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Can I run this LLM?

Can a NVIDIA GB300 Grace Blackwell (288GB HBM + 480GB) run GLM-5.3 (MoE)?

GLM · See model card · estimated for a 288.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: GLM-5.3 (MoE) at Q5_K_M · 562.5 GB weights · 16–24 tok/s on a NVIDIA GB300 Grace Blackwell (288GB HBM + 480GB).

Arena Text Overall · style-controlled

UnratedAmbiguous match

Ambiguous Arena identity; unrated

Arena identity is ambiguous. The published Max configuration is not automatically the generic GLM 5.3 release. No rating is assigned or used for ranking. 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
563.7 GB
Weights + KV cache + runtime overhead
Estimated generation
16–24 tok/s
Estimated first token
~0.8s

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.

GLM-5.3 (MoE) quantizations on NVIDIA GB300 Grace Blackwell (288GB HBM + 480GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K253.9 GB255.1 GB197–295 tok/sRuns great
Q3_K_M343.0 GB344.2 GB48–71 tok/sRuns great
Q4_K_M467.3 GB468.5 GB23–34 tok/sRuns great
Q5_K_M562.5 GB563.7 GB16–24 tok/sRuns great
Q6_K684.4 GB685.6 GB12–18 tok/sTight / slow
Q8_0801.4 GB802.6 GB— not residentWon't fit
FP161508.0 GB1509.2 GB— not residentWon't fit

Ran GLM-5.3 (MoE) on a NVIDIA GB300 Grace Blackwell (288GB HBM + 480GB)? Add your real numbers →