The Real Cost of a Fine-Tune, End to End
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Almost every fine-tuning cost estimate is a GPU-hour calculation, and the GPU hours are usually the smallest of the four terms. This page is deliberately parametric: prices in this field move faster than a page can be revised, so what is offered here is the structure and the derivations, with every figure marked as an assumption you replace. The four terms ONE-OFF, per attempt (and you will make more than one attempt) 1. data curation hours, labelling, or teacher generation 2. compute GPU-hours…
1Key Takeaways
- Almost every fine-tuning cost estimate is a GPU-hour calculation, and the GPU hours are usually the smallest of the four terms.
- This page is deliberately parametric: prices in this field move faster than a page can be revised, so what is offered here is the structure and the derivations, with every figure marked as an assumption you replace.
- The four terms ONE-OFF, per attempt (and you will make more than one attempt) 1.
- data curation hours, labelling, or teacher generation 2.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that almost every fine-tuning cost estimate is a GPU-hour calculation, and the GPU hours are usually the smallest of the four terms.
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