mirror of
https://gitcode.com/ageerle/ruoyi-ai.git
synced 2026-04-04 07:26:10 +00:00
Merge branch 'v3.0.0' into main
合并 v3.0.0 分支到 main，包含以下主要更新： - 重构聊天模块架构，引入Handler模式 - 添加 Docker 部署支持 - 恢复 MCP 模块功能 - 工作流与大模型聊天对话整合 - 多项 bug 修复和文档更新 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
ageerle
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## RuoYi-AI 后端部署教程（Docker 部署版）
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|
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### 一、前置条件
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在部署前，请确保系统已满足以下条件：
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||||
|
||||
#### ✅ 系统环境要求
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||||
|
||||
- 操作系统：Linux / MacOS（推荐 Linux 服务器）
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||||
- CPU：4 核以上
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- 内存：≥ 4GB
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||||
- 磁盘空间：≥ 10GB（建议 20GB+）
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||||
|
||||
#### ✅ 已安装软件
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||||
|
||||
- **Docker**
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- **Docker Compose**
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||||
|
||||
验证命令是否可用：
|
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|
||||
```
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docker -v
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docker compose version
|
||||
```
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||||
|
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若无输出或提示“command not found”，请先安装 Docker 及 Compose。
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||||
|
||||
------
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### 二、目录结构配置
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|
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#### 1️⃣ 创建部署目录
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|
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在目标服务器执行以下命令：
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|
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```
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# 第一级目录
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mkdir /ruoyi-ai
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cd /ruoyi-ai
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# 第二级目录
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mkdir deploy
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cd deploy
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# 第三级目录
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mkdir data mysql-init
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# 第四级目录
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mkdir logs minio minio-config mysql redis weaviate
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```
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|
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> 💡 `data` 目录用于挂载容器运行期间生成的数据文件。
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|
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最终目录结构示例：
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```
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/ruoyi-ai
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└── deploy
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├── data/
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├── mysql-init/
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├── logs/
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├── minio/
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├── minio-config/
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├── mysql/
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├── redis/
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├── weaviate/
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```
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|
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------
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### 三、上传配置文件
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将以下配置文件上传到 `/ruoyi-ai/deploy` 目录：
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|
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- `docker-compose.yaml`
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- `.env`
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- `ruoyi-ai.sql`
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- `Dockerfile`
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|
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> 📂 这些文件在项目目录 `/script/deploy/deploy` 下。
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> 上传后请检查文件路径是否与上方目录结构一致。
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||||
|
||||
------
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### 四、构建 Jar 包
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1. 打开 IDEA 或其他构建工具
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2. 选择 **Maven 构建配置**，勾选 `prod` 环境，取消 `dev` 环境
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3. 点击 `package` 进行打包
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4. **注意：** 在构建前请将 `application-prod.yml` 拖入
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`ruoyi-admin/src/main/resources` 目录中
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构建完成后会在：
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|
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```
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ruoyi-admin/target/ruoyi-admin.jar
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```
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生成打包文件。
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|
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------
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### 五、上传 Jar 包至服务器
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将生成的 `ruoyi-admin.jar` 上传到服务器 `/ruoyi-ai/deploy` 目录下。
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确保与 `Dockerfile` 同目录。
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|
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------
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### 六、构建 Docker 镜像
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`Dockerfile` 内容如下：
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|
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```
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FROM openjdk:17-jdk
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RUN mkdir -p /ruoyi/server/logs \
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/ruoyi/server/temp
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WORKDIR /ruoyi/server
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COPY ruoyi-admin.jar ruoyi-admin.jar
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ENTRYPOINT ["java","-jar","ruoyi-admin.jar"]
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```
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||||
|
||||
在 `/ruoyi-ai/deploy` 目录执行以下命令：
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|
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```
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||||
# 构建镜像
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docker build -t ruoyi-ai-backend:v20251013 .
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# 查看镜像是否构建成功
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docker image ls
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```
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||||
|
||||
然后在 `docker-compose.yaml` 文件中，将对应服务的镜像名修改为：
|
||||
|
||||
```
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image: ruoyi-ai-backend:v20251013
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||||
```
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||||
|
||||
------
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||||
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### 七、启动容器服务
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在启动前请确认：
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- `.env` 中端口号、数据库密码、环境变量已正确配置
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||||
- `docker-compose.yaml` 中 MySQL 的端口已开放（用于导入数据）
|
||||
|
||||
如示例：
|
||||
|
||||
```
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ports:
|
||||
- "3306:3306"
|
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```
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||||
|
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#### 启动命令：
|
||||
|
||||
```
