag/api/src/services/index.js new file mode 100644 index 0000000..7e909d9 --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/services/index.js @@ -0,0 +1,4 @@ +export { EmbeddingService } from "./embedding.service.js"; +export { RerankService } from "./rerank.service.js"; +export { GraphRagService } from "./graphrag.service.js"; +export { LLMService } from "./llm.service.js"; diff --git a/OnceLove/oncelove-graphrag/api/src/services/llm.service.js b/OnceLove/oncelove-graphrag/api/src/services/llm.service.js new file mode 100644 index 0000000..9da96cd --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/services/llm.service.js @@ -0,0 +1,127 @@ +const createHttpError = (statusCode, message) => { + const error = new Error(message); + error.statusCode = statusCode; + return error; +}; + +export class LLMService { + constructor(env) { + this.baseUrl = (env.LLM_BASE_URL ?? "").replace(/\/+$/, ""); + this.apiKey = env.LLM_API_KEY ?? ""; + this.model = env.LLM_MODEL_NAME ?? ""; + } + + isEnabled() { + return Boolean(this.baseUrl && this.apiKey && this.model); + } + + async chat(messages, temperature = 0.7) { + if (!this.isEnabled()) { + throw createHttpError(400, "LLM 服务未配置，请提供 LLM_BASE_URL/LLM_API_KEY/LLM_MODEL_NAME"); + } + + const response = await fetch(`${this.baseUrl}/chat/completions`, { + method: "POST", + headers: { + "Content-Type": "application/json", + Authorization: `Bearer ${this.apiKey}` + }, + body: JSON.stringify({ + model: this.model, + messages: messages, + temperature: temperature + }) + }); + + if (!response.ok) { + const errorText = await response.text(); + throw createHttpError(response.status, `LLM 请求失败：${errorText}`); + } + + const data = await response.json(); + return data; + } + + async analyzeText(text) { + if (!text?.trim()) { + throw createHttpError(400, "分析文本不能为空"); + } + + const systemPrompt = `你是一个实体关系分析专家。请分析用户输入的文本，提取人物、事件、主题、关系。 + +## 输出格式 +{ + "persons": [{"id": "p1", "name": "人物名称", "description": "人物描述"}], + "events": [{"id": "e1", "type": "事件类型", "summary": "事件摘要", "occurred_at": "ISO 时间", "participants": ["p1"], "topics": ["t1"], "importance": 5}], + "topics": [{"id": "t1", "name": "主题名称"}], + "relations": [{"source": "p1", "target": "p2", "type": "关系类型", "description": "关系描述"}] +} + +## 注意 +- 时间用 ISO 格式，如文本没明确时间用当前时间 +- importance 是重要性评分 1-10 +- 关系类型：PARTICIPATES_IN, ABOUT, LOVES, FIGHTS_WITH, GIVES, PROPOSES_TO 等 +- 如果文本涉及"我"，推断另一个角色（如"她"） +- 即使文本很短也要提取信息，不要返回空数组 + +只返回 JSON，不要有其他文字。`; + + const messages = [ + { role: "system", content: systemPrompt }, + { role: "user", content: text } + ]; + console.log("[DEBUG] LLM request messages:", JSON.stringify(messages)); + const result = await this.chat(messages, 0.3); + + const content = result?.choices?.[0]?.message?.content; + console.log("[DEBUG] LLM raw response:", content); + if (!content) { + throw createHttpError(500, "LLM 返回内容为空"); + } + + let parsed; + try { + const jsonMatch = content.match(/\{[\s\S]*\}/); + parsed = jsonMatch ? JSON.parse(jsonMatch[0]) : JSON.parse(content); + } catch (e) { + throw createHttpError(500, `LLM 返回格式错误：${content.substring(0, 200)}`); + } + + if (this.isEmptyAnalysis(parsed)) { + const retryMessages = [ + { + role: "system", + content: "你是信息抽取器。