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Can DGX Spark (GH200 480GB) run Laguna S 2.1?

NVIDIA · 480 GB LPDDR5X · 500 GB/s bandwidth · Poolside · 118.0B (active 8.0B) · MoE · model ctx up to 1024K

✅ Yes — DGX Spark (GH200 480GB) (480 GB) can run Laguna S 2.1 at Q4 (8K)
VRAM: 67.4 GB needed of 480 GB
Speed: ~58.0 tok/s (estimated)
SS · ExcellentComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
CUDA
Excellent for 💬 chatExcellent for ⌨️ codingExcellent for 📋 general
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K66.65 GBYes58.0 ± est.
Q48K default67.4 GBYes58.0 ± est.
Q432K71.9 GBYes58.0 ± est.
FP164K237.75 GBYes15.9 ± est.
FP168K default238.5 GBYes15.9 ± est.
FP1632K243.0 GBYes15.9 ± est.

Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

QuantWeightsKV cacheOverheadTotal neededDGX Spark (GH200 480GB) VRAM
Q464.9 GB1.5 GB1 GB67.4 GB480 GB
FP16236.0 GB1.5 GB1 GB238.5 GB480 GB

Other GPUs that run Laguna S 2.1

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