Can DGX Spark (GH200 480GB) run Qwen2.5-Coder-32B-Instruct?

NVIDIA · 480 GB LPDDR5X · 500 GB/s bandwidth · Alibaba · 32.8B · model ctx up to 32K

CUDA

Yes — the DGX Spark (GH200 480GB) (480 GB LPDDR5X) can run Qwen2.5-Coder-32B-Instruct. At Q4 with the default 8K context it needs ≈ 25.6 GB VRAM (weights 18.04 GB + KV cache 6.56 GB + 1 GB runtime overhead), which fits within 480 GB. Decode at Q4/8K: ≈ 9.7 tok/s (estimated, batch 1). FP16 (≈ 73.16 GB) also fits, at ≈ 2.7 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology. Buy DGX Spark (GH200 480GB) on Amazon →

Fit & speed by quant and context

Quant	Context	VRAM needed	Fits?	tok/s (decode)
Q4	4K	22.32 GB	Yes	9.7 ± est.
Q4	8K default	25.6 GB	Yes	9.7 ± est.
Q4	32K	45.28 GB	Yes	9.7 ± est.
FP16	4K	69.88 GB	Yes	2.7 ± est.
FP16	8K default	73.16 GB	Yes	2.7 ± est.
FP16	32K	92.84 GB	Yes	2.7 ± 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

Quant	Weights	KV cache	Overhead	Total needed	DGX Spark (GH200 480GB) VRAM
Q4	18.04 GB	6.56 GB	1 GB	25.6 GB	480 GB
FP16	65.6 GB	6.56 GB	1 GB	73.16 GB	480 GB

Other GPUs that run Qwen2.5-Coder-32B-Instruct

• B200 192GB SXM — ≈155.2 tok/s Q4 est.
• MI300X 192GB — ≈102.8 tok/s Q4 est.
• H200 141GB SXM5 — ≈93.1 tok/s Q4 est.
• H100 80GB SXM5 — ≈65.0 tok/s Q4 est.
• Gaudi 3 128GB — ≈63.6 tok/s Q4 est.
• A100 80GB SXM4 — ≈39.6 tok/s Q4 est.
• RTX 5090 32GB — ≈34.8 tok/s Q4 est.
• RTX 6000 Ada 48GB — ≈18.6 tok/s Q4 est.

All GPUs for Qwen2.5-Coder-32B-Instruct →

Other models for the DGX Spark (GH200 480GB)

• MiniCPM5-1B — ≈294.6 tok/s Q4 est.
• Qwen3.5-2B — ≈159.1 tok/s Q4 est.
• DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx — ≈138.3 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈106.1 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈106.1 tok/s Q4 est.
• GLM-4.7-Flash — ≈106.1 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈106.1 tok/s Q4 est.
• Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 — ≈106.1 tok/s Q4 est.

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