必须输出非空 JSON：{persons:[{id,name,description}],events:[{id,type,summary,occurred_at,participants,topics,importance}],topics:[{id,name}],relations:[{source,target,type,description}]}" + }, + { + role: "user", + content: `从下列文本提取实体关系，至少给出 2 个 persons、1 个 event、1 个 relation，且仅返回 JSON：${text}` + } + ]; + const retryResult = await this.chat(retryMessages, 0.2); + const retryContent = retryResult?.choices?.[0]?.message?.content; + if (!retryContent) { + return parsed; + } + try { + const retryJsonMatch = retryContent.match(/\{[\s\S]*\}/); + const retryParsed = retryJsonMatch ? JSON.parse(retryJsonMatch[0]) : JSON.parse(retryContent); + if (!this.isEmptyAnalysis(retryParsed)) { + return retryParsed; + } + } catch (_) { + return parsed; + } + } + + return parsed; + } + + isEmptyAnalysis(data) { + return !data + || (!Array.isArray(data.persons) || data.persons.length === 0) + && (!Array.isArray(data.events) || data.events.length === 0) + && (!Array.isArray(data.topics) || data.topics.length === 0) + && (!Array.isArray(data.relations) || data.relations.length === 0); + } +} diff --git a/OnceLove/oncelove-graphrag/api/src/services/rerank.service.js b/OnceLove/oncelove-graphrag/api/src/services/rerank.service.js new file mode 100644 index 0000000..438cddc --- /dev/null +++ b/OnceLove/oncelove-graphrag/api/src/services/rerank.service.js @@ -0,0 +1,84 @@ +const createHttpError = (statusCode, message) => { + const error = new Error(message); + error.statusCode = statusCode; + return error; +}; + +export class RerankService { + constructor(env) { + this.baseUrl = (env.RERANK_BASE_URL ?? "").replace(/\/+$/, ""); + this.apiKey = env.RERANK_API_KEY ?? ""; + this.model = env.RERANK_MODEL ?? ""; + } + + isEnabled() { + return Boolean(this.baseUrl && this.apiKey && this.model); + } + + /** + * 调用第三方 rerank 模型对结果进行重排 + * @param {string} query 查询语句 + * @param {Array<{id: string, text: string, [key: string]: any}>} chunks 待重排的文档块 + * @returns {Promise} 返回重排后的文档块列表 + */ + async rerank(query, chunks) { + if (!this.isEnabled()) { + return chunks; // 未配置则直接返回原结果 + } + + if (!chunks || chunks.length === 0) { + return chunks; + } + + const cleanedQuery = typeof query === "string" ? query.trim() : ""; + if (!cleanedQuery) { + return chunks; + } + + const texts = chunks.map(c => c.text); + + try { + // 假设使用类似 OpenAI 或通用的 rerank 接口格式 + // 实际使用时需根据具体第三方模型的 API 调整参数和路径 + const response = await fetch(`${this.baseUrl}/v1/rerank`, { + method: "POST", + headers: { + "Content-Type": "application/json", + Authorization: `Bearer ${this.apiKey}` + }, + body: JSON.stringify({ + model: this.model, + query: cleanedQuery, + texts: texts + }) + }); + + if (!response.ok) { + const errorText = await response.text(); + throw createHttpError(response.status, `rerank 请求失败: ${errorText}`); + } + + const data = await response.json(); + // data.results 格式通常为: [{ index: 0, relevance_score: 0.9 }, ...] + const results = data?.results; + + if (!Array.isArray(results)) { + throw createHttpError(500, "rerank 返回格式异常"); + } + + // 根据重排结果重新排序 chunks + const rerankedChunks = results + .sort((a, b) => b.relevance_score - a.relevance_score) + .map(r => ({ + ...chunks[r.index], + relevance_score: r.relevance_score + })); + + return rerankedChunks; + } catch (error) { + // 重排失败时，为了不阻断流程，可以选择直接返回原结果并记录日志，或者抛出错误 + console.error("Rerank error:", error); + return chunks; + } + } +} diff --git a/OnceLove/oncelove-graphrag/docker-compose.yml b/OnceLove/oncelove-graphrag/docker-compose.yml new file mode 100644 index 0000000..5b40d10 --- /dev/null +++ b/OnceLove/oncelove-graphrag/docker-compose.yml @@ -0,0 +1,96 @@ +version: "3.9" + +services: + neo4j: + image: neo4j:5.26-community + container_name: oncelove-neo4j + restart: unless-stopped + environment: + - NEO4J_AUTH=neo4j/${NEO4J_PASSWORD} + - NEO4J_dbms_default__database=neo4j + - NEO4J_server_memory_heap_initial__size=512m + - NEO4J_server_memory_heap_max__size=1024m + - NEO4J_server_memory_pagecache_size=512m + - NEO4J_server_bolt_advertised__address=neo4j:7687 + volumes: + - neo4j_data:/data + - neo4j_logs:/logs + ports: + - "127.0.0.1:7474:7474" + - "127.0.0.1:7687:7687" + healthcheck: + test: ["CMD-SHELL", "wget -qO- http://localhost:7474 || exit 1"] + interval: 15s + timeout: 5s + retries: 20 + networks: + - oncelove_net + + qdrant: + image: qdrant/qdrant:v1.13.4 + container_name: oncelove-qdrant + restart: unless-stopped + volumes: + - qdrant_data:/qdrant/storage + ports: + - "127.0.0.1:6333:6333" + - "127.0.0.1:6334:6334" + healthcheck: + test: ["CMD-SHELL", "wget -qO- http://localhost:6333/healthz || exit 1"] + interval: 15s + timeout: 5s + retries: 20 + networks: + - oncelove_net + + api: + build: + context: ./api + container_name: oncelove-api + restart: unless-stopped + env_file: + - .env + environment: + - NODE_ENV=production + - PORT=3000 + - APPLICATION_URL=${APPLICATION_URL} + - WEBUI_URL=${WEBUI_URL} + - NEO4J_URI=bolt://neo4j:7687 + - NEO4J_USER=neo4j + - NEO4J_PASSWORD=${NEO4J_PASSWORD} + - QDRANT_URL=http://qdrant:6333 + - QDRANT_API_KEY=${QDRANT_API_KEY} + - QDRANT_COLLECTION=${QDRANT_COLLECTION} + - EMBEDDING_DIM=${EMBEDDING_DIM} + depends_on: + neo4j: + condition: service_healthy + qdrant: + condition: service_healthy + ports: + - "127.0.0.1:3000:3000" + networks: + - oncelove_net + + frontend: + build: + context: ./frontend + args: + - VITE_API_BASE_URL=${APPLICATION_URL} + container_name: oncelove-frontend + restart: unless-stopped + ports: + - "127.0.0.1:8080:80" + networks: + - oncelove_net + depends_on: + - api + +volumes: + neo4j_data: + neo4j_logs: + qdrant_data: + +networks: + oncelove_net: + driver: bridge diff --git a/OnceLove/oncelove-graphrag/dy b/OnceLove/oncelove-graphrag/dy new file mode 100644 index 0000000..51f3b0f --- /dev/null +++ b/OnceLove/oncelove-graphrag/dy @@ -0,0 +1 @@ +{"statusCode":400,"code":"FST_ERR_CTP_EMPTY_JSON_BODY","error":"Bad Request","message":"Body cannot be empty when content-type is set to 'application/json'"} \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/.gitignore b/OnceLove/oncelove-graphrag/frontend/.gitignore new file mode 100644 index 0000000..a547bf3 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/OnceLove/oncelove-graphrag/frontend/Dockerfile b/OnceLove/oncelove-graphrag/frontend/Dockerfile new file mode 100644 index 0000000..246805e --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/Dockerfile @@ -0,0 +1,18 @@ +# Build stage +FROM node:22-alpine AS build-stage +WORKDIR /app +COPY package*.json ./ +RUN npm config set registry https://registry.npmmirror.com && npm install --no-audit --no-fund +COPY . . + +ARG VITE_API_BASE_URL +ENV VITE_API_BASE_URL=$VITE_API_BASE_URL + +RUN npm run build + +# Production stage +FROM nginx:alpine +COPY --from=build-stage /app/dist /usr/share/nginx/html +COPY nginx.conf /etc/nginx/conf.d/default.conf +EXPOSE 80 +CMD ["nginx", "-g", "daemon off;"] diff --git a/OnceLove/oncelove-graphrag/frontend/README.md b/OnceLove/oncelove-graphrag/frontend/README.md