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cd /ruoyi-ai/deploy
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docker compose up -d
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```
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||||
|
||||
#### 查看运行状态：
|
||||
|
||||
```
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||||
docker compose ps
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||||
```
|
||||
|
||||
#### 查看日志：
|
||||
|
||||
```
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docker logs -f <容器名称>
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```
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> ⚠️ 初次启动时可仅运行 `ruoyi-admin`（后端）模块，将前端 `ruoyi-web` 服务暂时注释，确认后端服务正常后再启用前端容器。
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|
||||
------
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### 八、数据库初始化
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启动 MySQL 容器后，执行以下操作：
|
||||
|
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```
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||||
docker exec -it <mysql_container_name> bash
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mysql -uroot -p
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source /docker-entrypoint-initdb.d/ruoyi-ai.sql;
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||||
```
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||||
|
||||
或手动在客户端中导入 `/ruoyi-ai/deploy/ruoyi-ai.sql` 文件。
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||||
|
||||
------
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||||
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||||
### 九、常用 Docker 命令
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||||
|
||||
| 功能 | 命令 |
|
||||
|-----------|-----------------------------------|
|
||||
| 查看容器状态 | `docker ps -a` |
|
||||
| 查看日志 | `docker logs -f <容器名>` |
|
||||
| 停止服务 | `docker compose down` |
|
||||
| 重启服务 | `docker compose restart` |
|
||||
| 重新构建镜像 | `docker compose build --no-cache` |
|
||||
| 清理无用镜像/容器 | `docker system prune -a` |
|
||||
|
||||
------
|
||||
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||||
### 🔍 十、部署验证
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||||
|
||||
1. 检查容器是否全部启动成功：
|
||||
|
||||
```
|
||||
docker compose ps
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||||
```
|
||||
|
||||
2. 访问后端接口：
|
||||
|
||||
```
|
||||
http://<服务器IP>:<后端端口>
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||||
```
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||||
|
||||
3. 检查日志输出无异常。
|
||||
28
docs/docker/ minio/ docker-compose.yml
Normal file
28
docs/docker/ minio/ docker-compose.yml
Normal file
@@ -0,0 +1,28 @@
|
||||
---
|
||||
version: '3.8'
|
||||
|
||||
services:
|
||||
minio:
|
||||
image: minio/minio
|
||||
container_name: minio
|
||||
ports:
|
||||
- "9000:9000"
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||||
- "9090:9090"
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||||
environment:
|
||||
- MINIO_ACCESS_KEY=ruoyi
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- MINIO_SECRET_KEY=ruoyi123
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||||
volumes:
|
||||
- minio_data:/data
|
||||
- minio_config:/root/.minio
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||||
command: server /data --console-address ":9090"
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||||
restart: always
|
||||
networks:
|
||||
- minio-net
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||||
|
||||
networks:
|
||||
minio-net:
|
||||
driver: bridge
|
||||
|
||||
volumes:
|
||||
minio_data:
|
||||
minio_config:
|
||||
65
docs/docker/ neo4j/docker-compose.yml
Normal file
65
docs/docker/ neo4j/docker-compose.yml
Normal file
@@ -0,0 +1,65 @@
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||||
version: '3.8'
|
||||
|
||||
services:
|
||||
neo4j:
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||||
image: neo4j:5.15.0
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||||
container_name: ruoyi-neo4j
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||||
restart: unless-stopped
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||||
ports:
|
||||
# HTTP端口
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||||
- "7474:7474"
|
||||
# HTTPS端口
|
||||
- "7473:7473"
|
||||
# Bolt端口
|
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- "7687:7687"
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environment:
|
||||
# 初始密码设置（首次启动后需要修改）
|
||||
- NEO4J_AUTH=neo4j/your_password
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||||
# 接受许可协议
|
||||
- NEO4J_ACCEPT_LICENSE_AGREEMENT=yes
|
||||
# 内存配置（根据服务器配置调整）
|
||||
- NEO4J_dbms_memory_heap_initial__size=512m
|
||||
- NEO4J_dbms_memory_heap_max__size=2g
|
||||
- NEO4J_dbms_memory_pagecache_size=1g
|
||||
# 事务日志配置
|
||||
- NEO4J_dbms_tx__log_rotation_retention__policy=3 days
|
||||
# 允许从任何主机连接
|
||||
- NEO4J_dbms_default__listen__address=0.0.0.0
|
||||
# 启用APOC插件
|
||||
- NEO4J_dbms_security_procedures_unrestricted=apoc.*
|
||||
- NEO4J_dbms_security_procedures_allowlist=apoc.*
|
||||
# 日志级别
|
||||
- NEO4J_dbms_logs_debug_level=INFO
|
||||
volumes:
|
||||
# 数据持久化
|
||||
- neo4j_data:/data
|
||||
# 日志持久化
|
||||
- neo4j_logs:/logs
|
||||
# 导入目录
|
||||
- neo4j_import:/var/lib/neo4j/import
|
||||
# 插件目录
|
||||
- neo4j_plugins:/plugins
|
||||
networks:
|
||||
- ruoyi-network
|
||||
healthcheck:
|
||||
test: [ "CMD-SHELL", "wget --no-verbose --tries=1 --spider localhost:7474 || exit 1" ]
|
||||
interval: 30s
|
||||
timeout: 10s
|
||||
retries: 5
|
||||
start_period: 40s
|
||||
|
||||
volumes:
|
||||
neo4j_data:
|
||||
name: ruoyi-neo4j-data
|
||||
neo4j_logs:
|
||||
name: ruoyi-neo4j-logs
|
||||
neo4j_import:
|
||||
name: ruoyi-neo4j-import
|
||||
neo4j_plugins:
|
||||
name: ruoyi-neo4j-plugins
|
||||
|
||||
networks:
|
||||
ruoyi-network:
|
||||
name: ruoyi-network
|
||||
driver: bridge
|
||||
|
||||
75
docs/docker/milvus/docker-compose.yml
Normal file
75
docs/docker/milvus/docker-compose.yml
Normal file
@@ -0,0 +1,75 @@
|
||||
version: '3.5'
|
||||
|
||||
services:
|
||||
etcd:
|
||||
container_name: milvus-etcd
|
||||
image: quay.io/coreos/etcd:v3.5.18
|
||||
environment:
|
||||
- ETCD_AUTO_COMPACTION_MODE=revision
|
||||
- ETCD_AUTO_COMPACTION_RETENTION=1000
|
||||
- ETCD_QUOTA_BACKEND_BYTES=4294967296
|
||||
- ETCD_SNAPSHOT_COUNT=50000
|
||||
volumes:
|
||||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/etcd:/etcd
|
||||
command: etcd -advertise-client-urls=http://etcd:2379 -listen-client-urls http://0.0.0.0:2379 --data-dir /etcd
|
||||
healthcheck:
|
||||
test: ["CMD", "etcdctl", "endpoint", "health"]
|
||||
interval: 30s
|
||||
timeout: 20s
|
||||
retries: 3
|
||||
|
||||
minio:
|
||||
container_name: milvus-minio
|
||||
image: minio/minio:RELEASE.2023-03-20T20-16-18Z
|
||||
environment:
|
||||
MINIO_ACCESS_KEY: minioadmin
|
||||
MINIO_SECRET_KEY: minioadmin
|
||||
ports:
|
||||
- "9001:9001"
|
||||
- "9000:9000"
|
||||
volumes:
|
||||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/minio:/minio_data
|
||||
command: minio server /minio_data --console-address ":9001"
|
||||
healthcheck:
|
||||
test: ["CMD", "curl", "-f", "http://localhost:9000/minio/health/live"]
|
||||
interval: 30s
|
||||
timeout: 20s
|
||||
retries: 3
|
||||
|
||||
standalone:
|
||||
container_name: milvus-standalone
|
||||
image: milvusdb/milvus:v2.5.7
|
||||
command: ["milvus", "run", "standalone"]
|
||||
security_opt:
|
||||
- seccomp:unconfined
|
||||
environment:
|
||||
ETCD_ENDPOINTS: etcd:2379
|
||||
MINIO_ADDRESS: minio:9000
|
||||
volumes:
|
||||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/milvus:/var/lib/milvus
|
||||
healthcheck:
|
||||
test: ["CMD", "curl", "-f", "http://localhost:9091/healthz"]
|
||||
interval: 30s
|
||||
start_period: 90s
|
||||
timeout: 20s
|
||||
retries: 3
|
||||
ports:
|
||||
- "19530:19530"
|
||||
- "9091:9091"
|
||||
depends_on:
|
||||
- "etcd"
|
||||
- "minio"
|
||||
|
||||
attu:
|
||||
container_name: attu
|
||||
image: zilliz/attu:v2.5.7
|
||||
environment:
|
||||
MILVUS_URL: milvus-standalone:19530
|
||||
ports:
|
||||
- "19500:3000" # 外部端口19500可以自定义
|
||||
depends_on:
|
||||
- "standalone"
|
||||
|
||||
networks:
|
||||
default:
|
||||
name: milvus
|
||||
36
docs/docker/ruoyi-ai/Dockerfile.backend
Normal file
36
docs/docker/ruoyi-ai/Dockerfile.backend
Normal file
@@ -0,0 +1,36 @@
|
||||
# RuoYi-AI 后端 Dockerfile
|
||||
# 基于 Maven + OpenJDK 17
|
||||
|
||||
FROM maven:3.9-eclipse-temurin-17 AS builder
|
||||
|
||||
# 设置工作目录
|
||||
WORKDIR /build
|
||||
|
||||
# 复制 pom.xml 和源码
|
||||
COPY pom.xml .
