method comprision docs

[ved1beta]

docs: Add method comparison documentation

This PR adds method comparison docs for PEFT methods, split from the original PR #2504 . The changes include:

1. Added a new section in developer guides for method comparison
2. Created a main method comparison guide (method_comparison.md) that serves as an entry point
3. Added detailed documentation for three methods:
   • LoRA (Low-Rank Adaptation)
   • LoRA-FA (LoRA with Fast Adaptation)
   • Bone (Bottleneck Orthogonal Network)
4. Updated the table of contents to include the new documentation section This is the first part of the original PR, focusing on documentation improvements. Future PRs will address the method comparison suite enhancements and testing components.

Also please let me know hoe to adders dummy values thanks : )

[ved1beta]

I'll address all the points you've raised: The documentation gaps you've identified are correct , and I'll work on filling those gaps systematically, and i agree there are too many LLM hallucinations will run the scripts and get the relevant data numbers and submit an updated version addressing these changes shortly.

Thanks again for your valuable feedback!

[ved1beta]

changes include added : added relevant number in the tables , removed wrong and bold claims i have addressed most of the changes asked for alsoo need to fix docs build resolving the conversations i think are resolved (Also will need to fix the duplication) on it i will need some help with these , what code examples to add in files

[github-actions[bot]]

This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.

[githubnemo]

not stale

[github-actions[bot]]

This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.