Calculators

A small toolbox.

Little utilities that sit alongside the rest of Octoface. Right now, four.

Calculators

Token calculator tokens · words · chars Paste a sentence and get token, word and character counts, plus reading time and unique-word count. Browser-only, nothing uploaded. VRAM fit calculator weights · kv cache · overhead Will this model fit on your GPU or Mac? Weights, KV cache and runtime overhead worked out from the model’s own config, at any quantization and context length. Three bills calculator subscription · credit pot · meter Chats per day in, three bills out: the quota wall, the month the credit pot empties, and the pay-per-token meter. Which one runs out first? P5200 fine-tune table qlora · fit · run time Which open-weight models a 16 GB Quadro P5200 can fine-tune, and how long each run takes at your dataset size. Estimates, clearly marked.