"""Fine-tuning utilities for ARB model with LoRA adapters. Allows memory-efficient fine-tuning of 1.5B ternary model on 8GB VRAM by freezing base weights and training only small float LoRA adapters. Scripts: python -m training.finetuning.text # Text/coding tasks python -m training.finetuning.vision # Image understanding python -m training.finetuning.audio # Speech/audio tasks python -m training.finetuning.diffusion # Video/latent diffusion """ from .lora import TernaryLoRALayer, apply_lora_to_model, count_lora_params, save_lora, load_lora