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Principle:Sgl project Sglang Streaming Response Handling

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Domains LLM_Serving, Streaming, API_Design
Last Updated 2026-02-10 00:00 GMT

Overview

A real-time token delivery mechanism that sends generated tokens incrementally to clients via Server-Sent Events (SSE) as they are produced.

Description

Streaming response handling allows LLM clients to receive generated tokens in real-time rather than waiting for the complete response. This dramatically reduces perceived latency for long generations. SGLang implements streaming via the HTTP SSE protocol: when stream=True is set, the server sends ChatCompletionChunk objects as data events, each containing the next generated token(s) in delta.content. The stream terminates with a [DONE] event.

Usage

Enable streaming for interactive applications (chatbots, coding assistants) where users benefit from seeing partial responses immediately. Streaming is essential for long-form generation where waiting for the complete response would be unacceptable.

Theoretical Basis

Server-Sent Events (SSE) is an HTTP-based unidirectional streaming protocol:

  1. Client sends a single HTTP POST request with stream: true
  2. Server responds with Content-Type: text/event-stream
  3. Each token is sent as a data: event with a JSON ChatCompletionChunk
  4. The stream ends with data: [DONE]

Advantages over WebSockets:

  • Simpler protocol — standard HTTP
  • Automatic reconnection
  • Compatible with proxies and load balancers

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