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Can I run this LLM?

Can a NVIDIA GH200 Grace Hopper (144GB HBM + 480GB) run Ling 3.0 Flash (MoE)?

Ling · MIT · estimated for a 144.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: Ling 3.0 Flash (MoE) at FP16 · 255.1 GB weights · 46–68 tok/s on a NVIDIA GH200 Grace Hopper (144GB HBM + 480GB).

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
255.9 GB
Weights + KV cache + runtime overhead
Estimated generation
46–68 tok/s
Estimated first token
~0.2s

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.

Ling 3.0 Flash (MoE) quantizations on NVIDIA GH200 Grace Hopper (144GB HBM + 480GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K45.9 GB46.7 GB308–463 tok/sRuns great
Q3_K_M59.0 GB59.8 GB295–443 tok/sRuns great
Q4_K_M77.8 GB78.6 GB278–417 tok/sRuns great
Q5_K_M90.7 GB91.5 GB268–401 tok/sRuns great
Q6_K109.3 GB110.1 GB254–380 tok/sRuns great
Q8_0135.6 GB136.5 GB195–293 tok/sRuns great
FP16255.1 GB255.9 GB46–68 tok/sRuns great

Ran Ling 3.0 Flash (MoE) on a NVIDIA GH200 Grace Hopper (144GB HBM + 480GB)? Add your real numbers →