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Model -> QuantizedLoRAModel
Quantize base model linear layers to 4-bit or 8-bit precision and insert high-precision trainable low-rank adapters (LoRA).
Problem it solves
Finetuning large models exceeds memory limits of consumer-grade GPUs.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.