Side-by-side simulation · recommended settings

DGX Spark 1 vs 2 Local LLM Serving Comparison

The two-machine configuration has two 128GB nodes rather than a single 256GB memory. This is advantageous when larger models and throughput headroom are the goal, and the rate of a single request is not immediately doubled.

Choose devices and a model

Comparison mode
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Same 117output tokens. Only evidence-qualified acceleration is selected automatically; runtime formats are shown on each device.

Left

Ready

DGX Spark 128GB

First token2.7 to 4.9 seconds
Prefill839 ~ 1,535 tok/s
Decode16.7 ~ 23.4 tok/s

Press Start above to generate the same answer on both devices.

llama.cpp · Q4_K_M0.0s · 0/117

Right

Ready

2× DGX Spark 256GB

First token1.7 to 4.3 seconds
Prefill973 ~ 2,517 tok/s
Decode16.7 ~ 33.8 tok/s

Press Start above to generate the same answer on both devices.

4-bit · 2-node setup0.0s · 0/117

With these settings, 2× DGX Spark 256GB finishes the full answer About 1.2× faster.

Compare from input processing to completion of 117 token response.

Which one fits my needs?

Answer completion

2× DGX Spark 256GB

At the estimate midpoint, it finishes the same answer about 1.2× faster.

Prompt processing

2× DGX Spark 256GB

The estimated input-processing midpoint is higher at 1,745 tok/s.

Image and video generation

Check the media model

LLM speed does not tell you media-generation performance. Choose the image or video model and resolution separately.

Runtime

Settings for your hardware

llama.cpp · Q4_K_M / 4-bit · 2-node setup. When runtime paths differ, the speed gap also includes software and model-format differences.

Estimated power draw

DGX Spark 128GB

Estimated LLM power draw is lower at about 190 W. Noise and physical size need a separate check.

Local pricing

2× DGX Spark 256GB costs about 991 × KRW 10,000 more at the reference-price midpoint, with an estimated answer time about 17% shorter.

Before choosing hardware

MeasureDGX Spark 128GB2× DGX Spark 256GB
Available fast memory116GB232GB
Memory bandwidth273GB/s546GB/s
Estimated total time9.8 s8.2 seconds
Estimated sustained LLM loadabout 190Wabout 380W
Korean price range (KRW)952–1,030 × KRW 10,0001,904–2,060 × KRW 10,000
DGX Spark 128GB details (Korean)
2× DGX Spark 256GB details (Korean)

Estimated ranges for one user. Multi-GPU and multi-device results depend on the runtime and interconnect.