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Can DGX Spark (GH200 480GB) run DeepSeek-R1?

NVIDIA · 480 GB LPDDR5X · 500 GB/s bandwidth · DeepSeek · 684.5B (active 37B) · MoE · model ctx up to 128K

✅ Yes — DGX Spark (GH200 480GB) (480 GB) can run DeepSeek-R1 at Q4 (8K)
VRAM: 378.4 GB needed of 480 GB
Speed: ~8.6 tok/s (estimated)
CC · WorkableComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
CUDA
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K377.94 GBYes8.6 ± est.
Q48K default378.4 GBYes8.6 ± est.
Q432K381.18 GBYes8.6 ± est.
FP164K1370.46 GBNo0.8 ± est.
FP168K default1370.92 GBNo0.8 ± est.
FP1632K1373.7 GBNo0.8 ± 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
Q4376.48 GB0.93 GB1 GB378.4 GB480 GB
FP161369.0 GB0.93 GB1 GB1370.92 GB480 GB

Other GPUs that run DeepSeek-R1

No catalog GPU fully fits DeepSeek-R1 at Q4/8K — see the model page for offload estimates. model page

All GPUs for DeepSeek-R1 →

Other models for the DGX Spark (GH200 480GB)

All models on the DGX Spark (GH200 480GB) →