|
||||
COPY ruoyi-admin ./ruoyi-admin
|
||||
COPY ruoyi-common ./ruoyi-common
|
||||
COPY ruoyi-modules ./ruoyi-modules
|
||||
COPY ruoyi-extend ./ruoyi-extend
|
||||
|
||||
|
||||
# 构建项目 (使用 prod profile)
|
||||
RUN mvn clean package -Pprod -DskipTests
|
||||
|
||||
# 最终运行镜像
|
||||
FROM eclipse-temurin:17-jre-alpine
|
||||
|
||||
# 设置工作目录
|
||||
WORKDIR /app
|
||||
|
||||
# 从构建阶段复制 jar 包
|
||||
COPY --from=builder /build/ruoyi-admin/target/ruoyi-admin.jar ./ruoyi-admin.jar
|
||||
|
||||
# 创建日志目录
|
||||
RUN mkdir -p /ruoyi/server/logs
|
||||
|
||||
# 暴露端口
|
||||
EXPOSE 6039
|
||||
|
||||
# 启动命令
|
||||
ENTRYPOINT ["java", "-jar", "ruoyi-admin.jar", "--spring.profiles.active=prod"]
|
||||
21
docs/docker/ruoyi-ai/Dockerfile.mysql
Normal file
21
docs/docker/ruoyi-ai/Dockerfile.mysql
Normal file
@@ -0,0 +1,21 @@
|
||||
# 基于官方MySQL 8.0镜像构建自定义镜像
|
||||
# 构建命令: docker build -t registry.cn-hangzhou.aliyuncs.com/ruoyi-ai/mysql:v3 -f Dockerfile.mysql .
|
||||
FROM mysql:8.0.33
|
||||
|
||||
# 设置时区
|
||||
ENV TZ=Asia/Shanghai
|
||||
|
||||
# 复制初始化脚本和SQL文件到镜像中
|
||||
COPY docs/script/docker/mysql/init/init-db.sh /docker-entrypoint-initdb.d/init-db.sh
|
||||
COPY docs/script/sql/ruoyi-ai-v3_mysql8.sql /docker-entrypoint-initdb.d/ruoyi-ai-v3_mysql8.sql
|
||||
|
||||
# 设置脚本可执行权限
|
||||
RUN chmod +x /docker-entrypoint-initdb.d/init-db.sh
|
||||
|
||||
# MySQL启动参数
|
||||
CMD ["--default-authentication-plugin=mysql_native_password", \
|
||||
"--character-set-server=utf8mb4", \
|
||||
"--collation-server=utf8mb4_general_ci", \
|
||||
"--explicit_defaults_for_timestamp=true", \
|
||||
"--lower_case_table_names=1", \
|
||||
"--skip-ssl"]
|
||||
180
docs/docker/ruoyi-ai/docker-compose-all.yaml
Normal file
180
docs/docker/ruoyi-ai/docker-compose-all.yaml
Normal file
@@ -0,0 +1,180 @@
|
||||
# RuoYi-AI 一键启动全部服务
|
||||
# 使用方式: docker-compose up -d
|
||||
#
|
||||
# 包含服务:
|
||||
# - MySQL 8.0 (数据库，包含初始化SQL)
|
||||
# - Redis 6.2 (缓存)
|
||||
# - Weaviate (向量数据库)
|
||||
# - MinIO (对象存储)
|
||||
# - RuoYi-Backend (后端服务)
|
||||
# - RuoYi-Admin (管理端前端)
|
||||
# - RuoYi-Web (用户端前端)
|
||||
#
|
||||
# 镜像仓库地址: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai
|
||||
|
||||
version: '3.8'
|
||||
|
||||
services:
|
||||
# ==================== MySQL 数据库 ====================
|
||||
mysql:
|
||||
# 阿里云镜像地址（包含初始化SQL）
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/mysql:v3
|
||||
container_name: ruoyi-ai-mysql
|
||||
restart: always
|
||||
ports:
|
||||
- "23306:3306"
|
||||
environment:
|
||||
MYSQL_ROOT_PASSWORD: root
|
||||
MYSQL_DATABASE: ruoyi-ai-agent
|
||||
TZ: Asia/Shanghai
|
||||
volumes:
|
||||
- mysql-data:/var/lib/mysql
|
||||
healthcheck:
|
||||
test: ["CMD", "mysqladmin", "ping", "-h", "localhost", "-u", "root", "-proot"]
|
||||
interval: 15s
|
||||
timeout: 10s
|
||||
retries: 10
|
||||
start_period: 60s
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== Redis 缓存 ====================
|
||||
redis:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/redis:6.2
|
||||
container_name: ruoyi-ai-redis
|
||||
restart: always
|
||||
ports:
|
||||
- "26379:6379"
|
||||
volumes:
|
||||
- redis-data:/data
|
||||
command: redis-server --appendonly yes
|
||||
healthcheck:
|
||||
test: ["CMD", "redis-cli", "ping"]
|
||||
interval: 10s
|
||||
timeout: 5s
|
||||
retries: 5
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== Weaviate 向量数据库 ====================
|
||||
weaviate:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/weaviate:1.30.0
|
||||
container_name: ruoyi-ai-weaviate
|
||||
restart: always
|
||||
ports:
|
||||
- "28080:8080"
|
||||
environment:
|
||||
QUERY_DEFAULTS_LIMIT: 25
|
||||
AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: true
|
||||
PERSISTENCE_DATA_PATH: /var/lib/weaviate
|
||||
DEFAULT_VECTORIZER_MODULE: none
|
||||
ENABLE_MODULES: text2vec-cohere,text2vec-huggingface,text2vec-palm,text2vec-openai,generative-openai,generative-cohere,generative-palm,ref2vec-centroid,reranker-cohere,qna-openai
|
||||
CLUSTER_HOSTNAME: node1
|
||||
volumes:
|
||||
- weaviate-data:/var/lib/weaviate
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== MinIO 对象存储 ====================
|
||||
minio:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/minio:latest
|
||||
container_name: ruoyi-ai-minio
|
||||
restart: always
|
||||
ports:
|
||||
- "29000:9000"
|
||||
- "29090:9090"
|
||||
environment:
|
||||
MINIO_ROOT_USER: ruoyi
|
||||
MINIO_ROOT_PASSWORD: ruoyi123
|
||||
volumes:
|
||||
- minio-data:/data
|
||||
command: server /data --console-address ":9090"
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== RuoYi-AI 后端服务 ====================
|
||||
backend:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/ruoyi-ai-backend:latest
|
||||
container_name: ruoyi-ai-backend
|
||||
restart: always
|
||||
ports:
|
||||
- "26039:6039"
|
||||
environment:
|
||||
TZ: Asia/Shanghai
|
||||
# MySQL 配置
|
||||
SPRING_DATASOURCE_DYNAMIC_PRIMARY: master
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_DRIVERCLASSNAME: com.mysql.cj.jdbc.Driver
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_URL: jdbc:mysql://mysql:3306/ruoyi-ai-agent?useUnicode=true&characterEncoding=utf8&zeroDateTimeBehavior=convertToNull&useSSL=false&serverTimezone=GMT%2B8&autoReconnect=true&rewriteBatchedStatements=true
