local intelligence

can it run

Can the NVIDIA Titan V 12GB run qwen3 30B-A3B MoE?

NO

19.0 GB vs 12 GB usable — does not fit

12GB · Volta · model file 18.6GB · 30B-A3B MoE

~160–270 tok/s (active-expert estimate)

computed roofline: 652.8 GB/s × 0.46–0.76 efficiency window / 1.9GB (Q4_K_M) — bands, never points.

MoE: file is 18.6GB (that decides fit) but only ~3B of experts activate per token (~1.9GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

Run qwen3 30B-A3B MoE on instead

Tesla V100 32GB (used) — cheapest catalog machine that runs qwen3 30B-A3B MoE fully ($640)

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