can it run
14.2 GB needed of 30 GB usable — headroom for context
~30GB usable · CPU (DDR5) · model file 14GB · 20B MoE
computed roofline: 179.2 GB/s × 0.45–0.70 efficiency window / 2.1GB (Q4_K_M) — bands, never points.
MoE: file is 14GB (that decides fit) but only ~3B of experts activate per token (~2.1GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math
→ Tesla P40 (24GB, used) — cheapest catalog machine that runs gpt-oss 20B MoE fully ($290)
→ every model the CPU-only (DDR5 tuned / 4-channel) can run — full list
→explore the full catalog84 machines indexed · live prices · what each one can run