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_USERNAME: root
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_PASSWORD: root
|
||||
# Redis 配置
|
||||
SPRING_DATA_REDIS_HOST: redis
|
||||
SPRING_DATA_REDIS_PORT: 6379
|
||||
SPRING_DATA_REDIS_DATABASE: 0
|
||||
# 日志配置
|
||||
LOGGING_LEVEL_ORG_RUOYI: info
|
||||
LOGGING_LEVEL_ORG_SPRINGFRAMEWORK: warn
|
||||
SYS_UPLOAD_PATH: /ruoyi/upload
|
||||
volumes:
|
||||
- logs-data:/ruoyi/server/logs
|
||||
- upload-data:/ruoyi/upload
|
||||
depends_on:
|
||||
mysql:
|
||||
condition: service_healthy
|
||||
redis:
|
||||
condition: service_started
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== RuoYi-AI 管理端前端 ====================
|
||||
admin-frontend:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/ruoyi-ai-admin:latest
|
||||
container_name: ruoyi-ai-admin
|
||||
restart: always
|
||||
ports:
|
||||
- "25666:5666"
|
||||
environment:
|
||||
# 后端 API 地址 - 运行时动态配置（无需重新构建镜像）
|
||||
# nginx upstream 配置不需要 http:// 前缀，直接使用 host:port
|
||||
UPSTREAM_HOST: backend:6039
|
||||
# 资源限制 - 防止 CPU 和内存耗尽
|
||||
deploy:
|
||||
resources:
|
||||
limits:
|
||||
cpus: '2'
|
||||
memory: 3G
|
||||
reservations:
|
||||
cpus: '1'
|
||||
memory: 1G
|
||||
depends_on:
|
||||
- backend
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== RuoYi-AI 用户端前端 ====================
|
||||
web-frontend:
|
||||
image: crpi-31mraxd99y2gqdgr.cn-beijing.personal.cr.aliyuncs.com/ruoyi_ai/ruoyi-ai-web:latest
|
||||
container_name: ruoyi-ai-web
|
||||
restart: always
|
||||
ports:
|
||||
- "25137:5137"
|
||||
environment:
|
||||
UPSTREAM_URL: http://backend:6039
|
||||
depends_on:
|
||||
- backend
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# ==================== 网络配置 ====================
|
||||
networks:
|
||||
ruoyi-net:
|
||||
driver: bridge
|
||||
|
||||
# ==================== 数据卷配置 ====================
|
||||
volumes:
|
||||
mysql-data:
|
||||
redis-data:
|
||||
weaviate-data:
|
||||
minio-data:
|
||||
logs-data:
|
||||
upload-data:
|
||||
144
docs/docker/ruoyi-ai/docker-compose.yaml
Normal file
144
docs/docker/ruoyi-ai/docker-compose.yaml
Normal file
@@ -0,0 +1,144 @@
|
||||
# RuoYi-AI 一键启动后端服务
|
||||
# 使用方式: docker-compose up -d --build
|
||||
#
|
||||
# 包含服务:
|
||||
# - MySQL 8.0 (数据库)
|
||||
# - Redis 6.2 (缓存)
|
||||
# - Weaviate (向量数据库)
|
||||
# - MinIO (对象存储)
|
||||
# - RuoYi-Backend (后端服务，源码编译)
|
||||
|
||||
services:
|
||||
# MySQL 数据库
|
||||
mysql:
|
||||
image: mysql:8.0.33
|
||||
container_name: ruoyi-ai-mysql
|
||||
restart: always
|
||||
ports:
|
||||
- "23306:3306"
|
||||
environment:
|
||||
MYSQL_ROOT_PASSWORD: root
|
||||
MYSQL_DATABASE: ruoyi-ai-agent
|
||||
TZ: Asia/Shanghai
|
||||
volumes:
|
||||
- ./docs/script/docker/mysql/init/init-db.sh:/docker-entrypoint-initdb.d/init-db.sh:ro
|
||||
- ./docs/script/sql/ruoyi-ai-v3_mysql8.sql:/docker-entrypoint-initdb.d/ruoyi-ai-v3_mysql8.sql:ro
|
||||
- mysql-data:/var/lib/mysql
|
||||
command:
|
||||
--default-authentication-plugin=mysql_native_password
|
||||
--character-set-server=utf8mb4
|
||||
--collation-server=utf8mb4_general_ci
|
||||
--explicit_defaults_for_timestamp=true
|
||||
--lower_case_table_names=1
|
||||
--skip-ssl
|
||||
healthcheck:
|
||||
test: ["CMD", "mysqladmin", "ping", "-h", "localhost", "-u", "root", "-proot"]
|
||||
interval: 15s
|
||||
timeout: 10s
|
||||
retries: 10
|
||||
start_period: 60s
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# Redis 缓存
|
||||
redis:
|
||||
image: redis:6.2
|
||||
container_name: ruoyi-ai-redis
|
||||
restart: always
|
||||
ports:
|
||||
- "6379:6379"
|
||||
volumes:
|
||||
- redis-data:/data
|
||||
command: redis-server --appendonly yes
|
||||
healthcheck:
|
||||
test: ["CMD", "redis-cli", "ping"]
|
||||
interval: 10s
|
||||
timeout: 5s
|
||||
retries: 5
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# Weaviate 向量数据库
|
||||
weaviate:
|
||||
image: semitechnologies/weaviate:1.30.0
|
||||
container_name: ruoyi-ai-weaviate
|
||||
restart: always
|
||||
ports:
|
||||
- "28080:8080"
|
||||
environment:
|
||||
QUERY_DEFAULTS_LIMIT: 25
|
||||
AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: true
|
||||
PERSISTENCE_DATA_PATH: /var/lib/weaviate
|
||||
DEFAULT_VECTORIZER_MODULE: none
|
||||
ENABLE_MODULES: text2vec-cohere,text2vec-huggingface,text2vec-palm,text2vec-openai,generative-openai,generative-cohere,generative-palm,ref2vec-centroid,reranker-cohere,qna-openai
|
||||
CLUSTER_HOSTNAME: node1
|
||||
volumes:
|
||||
- weaviate-data:/var/lib/weaviate
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# MinIO 对象存储
|
||||
minio:
|
||||
image: minio/minio
|
||||
container_name: ruoyi-ai-minio
|
||||
restart: always
|
||||
ports:
|
||||
- "9000:9000"
|
||||
- "9090:9090"
|
||||
environment:
|
||||
MINIO_ROOT_USER: ruoyi
|
||||
MINIO_ROOT_PASSWORD: ruoyi123
|
||||
volumes:
|
||||
- minio-data:/data
|
||||
command: server /data --console-address ":9090"
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
# RuoYi-AI 后端服务 (源码编译)
|
||||
backend:
|
||||
build:
|
||||
context: .
