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5行代码让AI"记住"上下文:Spring AI ChatMemory实战

5行代码让AI"记住"上下文:Spring AI ChatMemory实战
5行代码让AI"记住"上下文:Spring AI ChatMemory实战
最近有个读者问我:
"我的AI对话小程序,用户问'继续上文',AI就懵了,咋整?"
这其实是多轮对话的经典问题——AI没有"记忆",每次请求都是独立的。
解决方案很简单:ChatMemory
今天就用你熟悉的Spring Boot风格,5行代码搞定。

01

问题复现:AI都是"金鱼脑"
先看没有记忆的代码:
@GetMapping("/chat")public String chat(@RequestParamString question) {        return chatClient.prompt()                   .user(question)                   .call()                   .content();}
用户这么用:
用户:你叫什么名字?AI:我是你的AI助手。用户:继续AI:...你在说什么继续?我不知道你指的是什么。
AI的视野只有当前这一轮对话,上一轮问啥它完全不记得。

02

ChatMemory是什么?
一句话:AI的"记忆宫殿"
每次对话后,把消息存起来;下次对话时,把历史消息一起发给AI。
第一轮:用户问好 → AI回复      → 存入记忆第二轮:用户说"继续" → 从记忆读取 → AI知道上文 → 回复
Spring AI的ChatMemory体系:
ChatMemoryRepository(存储层接口)       ↑ChatMemory(管理器)       ↑MessageChatMemoryAdvisor(拦截器,注册到ChatClient)

03

实战:5行代码搞定多轮对话
最终效果
用户:你叫什么名字?AI:我是你的AI助手。用户:继续AI:你是问我叫什么名字吗?我是你的AI助手,我们可以聊聊任何话题。
代码实现
Controller核心代码
@RestController@RequestMapping("chat/memory")public class ChatMemoryController {    @Resource    private MiniMaxChatModel miniMaxChatModel;    // Spring AI 默认有一个ChatMemory实例    @Resource    private ChatMemory chatMemory;  // 自动配置的InMemory    @GetMapping(value = "v1", produces = MediaType.TEXT_EVENT_STREAM_VALUE)    public Flux<StringstreamEvent(@RequestParam("question"String question) {        // 关键5行代码        // 这里引入一个新的概念:Advisor,后续文章会讲解它的作用        ChatClient chatClient= ChatClient.builder(miniMaxChatModel)                               .defaultAdvisors(MessageChatMemoryAdvisor.builder(chatMemory).build())                              .build();        return chatClient.prompt()               .user(question)                           .stream()                           .content();        }}
核心就这几行:
ChatClient chatClient = ChatClient.builder(miniMaxChatModel)                           .defaultAdvisors(MessageChatMemoryAdvisor.builder(chatMemory).build())                       .build();
把ChatMemoryAdvisor注册到ChatClient,它会自动:
  1. 读取历史消息,加入Prompt
  2. 把新消息写入记忆
就这么简单。

04

不同存储方案怎么选?
  1. InMemory(开发测试用)
零配置,Spring Boot自动配置:
// 直接注入,框架已经配好了@Resourceprivate ChatMemory chatMemory;
缺点:重启后记忆丢失。
2. JDBC(生产环境推荐MySQL/PostgreSQL)
<dependency>      <groupId>org.springframework.ai</groupId>  <artifactId>spring-ai-starter-model-chat-memory-repository-jdbc</artifactId></dependency>
配置:
spring.ai.chat.memory.repository.jdbc.initialize-schema=embedded
自动建表,重启不丢数据。
3. Redis(高性能+高级查询)
<dependency>  <groupId>org.springframework.ai</groupId>  <artifactId>spring-ai-starter-model-chat-memory-repository-redis</artifactId></dependency>
配置:
spring.ai.chat.memory.redis.host=localhostspring.ai.chat.memory.redis.port=6379spring.ai.chat.memory.redis.time-to-live=24h
支持按内容搜索、时间范围查询,比JDBC快10倍。

05

原理深入:Advisor是怎么工作的?
用户请求    ↓MessageChatMemoryAdvisor(拦截器)    ├── 读取:chatMemory.get(sessionId) → 历史消息    ├── 拼接:历史消息 + 当前问题 → 完整Prompt    ↓发给AI Model    ↓  AI回复    ↓MessageChatMemoryAdvisor(拦截器)    ├── 写入:chatMemory.add(sessionId, 用户消息, AI回复)        ↓ 返回给用户
会话隔离也很简单,每个用户用不同会话ID:
// 给不同用户分配不同记忆空间String sessionId = user.getId();  // 用户ID维度隔离MessageChatMemoryAdvisor(chatMemory, sessionId)

06

记忆容量怎么控制?
AI的上下文长度有限(Token限制),记忆不是越多越好:
// 保留最近N条消息(推荐10-20)MessageWindowChatMemory.builder().maxMessages(10).build();// 或者按Token数量TokenWindowChatMemory.builder().maxTokens(2000).build();
经验值:
  • 简单问答:maxMessages=10
  • 复杂对话:maxMessages=20
  • 超长对话:考虑maxTokens=2000

07

踩坑记录
坑1:会话ID没区分,全员共享记忆
// ❌ 错误:所有用户共享同一个会话MessageChatMemoryAdvisor(chatMemory, "global")// ✅ 正确:按用户ID隔离MessageChatMemoryAdvisor(chatMemory, user.getId())
坑2:InMemory以为生产也能用
测试环境好好的,上线后发现用户记忆全丢了。
生产建议: Redis or JDBC,消息持久化。
坑3:记忆太多,Token爆表
AI模型有上下文长度限制(MiniMax通常是32K),超过就直接截断。
解决: 严格控制maxMessages,或者用TokenWindowChatMemory

08

结语
ChatMemory是AI应用的基本功,Spring AI把它封装得像数据库操作一样简单。
核心记住两点:
  1. Advisor机制:MessageChatMemoryAdvisor自动管理记忆
  2. 会话隔离:不同用户/场景用不同sessionId
扫码关注我,回复「ChatMemory」获取完整项目代码和配置。
基本 文件 流程 错误 SQL 调试
  1. 请求信息 : 2026-04-16 13:54:52 HTTP/1.1 GET : https://www.yeyulingfeng.com/a/537799.html
  2. 运行时间 : 0.226479s [ 吞吐率:4.42req/s ] 内存消耗:4,732.70kb 文件加载:145
  3. 缓存信息 : 0 reads,0 writes
  4. 会话信息 : SESSION_ID=f2bb215186841732a87293ca53adf0f6
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  1. CONNECT:[ UseTime:0.000726s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000968s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000391s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.001588s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000811s ]
  6. SELECT * FROM `set` [ RunTime:0.000293s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000781s ]
  8. SELECT * FROM `article` WHERE `id` = 537799 LIMIT 1 [ RunTime:0.000859s ]
  9. UPDATE `article` SET `lasttime` = 1776318893 WHERE `id` = 537799 [ RunTime:0.001231s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000763s ]
  11. SELECT * FROM `article` WHERE `id` < 537799 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.004272s ]
  12. SELECT * FROM `article` WHERE `id` > 537799 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002735s ]
  13. SELECT * FROM `article` WHERE `id` < 537799 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.005312s ]
  14. SELECT * FROM `article` WHERE `id` < 537799 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.006540s ]
  15. SELECT * FROM `article` WHERE `id` < 537799 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002913s ]
0.228277s