Spring Boot SSE流式输出技术实战
Spring Boot SSE 流式输出与智能体实时响应技术解析
SSE 技术概述
SSE(Server-Sent Events)是一种基于 HTTP 的服务器推送技术,允许服务器单向向客户端实时推送数据。与 WebSocket 不同,SSE 是单向通信,适用于服务器主动推送、客户端接收的场景。SSE 基于文本协议,默认支持断线重连,兼容性良好。
Spring Boot 实现 SSE 流式输出
在 Spring Boot 中实现 SSE 流式输出需要以下核心组件:
SseEmitter对象:Spring 提供的专门用于 SSE 通信的类,通过SseEmitter可以异步发送事件流。- 响应类型设置:确保接口的响应类型为
text/event-stream,并禁用缓存。
示例代码:
@GetMapping(path = "/stream", produces = MediaType.TEXT_EVENT_STREAM_VALUE)
public SseEmitter streamData() {
SseEmitter emitter = new SseEmitter();
// 异步任务模拟数据推送
ExecutorService executor = Executors.newSingleThreadExecutor();
executor.execute(() -> {
try {
for (int i = 0; i < 10; i++) {
emitter.send(SseEmitter.event()
.data("Data chunk " + i)
.id(String.valueOf(i))
.comment("Chunk comment"));
Thread.sleep(1000);
}
emitter.complete();
} catch (Exception ex) {
emitter.completeWithError(ex);
}
});
return emitter;
}
智能体实时响应设计
智能体(如 AI 模型)的实时响应通常需要结合以下技术:
- 异步处理:通过线程池或消息队列(如 Kafka、RabbitMQ)解耦请求与响应。
- 事件驱动架构:使用 Spring 的
ApplicationEventPublisher发布事件,由监听器处理并推送至 SSE 流。
示例代码:
@Async
public void handleAIRequest(String prompt, SseEmitter emitter) {
// 调用 AI 模型获取流式响应
Flux<String> aiResponseFlux = aiService.streamResponse(prompt);
aiResponseFlux.subscribe(
chunk -> emitter.send(chunk),
error -> emitter.completeWithError(error),
() -> emitter.complete()
);
}
性能优化与注意事项
- 连接管理:维护一个
ConcurrentHashMap存储活跃的SseEmitter实例,避免内存泄漏。 - 超时设置:配置
SseEmitter的超时时间(默认 30 秒),根据业务调整:SseEmitter emitter = new SseEmitter(60_000L); // 60秒超时 - 错误处理:通过
onCompletion和onError回调清理资源。
前端集成示例
前端通过 EventSource 监听 SSE 流:
const eventSource = new EventSource("/api/stream");
eventSource.onmessage = (event) => {
console.log.data);
};
eventSource.onerror = () => {
eventSource.close();
};
应用场景
- 实时日志推送:监控系统状态或任务执行进度。
- AI 对话流:逐字输出大语言模型(LLM)的生成结果。
- 金融数据看板:实时更新股票价格或交易数据。
通过上述方法,Spring Boot 可高效实现 SSE 流式输出,结合智能体的异步处理能力,构建低延迟、高可用的实时交互系统。
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