|
||||
dockerfile: Dockerfile.backend
|
||||
container_name: ruoyi-ai-backend
|
||||
restart: always
|
||||
ports:
|
||||
- "26039:6039"
|
||||
environment:
|
||||
TZ: Asia/Shanghai
|
||||
# MySQL 配置
|
||||
SPRING_DATASOURCE_DYNAMIC_PRIMARY: master
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_DRIVERCLASSNAME: com.mysql.cj.jdbc.Driver
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_URL: jdbc:mysql://mysql:3306/ruoyi-ai-agent?useUnicode=true&characterEncoding=utf8&zeroDateTimeBehavior=convertToNull&useSSL=false&serverTimezone=GMT%2B8&autoReconnect=true&rewriteBatchedStatements=true
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_USERNAME: root
|
||||
SPRING_DATASOURCE_DYNAMIC_DATASOURCE_MASTER_PASSWORD: root
|
||||
# Redis 配置
|
||||
SPRING_DATA_REDIS_HOST: redis
|
||||
SPRING_DATA_REDIS_PORT: 6379
|
||||
SPRING_DATA_REDIS_DATABASE: 0
|
||||
# 日志配置
|
||||
LOGGING_LEVEL_ORG_RUOYI: info
|
||||
LOGGING_LEVEL_ORG_SPRINGFRAMEWORK: warn
|
||||
SYS_UPLOAD_PATH: /ruoyi/upload # 新增：对应 sys.upload.path
|
||||
volumes:
|
||||
- logs-data:/ruoyi/server/logs
|
||||
- upload-data:/ruoyi/upload
|
||||
depends_on:
|
||||
mysql:
|
||||
condition: service_healthy
|
||||
redis:
|
||||
condition: service_started
|
||||
networks:
|
||||
- ruoyi-net
|
||||
|
||||
networks:
|
||||
ruoyi-net:
|
||||
driver: bridge
|
||||
|
||||
# 数据卷 支持手动指定 空为默认值
|
||||
volumes:
|
||||
mysql-data:
|
||||
redis-data:
|
||||
weaviate-data:
|
||||
minio-data:
|
||||
logs-data:
|
||||
upload-data:
|
||||
25
docs/docker/weaviate/docker-compose.yml
Normal file
25
docs/docker/weaviate/docker-compose.yml
Normal file
@@ -0,0 +1,25 @@
|
||||
---
|
||||
services:
|
||||
weaviate:
|
||||
command:
|
||||
- --host
|
||||
- 0.0.0.0
|
||||
- --port
|
||||
- '6038'
|
||||
- --scheme
|
||||
- http
|
||||
image: semitechnologies/weaviate:1.19.7
|
||||
ports:
|
||||
- 6038:6038
|
||||
- 50051:50051
|
||||
volumes:
|
||||
- weaviate_data:/var/lib/weaviate
|
||||
environment:
|
||||
QUERY_DEFAULTS_LIMIT: 25
|
||||
AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: 'true'
|
||||
PERSISTENCE_DATA_PATH: '/var/lib/weaviate'
|
||||
DEFAULT_VECTORIZER_MODULE: 'none'
|
||||
CLUSTER_HOSTNAME: 'node1'
|
||||
volumes:
|
||||
weaviate_data:
|
||||
...
|
||||
BIN
docs/image/bibi.png
Normal file
BIN
docs/image/bibi.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 70 KiB |
BIN
docs/image/dy.png
Normal file
BIN
docs/image/dy.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 156 KiB |
BIN
docs/image/logo.png
Normal file
BIN
docs/image/logo.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 86 KiB |
BIN
docs/image/qq.png
Normal file
BIN
docs/image/qq.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 193 KiB |
BIN
docs/image/wx.png
Normal file
BIN
docs/image/wx.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 151 KiB |
10
docs/script/docker/mysql/init/init-db.sh
Normal file
10
docs/script/docker/mysql/init/init-db.sh
Normal file
@@ -0,0 +1,10 @@
|
||||
#!/bin/bash
|
||||
# 数据库初始化脚本
|
||||
# 使用 --force 参数确保即使出错也继续执行
|
||||
|
||||
echo "开始初始化数据库..."
