diffusion: update docs

[mickqian]

Motivation

Modifications

Accuracy Tests

Benchmarking and Profiling

Checklist

• Format your code according to the Format code with pre-commit.
• Add unit tests according to the Run and add unit tests.
• Update documentation according to Write documentations.
• Provide accuracy and speed benchmark results according to Test the accuracy and Benchmark the speed.

[gemini-code-assist]

Summary of Changes

Hello @mickqian, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request primarily focuses on a comprehensive branding update, transitioning all mentions of 'sgl-diffusion' to 'SGLang diffusion' or 'sglang-diffusion' throughout the project's documentation, code comments, and internal strings. This change aims to standardize the project's identity and enhance clarity for users and developers. Additionally, the documentation for the command-line interface now reflects an updated Python version prerequisite.

Highlights

• Branding Consistency: All instances of 'sgl-diffusion' have been updated to 'SGLang diffusion' or 'sglang-diffusion' across the codebase and documentation to ensure consistent branding.
• Documentation Clarity: Various documentation files, including README.md and support_new_models.md, have been updated to reflect the new branding and improve overall readability and formatting.
• Python Version Prerequisite: The minimum Python version requirement for CLI usage has been updated from 3.10+ to 3.11+ in the cli.md documentation.

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[gemini-code-assist]

Code Review

This pull request updates the project name from sgl-diffusion to a variant of SGLang diffusion across the codebase, primarily in documentation files and code comments. The changes are straightforward renames. My review focuses on ensuring consistency in the new naming convention and fixing some formatting issues in the documentation. I've pointed out a few places where the naming is inconsistent (SGLang diffusion vs. SGLang-diffusion) and suggested a standard form. I also found several broken markdown links in support_new_models.md due to reformatting and have provided a fix.