一、springboot 整合 langchain4j 实现简单的问答功能
最近在学习langchain4j,本文将介绍如何使用langchain4j快速实现一个简单的问答功能,帮助大家快速入门。
1. 工具
- JDK 17
- Maven 3.9.9
- IntelliJ IDEA 2024.3.4 (Community Edition)
2. apikey
可以优先选择阿里云百炼申请一个apikey,免费额度足够测试使用。
3. springboot项目创建
3.1 项目创建
创建springboot项目,与其他springboot项目创建方式一样,这里不再详细介绍。
3.2 依赖引入
这里只提供了部分依赖示例,使用的版本是1.0.0-beta2,完整依赖可以参考langchain4j官方文档,本文最后给出了完整pom.xml供大家参考。实际上三方依赖会经常更新,随着版本变化需要引入的依赖总是会有些区别,还是建议多查阅官方文档。
<!-- springboot 父依赖 -->
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>3.4.4</version>
</parent>
<dependencies>
<!-- springboot web 模块 -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
</dependency>
<!-- langchain4j 集成 springboot相关的依赖 -->
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-open-ai-spring-boot-starter</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-spring-boot-starter</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-open-ai</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j</artifactId>
</dependency>
</dependencies>
3.3 配置文件
application.yml 配置文件内容如下:
langchain4j:
open-ai:
chat-model:
log-requests: true
log-responses: true
temperature: 0.5
max-tokens: 4096
base-url: https://dashscope.aliyuncs.com/compatible-mode/v1
model-name: qwen-plus
api-key: ${API_KEY} # 需要替换成自己申请的apikey
# base-url: https://api.deepseek.com/v1
# model-name: deepseek-reasoner
# api-key: ${API_KEY}
logging.level.dev.langchain4j: DEBUG
4. 代码编写
4.1 启动类
先准备springboot启动类
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
@SpringBootApplication
public class Application {
public static void main(String[] args) {
SpringApplication.run(Application.class, args);
}
}
4.2 controller
编写一个接口,注入ChatLanguageModel,写一个最简单的接口测试。
import dev.langchain4j.model.chat.ChatLanguageModel;
import dev.langchain4j.service.AiServices;
import jakarta.annotation.Resource;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RequestParam;
import org.springframework.web.bind.annotation.RestController;
@RestController
public class ChatController {
@Resource
ChatLanguageModel chatLanguageModel;
@GetMapping("/chat")
public String model(@RequestParam(value = "message") String message) {
return chatLanguageModel.chat(message);
}
}
4.3 测试
启动项目,用postman调用接口进行简单测试:
参考
完整的pom.xml文件如下
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>cn.chenf24k.tools</groupId>
<artifactId>cf-langchain</artifactId>
<version>1.0-SNAPSHOT</version>
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>3.4.4</version>
</parent>
<properties>
<maven.compiler.source>17</maven.compiler.source>
<maven.compiler.target>17</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<langchain4j.version>1.0.0-beta2</langchain4j.version>
</properties>
<dependencyManagement>
<dependencies>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-bom</artifactId>
<version>${langchain4j.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>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-open-ai-spring-boot-starter</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-spring-boot-starter</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-open-ai</artifactId>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j</artifactId>
</dependency>
<dependency>
<groupId>org.mapdb</groupId>
<artifactId>mapdb</artifactId>
<version>3.0.9</version>
<exclusions>
<exclusion>
<groupId>org.jetbrains.kotlin</groupId>
<artifactId>kotlin-stdlib</artifactId>
</exclusion>
</exclusions>
</dependency>
</dependencies>
<build>
<finalName>app</finalName>
<plugins>
<plugin>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-maven-plugin</artifactId>
</plugin>
</plugins>
</build>
</project>