|
||||
|
||||
# 使用 --force 参数忽略错误继续执行
|
||||
mysql -uroot -proot ruoyi-ai-agent --force < /docker-entrypoint-initdb.d/ruoyi-ai-v3_mysql8.sql
|
||||
|
||||
echo "数据库初始化完成"
|
||||
129
docs/script/leave/leave1.json
Normal file
129
docs/script/leave/leave1.json
Normal file
@@ -0,0 +1,129 @@
|
||||
{
|
||||
"nodeList": [
|
||||
{
|
||||
"nodeType": "0",
|
||||
"nodeCode": "d5ee3ddf-3968-4379-a86f-9ceabde5faac",
|
||||
"nodeName": "开始",
|
||||
"permissionFlag": null,
|
||||
"nodeRatio": "0.000",
|
||||
"anyNodeSkip": null,
|
||||
"listenerType": null,
|
||||
"listenerPath": null,
|
||||
"formCustom": "N",
|
||||
"formPath": null,
|
||||
"ext": "[]",
|
||||
"coordinate": "200,200|200,200",
|
||||
"version": "1",
|
||||
"skipList": [
|
||||
{
|
||||
"skipType": "PASS",
|
||||
"skipCondition": null,
|
||||
"skipName": null,
|
||||
"nowNodeCode": "d5ee3ddf-3968-4379-a86f-9ceabde5faac",
|
||||
"nextNodeCode": "dd515cdd-59f6-446f-94ca-25ca062afb42",
|
||||
"coordinate": "220,200;310,200"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"nodeType": "1",
|
||||
"nodeCode": "dd515cdd-59f6-446f-94ca-25ca062afb42",
|
||||
"nodeName": "申请人",
|
||||
"permissionFlag": "",
|
||||
"nodeRatio": "0.000",
|
||||
"anyNodeSkip": null,
|
||||
"listenerType": "",
|
||||
"listenerPath": "",
|
||||
"formCustom": "N",
|
||||
"formPath": null,
|
||||
"ext": "[{\"code\":\"ButtonPermissionEnum\",\"value\":\"back,termination,file,copy\"}]",
|
||||
"coordinate": "360,200|360,200",
|
||||
"version": "1",
|
||||
"skipList": [
|
||||
{
|
||||
"skipType": "PASS",
|
||||
"skipCondition": null,
|
||||
"skipName": null,
|
||||
"nowNodeCode": "dd515cdd-59f6-446f-94ca-25ca062afb42",
|
||||
"nextNodeCode": "78fa8e5b-e809-44ed-978a-41092409ebcf",
|
||||
"coordinate": "410,200;490,200"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"nodeType": "1",
|
||||
"nodeCode": "78fa8e5b-e809-44ed-978a-41092409ebcf",
|
||||
"nodeName": "组长",
|
||||
"permissionFlag": "role:1",
|
||||
"nodeRatio": "0.000",
|
||||
"anyNodeSkip": null,
|
||||
"listenerType": "",
|
||||
"listenerPath": "",
|
||||
"formCustom": "N",
|
||||
"formPath": null,
|
||||
"ext": "[{\"code\":\"ButtonPermissionEnum\",\"value\":\"back,termination,copy,transfer,trust,file\"}]",
|
||||
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Normal file
187
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211
docs/script/leave/leave3.json
Normal file
211
docs/script/leave/leave3.json
Normal file
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154
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Normal file
154
docs/script/leave/leave4.json
Normal file
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211
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Normal file
211
docs/script/leave/leave5.json
Normal file
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368
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Normal file
368
docs/script/leave/leave6.json
Normal file
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3481
docs/script/sql/ruoyi-ai-v3_mysql8.sql
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3481
docs/script/sql/ruoyi-ai-v3_mysql8.sql
Normal file
File diff suppressed because one or more lines are too long
452
docs/工作流模块说明.md
452
docs/工作流模块说明.md
@@ -1,452 +0,0 @@
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# Ruoyi-AI 工作流模块详细说明文档
|
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## 概述
|
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|
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Ruoyi-AI 工作流模块是一个基于 LangGraph4j 的智能工作流引擎，支持可视化工作流设计、AI 模型集成、条件分支、人机交互等高级功能。该模块采用微服务架构，提供完整的
|
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RESTful API 和流式响应支持。
|
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|
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## 模块架构
|
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|
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### 1. 模块结构
|
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|
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```
|
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ruoyi-ai/
|
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├── ruoyi-modules/
|
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│ └── ruoyi-workflow/ # 工作流核心模块
|
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│ ├── pom.xml
|
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│ └── src/main/java/org/ruoyi/workflow/
|
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│ └── controller/ # 控制器层
|
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│ ├── WorkflowController.java
|
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│ ├── WorkflowRuntimeController.java
|
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│ └── admin/ # 管理端控制器
|
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│ ├── AdminWorkflowController.java
|
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│ └── AdminWorkflowComponentController.java
|
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└── ruoyi-modules-api/
|
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└── ruoyi-workflow-api/ # 工作流API模块
|
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├── pom.xml
|
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└── src/main/java/org/ruoyi/workflow/
|
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├── entity/ # 实体类
|
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├── dto/ # 数据传输对象
|
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├── service/ # 服务接口
|
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├── mapper/ # 数据访问层
|
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├── workflow/ # 工作流核心逻辑
|
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├── enums/ # 枚举类
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├── util/ # 工具类
|
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└── exception/ # 异常处理
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```
|
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|
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### 2. 核心依赖
|
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|
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- **LangGraph4j**: 1.5.3 - 工作流图执行引擎
|
