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[Doc] Consolidate Diffusion Documentation into a Unified Directory #18089

@zhaochenyang20

Description

@zhaochenyang20

Motivation

Currently, the documentation for SGLang-Diffusion is scattered across multiple locations, including the main docs/ directory and internal source paths like python/sglang/multimodal_gen/docs. This fragmentation makes it difficult for both users and contributors to access a complete technical overview of the diffusion engine.

We want to consolidate all diffusion-related content into a single, structured location to improve maintainability and discoverability.

Goals

  1. Centralized Storage: Move all diffusion documentation (both developer-oriented and user-oriented) to a new dedicated directory: docs/diffusion/.
  2. Standardization: Ensure all documents are properly formatted as Markdown within this new folder.
  3. Improved Navigation: Update the main documentation index to reflect Diffusion as a primary component of SGLang.

Technical Tasks

  • Directory Creation: Create the docs/diffusion/ directory in the root of the repository.
  • Content Migration: Collect and move Markdown files from python/sglang/multimodal_gen/docs and other relevant paths to the new docs/diffusion/ folder.
  • Index Update: Modify docs/index.rst to add a dedicated section for Diffusion, ensuring it is no longer buried under "Supported Models."
  • Link Validation: Audit and fix any internal cross-references/broken links resulting from the file moves.

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