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QLoRA

A memory-efficient variant of LoRA that fine-tunes a quantized (typically 4-bit) base model, drastically cutting the GPU memory needed.

Vynaris is an inference gateway that routes each request to the cheapest right-sized model and shows the receipt. Get an API key or read the docs.