new file mode 100644 index 0000000..1511959 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/README.md @@ -0,0 +1,5 @@ +# Vue 3 + Vite + +This template should help get you started developing with Vue 3 in Vite. The template uses Vue 3 ` + + diff --git a/OnceLove/oncelove-graphrag/frontend/nginx.conf b/OnceLove/oncelove-graphrag/frontend/nginx.conf new file mode 100644 index 0000000..b130e24 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/nginx.conf @@ -0,0 +1,15 @@ +server { + listen 80; + server_name localhost; + + location / { + root /usr/share/nginx/html; + index index.html index.htm; + try_files $uri $uri/ /index.html; + } + + error_page 500 502 503 504 /50x.html; + location = /50x.html { + root /usr/share/nginx/html; + } +} \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/package-lock.json b/OnceLove/oncelove-graphrag/frontend/package-lock.json new file mode 100644 index 0000000..d6baf76 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/package-lock.json @@ -0,0 +1,2284 @@ +{ + "name": "frontend", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "frontend", + "version": "0.0.0", + "dependencies": 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+ "vue": "^3.5.30", + "vue-router": "^5.0.4" + }, + "devDependencies": { + "@vitejs/plugin-vue": "^6.0.5", + "vite": "^8.0.1" + } +} diff --git a/OnceLove/oncelove-graphrag/frontend/public/favicon.svg b/OnceLove/oncelove-graphrag/frontend/public/favicon.svg new file mode 100644 index 0000000..6893eb1 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/public/favicon.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/public/icons.svg b/OnceLove/oncelove-graphrag/frontend/public/icons.svg new file mode 100644 index 0000000..e952219 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/public/icons.svg @@ -0,0 +1,24 @@ + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/OnceLove/oncelove-graphrag/frontend/src/App.vue b/OnceLove/oncelove-graphrag/frontend/src/App.vue new file mode 100644 index 0000000..c10d1ec --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/App.vue @@ -0,0 +1,43 @@ + + + + + \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/src/assets/hero.png b/OnceLove/oncelove-graphrag/frontend/src/assets/hero.png new file mode 100644 index 0000000..cc51a3d Binary files /dev/null and b/OnceLove/oncelove-graphrag/frontend/src/assets/hero.png differ diff --git a/OnceLove/oncelove-graphrag/frontend/src/assets/vite.svg b/OnceLove/oncelove-graphrag/frontend/src/assets/vite.svg new file mode 100644 index 0000000..5101b67 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/assets/vite.svg @@ -0,0 +1 @@ +Vite diff --git a/OnceLove/oncelove-graphrag/frontend/src/assets/vue.svg b/OnceLove/oncelove-graphrag/frontend/src/assets/vue.svg new file mode 100644 index 0000000..770e9d3 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/assets/vue.