Models & ArchitectureUpdated 2026-10-24

Low-Rank Adaptation

Freezing the base model and training a small low-rank adapter for a new task.

#LoRA#微调#图像#适配

In plain language

LoRA cuts fine-tuning memory and cost, suiting style, domain and task adaptation. Multiple adapters can be switched or combined. It is less effective for injecting large amounts of new knowledge; use RAG for that.

Example

Train a LoRA on a few hundred product images to lock a brand visual style.

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