can it run
166.0 GB vs 24 GB usable — does not fit
24GB · Ampere · model file 164GB · 320B-A18B MoE
computed roofline: 300 GB/s × 0.55–0.88 efficiency window / 9.2GB (Q4_K_M) — bands, never points.
MoE: file is 164GB (that decides fit) but only ~18B of experts activate per token (~9.2GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math
→ RTX 4090 (24GB, used) — upgrade path machine
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