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LoRA

Fine-tuning by training a small pair of matrices alongside the frozen model instead of changing the model itself.

how it works · the vocabulary

adapterQLoRAPEFT

A LoRA adapter is a few megabytes where the model is hundreds of gigabytes, so one GPU can hold one base model and serve a thousand customers' adapters. That is why fine-tuning is cheap to buy where it once was not.

In the catalogue

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AgentAgent memoryAlignmentAutoregressiveBM25ChunkingCold startComputer use