local intelligence

can it run

Can the NVIDIA Titan V 12GB run qwen2.5vl 32B?

NO

23.0 GB vs 12 GB usable — does not fit

12GB · Volta · model file 22GB · 32B

~14–23 tok/s

computed roofline: 652.8 GB/s × 0.46–0.76 efficiency window / 22.0GB (Q4_K_M) — bands, never points.

Run qwen2.5vl 32B on instead

Mac mini M5 Pro (64GB) — cheapest catalog machine that runs qwen2.5vl 32B fully ($1669)

tesla-v100-32gb — the next step up from NVIDIA Titan V 12GB

every model the NVIDIA Titan V 12GB can run — full list

explore the full catalog90 machines indexed · live prices · what each one can run
2026-09-24 · ← all models on the NVIDIA Titan V 12GB · fit = weights + 4k KV vs usable memory