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- **LangChain4j**: 1.2.0 - AI 模型集成框架
|
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- **Spring Boot**: 3.x - 应用框架
|
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- **MyBatis Plus**: 数据访问层
|
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- **Redis**: 缓存和状态管理
|
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- **Swagger/OpenAPI**: API 文档
|
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|
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## 核心功能
|
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|
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### 1. 工作流管理
|
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|
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#### 1.1 工作流定义
|
||||
|
||||
- **创建工作流**: 支持自定义标题、描述、公开性设置
|
||||
- **编辑工作流**: 可视化节点编辑、连接线配置
|
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- **版本控制**: 支持工作流的版本管理和回滚
|
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- **权限管理**: 支持公开/私有工作流设置
|
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|
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#### 1.2 工作流执行
|
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|
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- **流式执行**: 基于 SSE 的实时流式响应
|
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- **状态管理**: 完整的执行状态跟踪
|
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- **错误处理**: 详细的错误信息和异常处理
|
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- **中断恢复**: 支持工作流中断和恢复执行
|
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|
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### 2. 节点类型
|
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|
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#### 2.1 基础节点
|
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|
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- **Start**: 开始节点，定义工作流入口
|
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- **End**: 结束节点，定义工作流出口
|
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|
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#### 2.2 AI 模型节点
|
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|
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- **Answer**: 大语言模型问答节点
|
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- **Dalle3**: DALL-E 3 图像生成
|
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- **Tongyiwanx**: 通义万相图像生成
|
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- **Classifier**: 内容分类节点
|
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|
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#### 2.3 数据处理节点
|
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|
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- **DocumentExtractor**: 文档信息提取
|
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- **KeywordExtractor**: 关键词提取
|
||||
- **FaqExtractor**: 常见问题提取
|
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- **KnowledgeRetrieval**: 知识库检索
|
||||
|
||||
#### 2.4 控制流节点
|
||||
|
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- **Switcher**: 条件分支节点
|
||||
- **HumanFeedback**: 人机交互节点
|
||||
|
||||
#### 2.5 外部集成节点
|
||||
|
||||
- **Google**: Google 搜索集成
|
||||
- **MailSend**: 邮件发送
|
||||
- **HttpRequest**: HTTP 请求
|
||||
- **Template**: 模板转换
|
||||
|
||||
### 3. 数据流管理
|
||||
|
||||
#### 3.1 输入输出定义
|
||||
|
||||
```java
|
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// 节点输入输出数据结构
|
||||
public class NodeIOData {
|
||||
private String name; // 参数名称
|
||||
private NodeIODataContent content; // 参数内容
|
||||
}
|
||||
|
||||
// 支持的数据类型
|
||||
public enum WfIODataTypeEnum {
|
||||
TEXT, // 文本
|
||||
NUMBER, // 数字
|
||||
BOOLEAN, // 布尔值
|
||||
FILES, // 文件
|
||||
OPTIONS // 选项
|
||||
}
|
||||
```
|
||||
|
||||
#### 3.2 参数引用
|
||||
|
||||
- **节点间引用**: 支持上游节点输出作为下游节点输入
|
||||
- **参数映射**: 自动处理参数名称映射
|
||||
- **类型转换**: 自动进行数据类型转换
|
||||
|
||||
## 数据库设计
|
||||
|
||||
### 1. 核心表结构
|
||||
|
||||
#### 1.1 工作流定义表 (t_workflow)
|
||||
|
||||
```sql
|
||||
CREATE TABLE t_workflow (
|
||||
id BIGINT AUTO_INCREMENT PRIMARY KEY,
|
||||
uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
title VARCHAR(100) NOT NULL DEFAULT '',
|
||||
remark TEXT NOT NULL DEFAULT '',
|
||||
user_id BIGINT NOT NULL DEFAULT 0,
|
||||
is_public TINYINT(1) NOT NULL DEFAULT 0,
|
||||
is_enable TINYINT(1) NOT NULL DEFAULT 1,
|
||||
create_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,
|
||||
update_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
|
||||
is_deleted TINYINT(1) NOT NULL DEFAULT 0
|
||||
);
|
||||
```
|
||||
|
||||
#### 1.2 工作流节点表 (t_workflow_node)
|
||||
|
||||
```sql
|
||||
CREATE TABLE t_workflow_node (
|
||||
id BIGINT AUTO_INCREMENT PRIMARY KEY,
|
||||
uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
workflow_id BIGINT NOT NULL DEFAULT 0,
|
||||
workflow_component_id BIGINT NOT NULL DEFAULT 0,
|
||||
user_id BIGINT NOT NULL DEFAULT 0,
|
||||
title VARCHAR(100) NOT NULL DEFAULT '',
|
||||
remark VARCHAR(500) NOT NULL DEFAULT '',
|
||||
input_config JSON NOT NULL DEFAULT ('{}'),
|
||||
node_config JSON NOT NULL DEFAULT ('{}'),
|
||||
position_x DOUBLE NOT NULL DEFAULT 0,
|
||||
position_y DOUBLE NOT NULL DEFAULT 0,
|
||||
create_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,
|
||||
update_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
|
||||
is_deleted TINYINT(1) NOT NULL DEFAULT 0
|
||||
);
|
||||
```
|
||||
|
||||
#### 1.3 工作流边表 (t_workflow_edge)
|
||||
|
||||
```sql
|
||||
CREATE TABLE t_workflow_edge (
|
||||
id BIGINT AUTO_INCREMENT PRIMARY KEY,
|
||||
uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
workflow_id BIGINT NOT NULL DEFAULT 0,
|
||||
source_node_uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
source_handle VARCHAR(32) NOT NULL DEFAULT '',
|
||||
target_node_uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
create_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,
|
||||
update_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
|
||||
is_deleted TINYINT(1) NOT NULL DEFAULT 0
|
||||
);
|
||||
```
|
||||
|
||||
#### 1.4 工作流运行时表 (t_workflow_runtime)
|
||||
|
||||
```sql
|
||||
CREATE TABLE t_workflow_runtime (
|
||||
id BIGINT AUTO_INCREMENT PRIMARY KEY,
|
||||
uuid VARCHAR(32) NOT NULL DEFAULT '',
|
||||
user_id BIGINT NOT NULL DEFAULT 0,
|
