local intelligence

can it run

Can the RTX 2060 12GB (used) run FLUX dev fp8?

NO

No. 12GB of memory can't hold the 29GB working set this model needs. A smaller quant or a bigger machine is required.

~7–11 tok/s

weights 23GB + KV cache 2GB at 4k context vs ~6GB usable → no. 25.0 GB vs 6 GB usable — does not fit

computed roofline: 336 GB/s × 0.48–0.72 efficiency window / 23.0GB (Q4_K_M) — bands, never points.

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Specs

model file23GB (GGUF Q4_K_M)
minimum memory29GB working set
this machine12GB GDDR6, 336 GB/s
paramsdev fp8
licenseflux-dev-nc / apache schnell
price$375

Run it

model files: hugging face ↗

easy run: no stock runtime yet

Alternatives

Mac mini M5 Pro (64GB) — cheapest machine that runs it ($1669)

every model the RTX 2060 12GB (used) can run — full list

rtx-5060-ti-16 — the next step up from this machine's GPU

Buy

eBay (used) ↗ · Amazon ↗

2026-09-17 · ← all models on the RTX 2060 12GB (used) · ← full hardware catalog · prices verified at source, may drift