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Fine-tuning on rented GPUsEdition of 12 Nov 2026
Fine Tune CostRuncrate Reference
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Glossary

Volume

Answer in brief

A volume is storage that exists apart from a machine, so files on it remain when the machine is stopped or deleted.

Volume in practice

For a fine-tune, a volume holds the base model, the dataset and the checkpoints between runs. The next machine starts with them in place.

A volume is billed by the gigabyte until you delete it. On Runcrate, volumes keep files between instances and are paid from the same prepaid balance as the GPU.

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.

A volume is storage that exists apart from a machine, so files on it remain when the machine is stopped or deleted.

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.

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Cite this entry

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