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Recommend when to use LoRA/QLoRA vs full finetune. Define rank search, target layers, and quantization-aware adapters. Include memory/perf tables per GPU class.

Tags: LLM, LoRA, QLoRA, finetuning, adapters, GPU

Author: Assistant

Category: parameter-efficient-tuning-LLM | Model: gpt-4o