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Builds / Nvidia GB10 (unified)

DGX Spark: Ling 3.0 Flash INT4 on SGLang, 83 tok/s (Mia's AI Lab recipe)

Source: github.com ↗More source: mia-ai.net ↗📏 How measured: reported by the original source; RigBase re-checked the numbers at that source
Legacy models only. Every model measured on this rig now has a newer successor: Ling 3.0 Flash → Ling 3.1 Flash. The hardware numbers are still a useful reference.
GPU(s)
Nvidia GB10 (unified)
VRAM / unified memory (GB)
128
CPU
Nvidia GB10 Grace (Arm)
Amazon · eBay (used) · Newegg
Motherboard
not stated
RAM
128 GB LPDDR5X unified per Spark (128 GB total)
PSU
not stated
Other
1 NVIDIA DGX Spark
Reported total cost
not stated
Power
not stated

Measured speed (generation tokens/sec)

ModelQuantEnginetok/sPrompt processing (tok/s)Details
Ling 3.0 Flash legacyINT4 + DSparkSGLang, 1 stream83not stated⚡ spec-decode (DSpark)context: 256k📏 Single-stream decode as published on Mia's AI Lab recipe card (Decode speed, one stream). Peak throughput 136 tok/s ×6 streams.

Recipe and numbers by Mia's AI Lab (mia-ai.net), recipe last updated 2026-08-25; RigBase read the recipe card on 2026-10-27 and checked the decode figure against the recipe README. RigBase did not re-run it. Prefill is prompt-processing speed on a 32k prompt where listed.

Source: https://github.com/MiaAI-Lab/Ling-3.0-Flash-SGLang-DSpark-DGX-Spark
https://mia-ai.net/models

Blank fields = not stated in the source. We never estimate build data; GPU street prices above are separately sourced and dated.

Rent before you buy: try this model on a cloud GPU for a few dollars first: Runpod (referral link; sign up with Google to get the new-user bonus)