can it run
166.0 GB vs 12 GB usable — does not fit
12GB · Pascal · model file 164GB · 320B-A18B MoE
computed roofline: 547.6 GB/s × 0.28–0.50 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 3090 (24GB, used) — upgrade path machine
→ every model the NVIDIA Titan Xp 12GB can run — full list
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