原文网址:Spring AI--快速入门3:上下文记忆持久化-CSDN博客

简介

上篇文章: Spring AI--快速入门2:上下文记忆+会话隔离-CSDN博客 实现了上下文记忆,数据存放在内存。

本文实现的功能:对话记录持久化、打断对话、删除对话记录。

数据库依赖

添加数据库依赖,关键依赖是:

<!--会话记忆-->
<dependency>
    <groupId>org.springframework.ai</groupId>
    <artifactId>spring-ai-starter-model-chat-memory-repository-jdbc</artifactId>
    <version>1.1.0</version>
</dependency>
<!-- MySQL 驱动 -->
<dependency>
    <groupId>mysql</groupId>
    <artifactId>mysql-connector-java</artifactId>
    <version>8.0.32</version>
</dependency>

整个pom.xml如下:

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>3.5.7</version>
        <relativePath/> <!-- lookup parent from repository -->
    </parent>

    <groupId>com.knife</groupId>
    <artifactId>3_chat_memory_jdbc</artifactId>
    <version>0.0.1-SNAPSHOT</version>
    <name>3_chat_memory_jdbc</name>
    <description>Demo project for Spring Ai</description>

    <properties>
        <java.version>21</java.version>
        <spring-ai.version>1.1.0</spring-ai.version>
    </properties>

    <dependencyManagement>
        <dependencies>
            <!-- 统一管理 SpringAI 相关依赖的版本 -->
            <dependency>
                <groupId>org.springframework.ai</groupId>
                <artifactId>spring-ai-bom</artifactId>
                <version>${spring-ai.version}</version>
                <type>pom</type>
                <scope>import</scope>
            </dependency>
        </dependencies>
    </dependencyManagement>

    <dependencies>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-web</artifactId>
        </dependency>

        <!-- OpenAI 模型依赖 -->
        <dependency>
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-starter-model-openai</artifactId>
        </dependency>

        <!--spring3.x版本建议加上此依赖,否则会有启动的提示-->
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-validation</artifactId>
        </dependency>

        <!--会话记忆-->
        <dependency>
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-starter-model-chat-memory-repository-jdbc</artifactId>
            <version>1.1.0</version>
        </dependency>
        <!-- MySQL 驱动 -->
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>8.0.32</version>
        </dependency>

        <dependency>
            <groupId>com.github.xiaoymin</groupId>
            <artifactId>knife4j-openapi3-jakarta-spring-boot-starter</artifactId>
            <version>4.5.0</version>
        </dependency>

        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <scope>provided</scope>
        </dependency>
    </dependencies>

    <build>
        <plugins>
            <plugin>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-maven-plugin</artifactId>
            </plugin>

            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-compiler-plugin</artifactId>
                <!-- 指定maven编译的jdk版本。对于JDK8,写成8或者1.8都可以 -->
                <configuration>
                    <source>${java.version}</source>
                    <target>${java.version}</target>
                </configuration>
            </plugin>
        </plugins>
    </build>

</project>

数据库配置

1.创建数据库

CREATE DATABASE `spring-ai` CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci;

2.配置SQL脚本

新建sql建表文件,放到此路径:resources/sql/schema-mysql.sql

CREATE TABLE IF NOT EXISTS SPRING_AI_CHAT_MEMORY
(
    conversation_id VARCHAR(36) NOT NULL,
    content         TEXT        NOT NULL,
    type            VARCHAR(10) NOT NULL,
    `timestamp`     TIMESTAMP   NOT NULL,
    CONSTRAINT TYPE_CHECK CHECK (type IN ('USER', 'ASSISTANT', 'SYSTEM', 'TOOL'))
);

3.application.yml

需要配置数据库信息、配置使用jdbc作为持久化方式(并指定建表sql文件)。

关键配置是:

spring:
  ai:
    chat:
      memory:
        repository:
          jdbc:
            initialize-schema: always
            schema: classpath:sql/schema-mysql.sql
  
  datasource:
    url: jdbc:mysql://192.168.80.193:3306/spring-ai?characterEncoding=UTF-8&serverTimezone=Asia/Shanghai
    username: root
    password: 222333
    driver-class-name: com.mysql.cj.jdbc.Driver

整个application.yml配置如下:

spring:
  application:
    name: 1_spring_ai_alibaba
  ai:
    openai:
      # URL前缀
      base-url: https://dashscope.aliyuncs.com/compatible-mode
      api-key: sk-82e1084be1194e218f0794af9c861e39
      chat:
        # URL后缀,默认为:/v1/chat/completions。spring ai会自动将spring.ai.openai拼接到前边。
        completions-path: /v1/chat/completions
        options:
          model: qwen-plus
          temperature: 0.8
          top-p: 0.7
    chat:
      memory:
        repository:
          jdbc:
            initialize-schema: always
            schema: classpath:sql/schema-mysql.sql
  datasource:
    url: jdbc:mysql://192.168.80.193:3306/spring-ai?characterEncoding=UTF-8&serverTimezone=Asia/Shanghai
    username: root
    password: 222333
    driver-class-name: com.mysql.cj.jdbc.Driver
    
logging:
  level:
    org.springframework.ai.chat.client.advisor: debug

# knife4j的增强配置,不需要增强可以不配
knife4j:
  enable: true
  setting:
    language: zh_cn

实战1:对话持久化

启动

启动后会发现,数据库里自动生成了表:

测试

访问:http://localhost:8080/doc.html

第一次对话

页面操作

后台日志

数据库(插入了两条对话id为chat1的数据)

第二次对话

页面操作(可见:有记忆功能)

后台日志(可见:把前边的问题和答案给附带上了)

数据库结果(可见:插入了两条新数据)

实战2:打断对话

有时AI说得太多,我们需要让它适时地“闭嘴”。

程序调用AI大模型获得内容的过程中无法中断,只能是打断后端给前端的输出流。即:即使人为打断,大模型依然会输出,依然会产生费用。

基于上面的原理,我们就需要控制Flux流的输出即可。

为便于维护,全文已转移到此网址:Spring AI-快速入门3:上下文记忆持久化 - 自学精灵

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