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LoRA (low-rank adaptation)

A parameter-efficient fine-tuning method that trains small low-rank matrices injected into a frozen model instead of updating all its weights.

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.