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Can I run this LLM?

Can a Mac Studio M2 Ultra (192GB) run Laguna S 2.1 (MoE)?

Laguna · openmdw-1.1 · estimated for a 192.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: Laguna S 2.1 (MoE) at Q6_K · 97.9 GB weights · 54–80 tok/s on a Mac Studio M2 Ultra (192GB).

Arena Text Overall · style-controlled

UnratedNo exact match

No reviewed exact Arena match

No reviewed exact model/configuration match in the Arena Text Overall style-controlled snapshot. No family or editorial score is substituted. Local quantization quality is unmeasured.

Snapshot published 2026-10-08 · snapshot imported 2026-10-11 UTC · validated last-good data · manual refresh

Arena leaderboard dataset · Arena / lmarena-ai, Arena Leaderboard Dataset (CC BY 4.0). Selected Text Overall style-controlled rows; field names adapted, ratings unchanged. · dataset CC BY 4.0 · revision e16f90232986

Total memory at 4K context
99.0 GB
Weights + KV cache + runtime overhead
Estimated generation
54–80 tok/s
Estimated first token
~3.6s

Every quantization on this machine

On small screens, each quant lists every metric below its name. On wider screens, scroll sideways for total memory, speed and fit. Keyboard: focus the table, then use the arrow keys. Quant names stay visible.

Laguna S 2.1 (MoE) quantizations on Mac Studio M2 Ultra (192GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K39.7 GB40.8 GB88–132 tok/sRuns great
Q3_K_M54.0 GB55.1 GB76–114 tok/sRuns great
Q4_K_M73.1 GB74.2 GB64–96 tok/sRuns great
Q5_K_M87.9 GB88.9 GB57–86 tok/sRuns great
Q6_K97.9 GB99.0 GB54–80 tok/sRuns great
Q8_0125.0 GB126.1 GB45–68 tok/sTight / slow
FP16235.2 GB236.3 GB— not residentWon't fit

Ran Laguna S 2.1 (MoE) on a Mac Studio M2 Ultra (192GB)? Add your real numbers →