[Doc] Refining workload generator documentation

[happyandslow]

Pull Request Description

This PR refines benchmark documents / README

[gemini-code-assist]

Summary of Changes

Hello @happyandslow, 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 focuses on improving the documentation for the AIBrix benchmark workload generator. It introduces a more organized structure to the benchmarks/README.md file, making it easier for users to understand and configure the benchmark process. The changes provide detailed explanations of the config.yaml parameters across various stages, from dataset and workload generation to client dispatch and analysis, ultimately enhancing the user experience and clarity of the benchmarking tool.

Highlights

• Enhanced Documentation Structure: The benchmarks/README.md has been significantly restructured with a new introduction and a comprehensive Table of Contents for improved navigation and clarity.
• Detailed Configuration Explanations: New sections have been added to provide in-depth explanations of the parameters within config.yaml for dataset generation, workload generation, client configuration, and analysis stages.
• Clarified Workflow Sections: Existing sections like 'Run benchmark end-to-end' and 'Run dataset generator' have been renamed and integrated into the new structure, making the overall workflow easier to understand.

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[gemini-code-assist]

Code Review

This pull request significantly improves the documentation for the AIBrix benchmark by adding detailed explanations of the config.yaml parameters. The new sections on configuring dataset generation, workload generation, the client, and the analyzer are very helpful. I've found a couple of minor issues in the new Table of Contents and a grammatical error that I've commented on. Overall, this is a great enhancement to the project's documentation.

[Jeffwan]

/cc @dczhu please help review the PR