The real cost to run pythia 12b

EleutherAI · 12B parameters · 2K context · commercial OK

pythia 12b — 12B params (EleutherAI). Auto-indexed from the Hugging Face Hub (140,933 downloads). Parameter count is exact; download size and quantizations are estimates.

What it costs to run pythia 12b — $0 markup

• On your own machine — $0. Runs free locally if you have about 10 GB of VRAM at Q4_K_M (point Spanvero at LM Studio, Ollama, or llama.cpp).
• On your own rented GPU — from $0.26/hr. NVIDIA RTX 3090 24GB at the direct Vast.ai price (≈ $0.14 a session), $0 markup.
• Via your own API key — $0.20/1M tokens (blended input + output). No GPU to manage (rough estimate for this size).

When does owning hardware beat the API?

At $0.20/1M tokens, the cheapest API for pythia 12b stays cheaper than a used RTX 3090 at any daily volume — electricity alone costs more per token than the API does.

Local is never $0 — every figure here includes electricity and hardware amortization. Speeds come from published 7-8B Q4 benchmarks (your model, quant, and context will differ); break-even volumes are rounded to 2 significant figures.

Key facts

Open the free Spanvero advisor → for the live, interactive math for your exact workload and hardware.

Related models

• gpt neo 2.7B — 2.7B, EleutherAI
• gpt neox 20b — 20.7B, EleutherAI
• pythia 6.9b — 7B, EleutherAI
• Llama 3.1 8B Instruct — 8B, Meta
• Qwen2.5 7B Instruct — 7B, Alibaba

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Spanvero · What's new · Prices as of 2026-07-06. We're an honest advisor — $0 markup, your own accounts, we never resell compute. © 2026 Cynosure LLC.