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/src/components/HelloWorld.vue b/OnceLove/oncelove-graphrag/frontend/src/components/HelloWorld.vue new file mode 100644 index 0000000..3a7b808 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/components/HelloWorld.vue @@ -0,0 +1,93 @@ + + + diff --git a/OnceLove/oncelove-graphrag/frontend/src/main.js b/OnceLove/oncelove-graphrag/frontend/src/main.js new file mode 100644 index 0000000..b9eb04e --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/main.js @@ -0,0 +1,9 @@ +import { createApp } from 'vue' +import App from './App.vue' +import router from './router' + +const app = createApp(App) + +app.use(router) + +app.mount('#app') \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/src/router/index.js b/OnceLove/oncelove-graphrag/frontend/src/router/index.js new file mode 100644 index 0000000..d2c6368 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/router/index.js @@ -0,0 +1,35 @@ +import { createRouter, createWebHistory } from 'vue-router' + +const routes = [ + { + path: '/login', + name: 'Login', + component: () => import('../views/Login.vue') + }, + { + path: '/', + name: 'Dashboard', + component: () => import('../views/Dashboard.vue'), + meta: { requiresAuth: true } + } +] + +const router = createRouter({ + history: createWebHistory(), + routes +}) + +router.beforeEach((to, from, next) => { + if (to.meta.requiresAuth) { + const authStatus = localStorage.getItem('auth_token') + if (authStatus) { + next() + } else { + next('/login') + } + } else { + next() + } +}) + +export default router \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/frontend/src/style.css b/OnceLove/oncelove-graphrag/frontend/src/style.css new file mode 100644 index 0000000..527d4fb --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/style.css @@ -0,0 +1,296 @@ +:root { + --text: #6b6375; + --text-h: #08060d; + --bg: #fff; + --border: #e5e4e7; + --code-bg: #f4f3ec; + --accent: #aa3bff; + --accent-bg: rgba(170, 59, 255, 0.1); + --accent-border: rgba(170, 59, 255, 0.5); + --social-bg: rgba(244, 243, 236, 0.5); + --shadow: + rgba(0, 0, 0, 0.1) 0 10px 15px -3px, rgba(0, 0, 0, 0.05) 0 4px 6px -2px; + + --sans: system-ui, 'Segoe UI', Roboto, sans-serif; + --heading: system-ui, 'Segoe UI', Roboto, sans-serif; + --mono: ui-monospace, Consolas, monospace; + + font: 18px/145% var(--sans); + letter-spacing: 0.18px; + color-scheme: light dark; + color: var(--text); + background: var(--bg); + font-synthesis: none; + text-rendering: optimizeLegibility; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; + + @media (max-width: 1024px) { + font-size: 16px; + } +} + +@media (prefers-color-scheme: dark) { + :root { + --text: #9ca3af; + --text-h: #f3f4f6; + --bg: #16171d; + --border: #2e303a; + --code-bg: #1f2028; + --accent: #c084fc; + --accent-bg: rgba(192, 132, 252, 0.15); + --accent-border: rgba(192, 132, 252, 0.5); + --social-bg: rgba(47, 48, 58, 0.5); + --shadow: + rgba(0, 0, 0, 0.4) 0 10px 15px -3px, rgba(0, 0, 0, 0.25) 0 4px 6px -2px; + } + + #social .button-icon { + filter: invert(1) brightness(2); + } +} + +body { + margin: 0; +} + +h1, +h2 { + font-family: var(--heading); + font-weight: 500; + color: var(--text-h); +} + +h1 { + font-size: 56px; + letter-spacing: -1.68px; + margin: 32px 0; + @media (max-width: 1024px) { + font-size: 36px; + margin: 20px 0; + } +} +h2 { + font-size: 24px; + line-height: 118%; + letter-spacing: -0.24px; + margin: 0 0 8px; + @media (max-width: 1024px) { + font-size: 20px; + } +} +p { + margin: 0; +} + +code, +.counter { + font-family: var(--mono); + display: inline-flex; + border-radius: 4px; + color: var(--text-h); +} + +code { + font-size: 15px; + line-height: 135%; + padding: 4px 8px; + background: var(--code-bg); +} + +.counter { + font-size: 16px; + padding: 5px 10px; + border-radius: 5px; + color: var(--accent); + background: var(--accent-bg); + border: 