updated benchmark docs

[FrankLeeeee]

Motivation

Polish the benchmark docs.

Modifications

Related Issues

Accuracy Test

Benchmark & Profiling

Checklist

• Format your code according to the Code Formatting with Pre-Commit.
• Add unit tests as outlined in the Running Unit Tests.
• Update documentation / docstrings / example tutorials as needed, according to Writing Documentation.
• Provide throughput / latency benchmark results and accuracy evaluation results as needed, according to Benchmark and Profiling and Accuracy Results.
• For reviewers: If you haven't made any contributions to this PR and are only assisting with merging the main branch, please remove yourself as a co-author when merging the PR.
• Please feel free to join our Slack channel at https://sgl-fru7574.slack.com/archives/C09784E3EN6 to discuss your PR.

[gemini-code-assist]

Summary of Changes

Hello @FrankLeeeee, 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 refining the benchmark documentation and configuration to improve clarity and consistency. It standardizes the naming convention for benchmark output directories and updates various example commands to reflect current practices and correct usage, ensuring that users can more easily run and understand the benchmark processes.

Highlights

• Benchmark Output Directory: The default output directory for benchmark results has been standardized from benchmark_results/ to results/ across the .gitignore file and the bench_eagle3.py script.
• Benchmark Example Commands: The example benchmark commands in benchmarks/README.md and docs/examples/llama3-eagle3-online.md have been updated. This includes removing the explicit --output argument, correcting the script path in the documentation, adjusting the port number, removing the --trust-remote-code flag, changing the tp-size, and simplifying the --benchmark-list arguments.

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[gemini-code-assist]

Code Review

This pull request updates the benchmark documentation and related scripts. The changes standardize the output directory for benchmark results to results/, fix a typo in a script argument, and update example commands to align with the latest script arguments. The changes improve consistency and correctness of the documentation. I have one suggestion regarding a removed command-line flag in an example, which could potentially cause issues for users.