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Glossary
What is QLoRA?
Quantized LoRA. Keeps the frozen base model weights in 4-bit precision (NF4 format) while training LoRA adapters in 16-bit. Reduces memory by another 3-4x compared to standard LoRA. A 7B model that needs 14GB with LoRA fits in 4-6GB with QLoRA. Quality is within 1% of full fine-tuning on most benchmarks.
What people say
LoRA but cheaper