MemotivaLLM Engineer Interview Questions: Fine-Tuning, LoRA, QLoRA, PEFT, and Instruction Tuning

What is QLoRA?

LLM Engineer Interview Questions: Fine-Tuning, LoRA, QLoRA, PEFT, and Instruction Tuning

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What is QLoRA?

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QLoRA combines quantization with LoRA. The base model is loaded in 4-bit precision instead of 16-bit, dramatically reducing memory, while LoRA adapters are trained in higher precision. QLoRA enables fine-tuning models with tens of billions of parameters on a single consumer GPU. It introduced techniques like NF4 quantization and double quantization to maintain quality.
arxiv.org