整合Spring AI与Ollama实现流式聊天

Spring AI是一个用于构建AI驱动的Java应用程序的框架，而Ollama是一个本地运行的大型语言模型（LLM）工具。结合两者可以实现高效的流式聊天功能。

配置Ollama本地服务

确保Ollama服务已在本地运行并监听默认端口11434。可以通过以下命令启动Ollama服务：

ollama serve

安装所需的模型，例如llama2：

ollama pull llama2

Spring AI项目依赖配置

在Spring Boot项目的pom.xml中添加Spring AI和Ollama相关依赖：

<dependency>
    <groupId>org.springframework.ai</groupId>
    <artifactId>spring-ai-ollama-spring-boot-starter</artifactId>
    <version>0.8.0-SNAPSHOT</version>
</dependency>

创建流式聊天服务

在application.properties中配置Ollama连接：

spring.ai.ollama.base-url=http://localhost:11434
spring.ai.ollama.chat.model=llama2

创建流式聊天控制器：

@RestController
public class ChatController {
    
    private final ChatClient chatClient;
    
    public ChatController(ChatClient chatClient) {
        this.chatClient = chatClient;
    }
    
    @GetMapping("/ai/chat")
    public Flux<String> chat(@RequestParam String message) {
        return chatClient.stream(message)
            .map(response -> response.getResult().getOutput().getContent());
    }
}

前端流式响应处理

使用WebFlux和SSE(Server-Sent Events)实现前端流式接收：

const eventSource = new EventSource('/ai/chat?message=你好');
eventSource.onmessage = function(e) {
    document.getElementById('response').innerHTML += e.data;
};

性能优化建议

设置适当的超时参数确保长对话稳定性：

spring.ai.ollama.chat.options.temperature=0.7
spring.ai.ollama.chat.options.num-predict=100

对于生产环境，考虑添加负载均衡和故障转移机制。可以配置多个Ollama实例并通过Nginx进行负载均衡。

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