local intelligence

can it run

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

NO

19.0 GB vs 12 GB usable — does not fit

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

~82–150 tok/s (active-expert estimate)

computed roofline: 547.6 GB/s × 0.28–0.50 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-coder 30B-A3B MoE on instead

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

RTX 3090 (24GB, used) — upgrade path machine

every model the NVIDIA Titan Xp 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 Xp 12GB · fit = weights + 4k KV vs usable memory