[DOC] Add document introducting StageLevel Resource Profile Adjust

[zjuwangg]

What changes were proposed in this pull request?

Add document about how to use StageLevelResource Auto adjust introduced in #8209

How was this patch tested?

NA

[github-actions]

Thanks for opening a pull request!

Could you open an issue for this pull request on Github Issues?

https://github.com/apache/incubator-gluten/issues

Then could you also rename commit message and pull request title in the following format?

[GLUTEN-${ISSUES_ID}][COMPONENT]feat/fix: ${detailed message}

See also:

• Other pull requests

[FelixYBW]

by chatGPT:
"One major advantage of Apache Gluten is its ability to significantly reduce memory requirements per executor—potentially by up to half—when entire stages are offloaded to the native engine. This engine primarily relies on off-heap memory with minimal on-heap usage. However, when stages contain fallback operators that utilize the JVM engine, the on-heap memory size must be increased, leading to even higher memory demands per executor. This challenge has posed significant barriers during the adoption of Apache Gluten.

To address this issue, Apache Gluten introduces a stage-level resource auto-adjustment framework. This feature dynamically optimizes task and executor resource profiles, such as heap and off-heap memory allocation, based on the specific characteristics of each stage, including the presence of fallback operators. Additionally, this framework is designed with future enhancements in mind, allowing for adjustments to accommodate other requirements, such as heavy shuffle workloads."

[FelixYBW]

Thank you, @zjuwangg

[zjuwangg]

@FelixYBW Thanks for your detailed review, just address the commnets.