Updating the high performance vllm docker for AMD Rocm.

[haic0]

Could you please review the PR and add the following content into the vllm installation Docs. Thanks so much!

[github-actions]

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[hongxiayang]

@haic0
This content is similar to the link: https://rocm.docs.amd.com/en/latest/how-to/performance-validation/mi300x/vllm-benchmark.html

Instead of duplicating the content and creating a maintenance overhead, we should just add the link with a simple explanation in this getting-started section (where we already mentioned the MI300x tuning guide: https://github.com/vllm-project/vllm/blob/main/docs/source/getting_started/installation/gpu-rocm.md?plain=1#L161-L162)

[hongxiayang]

@haic0 Please let me know. I can help to add the link.