Local AI · Recipe · 1× DGX Spark

Laguna-S-2.1 NVFP4 with vLLM on 1× DGX Spark

Laguna-S-2.1 NVFP4 with vLLM on 1× DGX Spark: 20.6 tok/s according to github.com (dataset as of Nov 3, 2026).

by r0b0tlab

20.6tok/sMixed

1 request, mixed prompt set, with DFlash (per recipe)

Source: github.com
Intelligence (original model) · Artificial Analysisno independent value

Engine

Engine
vLLM v0.25.1
Quantization
NVFP4 + FP8 KV
Model family
Laguna-S-2.1
Context
262,144
Creator
r0b0tlab
GitHub stars
9
Repo updated
Jul 23, 2026

Measurements

Every sourced value of this recipe, each with its condition and source. Bars relative to the largest value in the group.

Decode · 1 request

  • Mixed (decode)20.6 tok/scontext 2048 + depth 8K · Llama-benchy, depth 8K Source 
  • Peak (decode)22.2 tok/scontext 2048-Token-Prompt, depth 0 · Llama-benchy 0.4.0, 128 generierte Tokens, 3 Läufe, thinking off, Checkpoint 0761412 Source 

What you need

Hardware
1 × NVIDIA DGX Spark (GB10)
Weights
Engine
vLLM v0.25.1
Context
262,144 tokens

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