[LoRA] add LoRA support to Lumina2 and fine-tuning script (#10818)
* feat: lora support for Lumina2.
* fix-copies.
* updates
* updates
* docs.
* fix
* add: training script.
* tests
* updates
* updates
* major updates.
* updates
* fixes
* docs.
* updates
* updates