Add new TPU recipes links of Llama and Qwen models

[anthonsu]

What is included:

Reconstruct recipes of Llama and Qwen to include new TPU recipe' links.

(This new PR is based on Add links to new TPU recipes #84. If this new PR looks good, once it is merge, we can have the old one closed.)

[gemini-code-assist]

Summary of Changes

Hello @anthonsu, 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 expands the documentation for running large language models with vLLM by introducing new recipes for Llama 3.1 and Qwen3 models. It also enhances an existing Qwen2.5-VL guide, primarily focusing on integrating and clarifying instructions for TPU deployments. The changes aim to provide clearer, more comprehensive guidance for users leveraging vLLM on various accelerated computing stacks.

Highlights

• New Llama 3.1 Recipe: A new quick start recipe for Llama 3.1 models (70B and 8B) on vLLM has been added, including specific links for TPU deployment on Trillium (v6e).
• New Qwen3 Recipe: A new usage guide for the Qwen3 series on vLLM has been introduced, featuring TPU deployment links for 32B and 4B models on Trillium (v6e).
• Qwen2.5-VL Recipe Update: The existing Qwen2.5-VL usage guide has been updated to include TPU deployment instructions and improve document structure by adjusting heading levels for better readability.
• README Update: The main README file has been updated to include links to the newly added Llama 3.1 and Qwen3 recipes, making them discoverable from the main documentation.

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[gemini-code-assist]

Code Review

This pull request introduces new recipe documentation for Llama 3.1 and Qwen 3, with a focus on TPU deployment. It also effectively restructures the Qwen/Qwen2.5-VL.md file to logically separate TPU and GPU deployment instructions, which greatly improves the document's clarity. The changes are well-executed, and I have only a couple of minor suggestions to enhance consistency and readability in the Markdown files.

[anthonsu]

Hi @youkaichao @simon-mo, could you please help review this PR? It is on top of the PR from Karan.

(I lack sufficient permissions to edit, so I drafted this new one to expedite the process.)

Thank you!