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DGX Spark (GH200 480GB) vs RTX 5090 32GB for Local LLMs

The RTX 5090 32GB has about 258% more memory bandwidth (1,792 vs 500 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 258% faster on the RTX 5090 32GB. The DGX Spark (GH200 480GB) fits more of the catalog at Q4/8K — 66 vs 39 of 69 models (480 vs 32 GB VRAM). Largest model that fits the DGX Spark (GH200 480GB) but not the RTX 5090 32GB: DeepSeek-V4-Pro (861.6B). MSRP is $3,000 for the DGX Spark (GH200 480GB) vs $1,999 for the RTX 5090 32GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. In the Q4/8K head-to-head below (53 shared models), the RTX 5090 32GB posts the higher tok/s in 51 rows vs 2. Methodology.

Spec comparison

DGX Spark (GH200 480GB)RTX 5090 32GB
VendorNVIDIANVIDIA
VRAM480 GB32 GB
Memory typeLPDDR5XGDDR7
Memory bandwidth500 GB/s1,792 GB/s
TDP170 W575 W
MSRP (list)$3,000$1,999
BuySearch Amazon (affiliate)Search Amazon (affiliate)

MSRP is the launch list price, not live retail. Buy links are Amazon affiliate links — the price after you click is the live price.

Q4 / 8K head-to-head — top 15 of 53 shared models

ModelParams (B)DGX Spark (GH200 480GB) tok/sDGX Spark (GH200 480GB) fitsRTX 5090 32GB tok/sRTX 5090 32GB fitsWinner
MiniCPM5-1B1.08294.6 est.Yes1055.9 est.YesRTX 5090 32GB
Qwen3.5-2B2.0159.1 est.Yes570.2 est.YesRTX 5090 32GB
Qwen3-Coder-Next79.7106.1 est.Yes550.5 est.NoRTX 5090 32GB
Qwen3-Next-80B-A3B-Instruct81.3106.1 est.Yes529.6 est.NoRTX 5090 32GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3138.3 est.Yes495.8 est.YesRTX 5090 32GB
Qwen3.6-35B-A3B36.0106.1 est.Yes380.1 est.YesRTX 5090 32GB
Qwen3.5-35B-A3B34.7106.1 est.Yes380.1 est.YesRTX 5090 32GB
GLM-4.7-Flash31.2106.1 est.Yes380.1 est.YesRTX 5090 32GB
Qwen3-30B-A3B-Instruct-250730.5106.1 est.Yes380.1 est.YesRTX 5090 32GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.0106.1 est.Yes380.1 est.YesRTX 5090 32GB
Ornith-1.0-35B35.0106.1 est.Yes380.1 est.YesRTX 5090 32GB
qwen35b-a3b-fable-sft-abliterated34.7106.1 est.Yes380.1 est.YesRTX 5090 32GB
Llama-3.2-3B-Instruct3.299.4 est.Yes356.4 est.YesRTX 5090 32GB
gemma-4-26B-A4B-it25.283.7 est.Yes300.1 est.YesRTX 5090 32GB
Qwen3-4B-Instruct-25074.079.5 est.Yes285.1 est.YesRTX 5090 32GB

est. = bandwidth-based estimate; measured = curated real benchmark that overrides the estimate. Fits = weights + KV(8K) + 1 GB overhead ≤ 95% of VRAM.

Fit coverage at Q4 / 8K

DGX Spark (GH200 480GB)RTX 5090 32GB
Catalog models that fit66 of 6939 of 69
Largest exclusive fitDeepSeek-V4-Pro (861.6B)—

DGX Spark (GH200 480GB) details → · RTX 5090 32GB details →