2px solid transparent; + transition: border-color 0.3s; + margin-bottom: 24px; + + &:hover { + border-color: var(--accent-border); + } + &:focus-visible { + outline: 2px solid var(--accent); + outline-offset: 2px; + } +} + +.hero { + position: relative; + + .base, + .framework, + .vite { + inset-inline: 0; + margin: 0 auto; + } + + .base { + width: 170px; + position: relative; + z-index: 0; + } + + .framework, + .vite { + position: absolute; + } + + .framework { + z-index: 1; + top: 34px; + height: 28px; + transform: perspective(2000px) rotateZ(300deg) rotateX(44deg) rotateY(39deg) + scale(1.4); + } + + .vite { + z-index: 0; + top: 107px; + height: 26px; + width: auto; + transform: perspective(2000px) rotateZ(300deg) rotateX(40deg) rotateY(39deg) + scale(0.8); + } +} + +#app { + width: 1126px; + max-width: 100%; + margin: 0 auto; + text-align: center; + border-inline: 1px solid var(--border); + min-height: 100svh; + display: flex; + flex-direction: column; + box-sizing: border-box; +} + +#center { + display: flex; + flex-direction: column; + gap: 25px; + place-content: center; + place-items: center; + flex-grow: 1; + + @media (max-width: 1024px) { + padding: 32px 20px 24px; + gap: 18px; + } +} + +#next-steps { + display: flex; + border-top: 1px solid var(--border); + text-align: left; + + & > div { + flex: 1 1 0; + padding: 32px; + @media (max-width: 1024px) { + padding: 24px 20px; + } + } + + .icon { + margin-bottom: 16px; + width: 22px; + height: 22px; + } + + @media (max-width: 1024px) { + flex-direction: column; + text-align: center; + } +} + +#docs { + border-right: 1px solid var(--border); + + @media (max-width: 1024px) { + border-right: none; + border-bottom: 1px solid var(--border); + } +} + +#next-steps ul { + list-style: none; + padding: 0; + display: flex; + gap: 8px; + margin: 32px 0 0; + + .logo { + height: 18px; + } + + a { + color: var(--text-h); + font-size: 16px; + border-radius: 6px; + background: var(--social-bg); + display: flex; + padding: 6px 12px; + align-items: center; + gap: 8px; + text-decoration: none; + transition: box-shadow 0.3s; + + &:hover { + box-shadow: var(--shadow); + } + .button-icon { + height: 18px; + width: 18px; + } + } + + @media (max-width: 1024px) { + margin-top: 20px; + flex-wrap: wrap; + justify-content: center; + + li { + flex: 1 1 calc(50% - 8px); + } + + a { + width: 100%; + justify-content: center; + box-sizing: border-box; + } + } +} + +#spacer { + height: 88px; + border-top: 1px solid var(--border); + @media (max-width: 1024px) { + height: 48px; + } +} + +.ticks { + position: relative; + width: 100%; + + &::before, + &::after { + content: ''; + position: absolute; + top: -4.5px; + border: 5px solid transparent; + } + + &::before { + left: 0; + border-left-color: var(--border); + } + &::after { + right: 0; + border-right-color: var(--border); + } +} diff --git a/OnceLove/oncelove-graphrag/frontend/src/views/Dashboard.vue b/OnceLove/oncelove-graphrag/frontend/src/views/Dashboard.vue new file mode 100644 index 0000000..665175b --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/views/Dashboard.vue @@ -0,0 +1,768 @@ + + + + + diff --git a/OnceLove/oncelove-graphrag/frontend/src/views/Login.vue b/OnceLove/oncelove-graphrag/frontend/src/views/Login.vue new file mode 100644 index 0000000..9f48359 --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/src/views/Login.vue @@ -0,0 +1,363 @@ + + + + + diff --git a/OnceLove/oncelove-graphrag/frontend/vite.config.js b/OnceLove/oncelove-graphrag/frontend/vite.config.js new file mode 100644 index 0000000..bbcf80c --- /dev/null +++ b/OnceLove/oncelove-graphrag/frontend/vite.config.js @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import vue from '@vitejs/plugin-vue' + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [vue()], +}) diff --git a/OnceLove/oncelove-graphrag/test.json b/OnceLove/oncelove-graphrag/test.json new file mode 100644 index 0000000..d75a3e0 --- /dev/null +++ b/OnceLove/oncelove-graphrag/test.json @@ -0,0 +1 @@ +{"text":"我今天跟她吵架了，她说我前两天不给她买花，说我准备的求婚仪式太敷衍"} \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/test.ps1 b/OnceLove/oncelove-graphrag/test.ps1 new file mode 100644 index 0000000..b79a3f7 --- /dev/null +++ b/OnceLove/oncelove-graphrag/test.ps1 @@ -0,0 +1,2 @@ +$body = Get-Content -Path test.json -Raw -Encoding UTF8 +Invoke-RestMethod -Uri 'http://localhost:3000/analyze' -Method Post -ContentType 'application/json' -Body $body \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/test_analyze.json b/OnceLove/oncelove-graphrag/test_analyze.json new file mode 100644 index 0000000..d0c5adb --- /dev/null +++ b/OnceLove/oncelove-graphrag/test_analyze.json @@ -0,0 +1,3 @@ +{ + "text": "我今天跟她吵架了，她说我前两天不给她买花，说我准备的求婚仪式太敷衍" +} \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/test_analyze.ps1 b/OnceLove/oncelove-graphrag/test_analyze.ps1 new file mode 100644 index 0000000..0bc01f3 --- /dev/null +++ b/OnceLove/oncelove-graphrag/test_analyze.ps1 @@ -0,0 +1,6 @@ +$headers = @{"Content-Type" = "application/json"} +$body = @" +{"text":"昨天我给她准备了生日惊喜，她很开心，说这是她过得最难忘的一个生日"} +"@ +$response = Invoke-RestMethod -Uri "http://localhost:3000/analyze" -Method Post -Headers $headers -Body $body +$response | ConvertTo-Json -Depth 10 \ No newline at end of file diff --git a/OnceLove/oncelove-graphrag/test_input.json b/OnceLove/oncelove-graphrag/test_input.json new file mode 100644 index 0000000..0f26c87 --- /dev/null +++ b/OnceLove/oncelove-graphrag/test_input.json @@ -0,0 +1 @@ +{"text":"昨天我给她准备了生日惊喜，她很开心"} diff --git a/OnceLove/oncelove-graphrag/test_llm.ps1 b/OnceLove/oncelove-graphrag/test_llm.ps1 new file mode 100644 index 0000000..26c114a --- /dev/null +++ b/OnceLove/oncelove-graphrag/test_llm.ps1 @@ -0,0 +1,8 @@ +$headers = @{"Authorization" = "Bearer sk-413a8289cada4695a18d8982e5f63f3c"; "Content-Type" = "application/json"} +$messages = @( + @{ role = "system"; content = "You are an entity relation expert. Extract persons, events, topics, relations from text. Return JSON only: {persons:[],events:[],topics:[],relations:[]}" } + @{ role = "user"; content = "I had a fight with her today. She said I did not buy her flowers the day before yesterday and said my marriage proposal was too casual" } +) +$body = @{ model = "qwen-plus"; messages = $messages; temperature = 0.7 } | ConvertTo-Json -Depth 10 +$response = Invoke-RestMethod -Uri "https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions" -Method Post -Headers $headers -Body $body +$response.choices[0].message.content \ No newline at end of file diff --git a/OnceLove/产品介绍.md b/OnceLove/产品介绍.md new file mode 100644 index 0000000..2e6ea0e --- /dev/null +++ b/OnceLove/产品介绍.md @@ -0,0 +1,5 @@ +OnceLove - AI恋爱实时分析辅助及多轮记忆推理决策系统 + +## 1. 背景与目标 + +OnceLove 面向恋爱沟通场景，提供“实时理解 + 多轮记忆 + 策略建议”的智能辅助能力，