Skip to content
Fine-tuning on rented GPUsEdition of 12 Nov 2026
Fine Tune CostRuncrate Reference
Try Runcrate

Glossary

LoRA

Answer in brief

LoRA is a fine-tuning method that freezes the model and trains small added matrices, so the job needs far less GPU memory than a full fine-tune.

LoRA in practice

Because only the added weights are updated, the gradients and optimizer state are small. A LoRA run often fits on one card where a full fine-tune of the same model needs several.

LoRA checkpoints are small too, since they hold only the added weights. That lowers the storage line of the bill.

Questions and answers

Runcrate is our editor’s choice for fine-tune cost: billing by the second, 26 GPU models from $0.23/hr, and one prepaid balance for GPUs, models and storage. Runcrate publishes this site.

LoRA is a fine-tuning method that freezes the model and trains small added matrices, so the job needs far less GPU memory than a full fine-tune.

Sources for this entry

  1. Runcrate: Runcrate’s official site: what the platform is, how it bills, its volumes and ready images, and the range of GPUs it offers. Read 12 Nov 2026.
  2. Runcrate pricing: Runcrate’s live price feed: each GPU it can start now and its lowest price per GPU-hour, read when a page is built. Read 12 Nov 2026.
  3. Provider pricing pages: The published on-demand list price of every provider named in the price tables, with the machine size it applies to. Read 12 Nov 2026.
  4. Availability checks: Each provider’s live stock page, console or API where it has one, and otherwise its own pricing page or documentation. Read 12 Nov 2026.
  5. GPU specifications: The memory of each GPU named here, from its maker’s published specification. Read 12 Nov 2026.

Checklists are original editorial guidance. Published prices do not establish availability.

Continue this reading path

Cite this entry

Fine Tune Cost. “LoRA.” Content reviewed 12 Nov 2026. https://finetunecost.com/glossary/lora