Spring AI Alibaba集成阿里云百炼大模型应用_springai集成百炼大模型

文章目录

• • 1.准备工作
  • 2.引入maven依赖
  • 3.application.yml
  • 4.调用
  • • 4.1.非流式调用
    • 4.2.流式调用

阿里云百炼推出的智能体应用、工作流应用和智能体编排应用，有效解决了大模型在处理私有领域问题、获取最新信息、遵循固定流程以及自动规划复杂项目等方面的局限，显著拓展了其应用范围。

Spring AI Alibaba框架

1.准备工作

1. 登录阿里百炼平台，新建一个appkey，然后创建一个智能体应用，获取一个appId
2. 开发环境：JDK17+、SpringBoot3.x+

2.引入maven依赖

<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> <parent> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-parent</artifactId> <version>3.2.8</version> </parent> <groupId>com.linging</groupId> <artifactId>spring-ai-alibaba</artifactId> <version>1.0-SNAPSHOT</version> <properties> <maven.compiler.source>17</maven.compiler.source> <maven.compiler.target>17</maven.compiler.target> <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding> </properties> <dependencies> <dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-web</artifactId> </dependency> <dependency> <groupId>com.alibaba.cloud.ai</groupId> <artifactId>spring-ai-alibaba-starter</artifactId> <version>1.0.0-M5.1</version> </dependency> </dependencies></project>

3.application.yml

spring: ai: dashscope: agent: app-id: xxxx # 大模型应用ID，需要在平台发布(创建时会指定使用的模型) api-key: xxxx # 百炼API Key workspace-id: xxxx # 业务空间ID，可选，未配置时使用主账号空间

4.调用

4.1.非流式调用

/** * 非流式调用 */@RestController@RequestMapping(\"/ai\")public class BailianAgentRagController { private static final Logger logger = LoggerFactory.getLogger(BailianAgentRagController.class); private DashScopeAgent agent; @Value(\"${spring.ai.dashscope.agent.app-id:xxx}\") private String appId; public BailianAgentRagController(DashScopeAgentApi dashscopeAgentApi) { this.agent = new DashScopeAgent(dashscopeAgentApi); } @GetMapping(\"/bailian/agent/call\") public String call(@RequestParam(value = \"message\", defaultValue = \"如何使用SDK快速调用阿里云百炼的应用?\") String message) { ChatResponse response = agent.call(new Prompt(message, DashScopeAgentOptions.builder().withAppId(appId).build())); if (response == null || response.getResult() == null) { logger.error(\"chat response is null\"); return \"chat response is null\"; } AssistantMessage app_output = response.getResult().getOutput(); return app_output.getContent(); }}

4.2.流式调用

/** * 流式调用 */@RestController@RequestMapping(\"/ai\")public class BailianAgentRagStreamController { private static final Logger logger = LoggerFactory.getLogger(BailianAgentRagStreamController.class); private DashScopeAgent agent; @Value(\"${spring.ai.dashscope.agent.app-id:xxx}\") private String appId; public BailianAgentRagStreamController(DashScopeAgentApi dashscopeAgentApi) { this.agent = new DashScopeAgent(dashscopeAgentApi,DashScopeAgentOptions.builder().withSessionId(\"current_session_id\").withIncrementalOutput(true).withHasThoughts(true).build()); } @GetMapping(value=\"/bailian/agent/stream\", produces=\"text/event-stream;charset=utf-8\") public Flux<String> stream(@RequestParam(value = \"message\",  defaultValue = \"你好，请问你的知识库文档主要是关于什么内容的?\") String message, HttpServletResponse re) { re.setContentType(\"text/event-stream;charset=utf-8\"); return agent.stream(new Prompt(message, DashScopeAgentOptions.builder().withAppId(appId).build())).map(response -> { if (response == null || response.getResult() == null) {  logger.error(\"chat response is null\"); return \"chat response is null\"; } AssistantMessage app_output = response.getResult().getOutput(); String content = app_output.getContent(); return content; }); } @GetMapping(value=\"/bailian/agent/stream/html\", produces=\"text/html;charset=utf-8\") public Flux<String> streamHtml(@RequestParam(value = \"message\", defaultValue = \"你好，请问你的知识库文档主要是关于什么内容的?\") String message) { return agent.stream(new Prompt(message, DashScopeAgentOptions.builder().withAppId(appId).build())).map(response -> { if (response == null || response.getResult() == null) { logger.error(\"chat response is null\"); return \"chat response is null\"; } AssistantMessage app_output = response.getResult().getOutput(); String content = app_output.getContent(); return content; }); }}

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