||||
workflow_id BIGINT NOT NULL DEFAULT 0,
|
||||
input JSON NOT NULL DEFAULT ('{}'),
|
||||
output JSON NOT NULL DEFAULT ('{}'),
|
||||
status SMALLINT NOT NULL DEFAULT 1,
|
||||
status_remark VARCHAR(250) NOT NULL DEFAULT '',
|
||||
create_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,
|
||||
update_time DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
|
||||
is_deleted TINYINT(1) NOT NULL DEFAULT 0
|
||||
);
|
||||
```
|
||||
|
||||
#### 1.5 工作流组件表 (t_workflow_component)
|
||||
|
||||
```sql
|
||||
CREATE TABLE t_workflow_component (
|
||||
id BIGINT AUTO_INCREMENT PRIMARY KEY,
|
||||
uuid VARCHAR(32) DEFAULT '' NOT NULL,
|
||||
name VARCHAR(32) DEFAULT '' NOT NULL,
|
||||
title VARCHAR(100) DEFAULT '' NOT NULL,
|
||||
remark TEXT NOT NULL,
|
||||
display_order INT DEFAULT 0 NOT NULL,
|
||||
is_enable TINYINT(1) DEFAULT 0 NOT NULL,
|
||||
create_time DATETIME DEFAULT CURRENT_TIMESTAMP NOT NULL,
|
||||
update_time DATETIME DEFAULT CURRENT_TIMESTAMP NOT NULL,
|
||||
is_deleted TINYINT(1) DEFAULT 0 NOT NULL
|
||||
);
|
||||
```
|
||||
|
||||
## API 接口
|
||||
|
||||
### 1. 工作流管理接口
|
||||
|
||||
#### 1.1 基础操作
|
||||
|
||||
```http
|
||||
# 创建工作流
|
||||
POST /workflow/add
|
||||
Content-Type: application/json
|
||||
{
|
||||
"title": "工作流标题",
|
||||
"remark": "工作流描述",
|
||||
"isPublic": false
|
||||
}
|
||||
|
||||
# 更新工作流
|
||||
POST /workflow/update
|
||||
Content-Type: application/json
|
||||
{
|
||||
"uuid": "工作流UUID",
|
||||
"title": "新标题",
|
||||
"remark": "新描述"
|
||||
}
|
||||
|
||||
# 删除工作流
|
||||
POST /workflow/del/{uuid}
|
||||
|
||||
# 启用/禁用工作流
|
||||
POST /workflow/enable/{uuid}?enable=true
|
||||
```
|
||||
|
||||
#### 1.2 搜索和查询
|
||||
|
||||
```http
|
||||
# 搜索我的工作流
|
||||
GET /workflow/mine/search?keyword=关键词&isPublic=true¤tPage=1&pageSize=10
|
||||
|
||||
# 搜索公开工作流
|
||||
GET /workflow/public/search?keyword=关键词¤tPage=1&pageSize=10
|
||||
|
||||
# 获取工作流组件列表
|
||||
GET /workflow/public/component/list
|
||||
```
|
||||
|
||||
### 2. 工作流执行接口
|
||||
|
||||
#### 2.1 流式执行
|
||||
|
||||
```http
|
||||
# 流式执行工作流
|
||||
POST /workflow/run
|
||||
Content-Type: application/json
|
||||
Accept: text/event-stream
|
||||
{
|
||||
"uuid": "工作流UUID",
|
||||
"inputs": [
|
||||
{
|
||||
"name": "input",
|
||||
"content": {
|
||||
"type": 1,
|
||||
"textContent": "用户输入内容"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
```
|
||||
|
||||
#### 2.2 运行时管理
|
||||
|
||||
```http
|
||||
# 恢复中断的工作流
|
||||
POST /workflow/runtime/resume/{runtimeUuid}
|
||||
Content-Type: application/json
|
||||
{
|
||||
"feedbackContent": "用户反馈内容"
|
||||
}
|
||||
|
||||
# 查询工作流执行历史
|
||||
GET /workflow/runtime/page?wfUuid=工作流UUID¤tPage=1&pageSize=10
|
||||
|
||||
# 查询运行时节点详情
|
||||
GET /workflow/runtime/nodes/{runtimeUuid}
|
||||
|
||||
# 清理运行时数据
|
||||
POST /workflow/runtime/clear?wfUuid=工作流UUID
|
||||
```
|
||||
|
||||
### 3. 管理端接口
|
||||
|
||||
#### 3.1 工作流管理
|
||||
|
||||
```http
|
||||
# 搜索所有工作流
|
||||
POST /admin/workflow/search
|
||||
Content-Type: application/json
|
||||
{
|
||||
"title": "搜索关键词",
|
||||
"isPublic": true,
|
||||
"isEnable": true
|
||||
}
|
||||
|
||||
# 启用/禁用工作流
|
||||
POST /admin/workflow/enable?uuid=工作流UUID&isEnable=true
|
||||
```
|
||||
|
||||
## 核心实现
|
||||
|
||||
### 1. 工作流引擎 (WorkflowEngine)
|
||||
|
||||
工作流引擎是整个模块的核心，负责：
|
||||
|
||||
- 工作流图的构建和编译
|
||||
- 节点执行调度
|
||||
- 状态管理和持久化
|
||||
- 流式输出处理
|
||||
|
||||
```java
|
||||
public class WorkflowEngine {
|
||||
// 核心执行方法
|
||||
public void run(User user, List<ObjectNode> userInputs, SseEmitter sseEmitter) {
|
||||
// 1. 验证工作流状态
|
||||
// 2. 创建运行时实例
|
||||
// 3. 构建状态图
|
||||
// 4. 执行工作流
|
||||
// 5. 处理流式输出
|
||||
}
|
||||
|
||||
// 恢复执行方法
|
||||
public void resume(String userInput) {
|
||||
// 1. 更新状态
|
||||
// 2. 继续执行
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 2. 节点工厂 (WfNodeFactory)
|
||||
|
||||
节点工厂负责根据组件类型创建对应的节点实例：
|
||||
|
||||
```java
|
||||
public class WfNodeFactory {
|
||||
public static AbstractWfNode create(WorkflowComponent component,
|
||||
WorkflowNode node,
|
||||
WfState wfState,
|
||||
WfNodeState nodeState) {
|
||||
// 根据组件类型创建对应的节点实例
|
||||
switch (component.getName()) {
|
||||
case "Answer":
|
||||
return new LLMAnswerNode(component, node, wfState, nodeState);
|
||||
case "Switcher":
|
||||
return new SwitcherNode(component, node, wfState, nodeState);
|
||||
// ... 其他节点类型
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 3. 图构建器 (WorkflowGraphBuilder)
|
||||
|
||||
图构建器负责将工作流定义转换为可执行的状态图：
|
||||
|
||||
```java
|
||||
public class WorkflowGraphBuilder {
|
||||
public StateGraph<WfNodeState> build(WorkflowNode startNode) {
|
||||
// 1. 构建编译节点树
|
||||
// 2. 转换为状态图
|
||||
// 3. 添加节点和边
|
||||
// 4. 处理条件分支
|
||||
// 5. 处理并行执行
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
## 流式响应机制
|
||||
|
||||
### 1. SSE 事件类型
|
||||
|
||||
工作流执行过程中会发送多种类型的 SSE 事件：
|
||||
|
||||
```javascript
|
||||
// 节点开始执行
|
||||
[NODE_RUN_节点UUID] - 节点执行开始事件
|
||||
|
||||
// 节点输入数据
|
||||
[NODE_INPUT_节点UUID] - 节点输入数据事件
|
||||
|
||||
// 节点输出数据
|
||||
[NODE_OUTPUT_节点UUID] - 节点输出数据事件
|
||||
|
||||
// 流式内容块
|
||||
[NODE_CHUNK_节点UUID] - 流式内容块事件
|
||||
|
||||
// 等待用户输入
|
||||
[NODE_WAIT_FEEDBACK_BY_节点UUID] - 等待用户输入事件
|
||||
```
|
||||
|
||||
### 2. 流式处理流程
|
||||
|
||||
1. **初始化**: 创建工作流运行时实例
|
||||
2. **节点执行**: 逐个执行工作流节点
|
||||
3. **实时输出**: 通过 SSE 实时推送执行结果
|
||||
4. **状态更新**: 实时更新节点和工作流状态
|
||||
5. **错误处理**: 捕获并处理执行过程中的错误
|
||||
|
||||
## 扩展开发
|
||||
|
||||
### 1. 自定义节点开发
|
||||
|
||||
要开发自定义工作流节点，需要：
|
||||
|
||||
1. **创建节点类**：继承 `AbstractWfNode`
|
||||
2. **实现处理逻辑**：重写 `onProcess()` 方法
|
||||
3. **定义配置类**：创建节点配置类
|
||||
4. **注册组件**：在组件表中注册新组件
|
||||
|
||||
```java
|
||||
public class CustomNode extends AbstractWfNode {
|
||||
@Override
|
||||
protected NodeProcessResult onProcess() {
|
||||
// 实现自定义处理逻辑
|
||||
List<NodeIOData> outputs = new ArrayList<>();
|
||||
// ... 处理逻辑
|
||||
return NodeProcessResult.success(outputs);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 2. 自定义组件注册
|
||||
|
||||
```sql
|
||||
-- 在 t_workflow_component 表中添加新组件
|
||||
INSERT INTO t_workflow_component (uuid, name, title, remark, is_enable)
|
||||
VALUES (REPLACE(UUID(), '-', ''), 'CustomNode', '自定义节点', '自定义节点描述', true);
|
||||
```
|
||||
Reference in New Issue
Block a user