can it run
21.0 GB vs 12 GB usable — does not fit
12GB · Pascal · model file 20GB · 32B
computed roofline: 480.4 GB/s × 0.28–0.50 efficiency window / 20.0GB (Q4_K_M) — bands, never points.
→ Tesla V100 32GB (used) — cheapest catalog machine that runs qwen3 32B fully ($640)
→ RTX 3090 (24GB, used) — upgrade path machine
→ every model the NVIDIA Titan X (Pascal) 12GB can run — full list
→explore the full catalog90 machines indexed · live prices · what each one can run