MXFP4 · 4K context

Ling-3.0-flash-VL MoE model with 124.848460496B total parameters and 5.1B active per token · estimated MXFP4 memory about 71GB

An image/video-input MoE model with about 124.85B total and 5.1B active parameters. Native context is 128K. Only official DGX Spark INT4/MXFP4 measurements anchor the speed experience; rates are not transferred to other hardware.

Estimated MXFP4 memory
About 71GB
total parameters
124.848460496B
active parameter
5.1B
native context
128K

Representative equipment to run this model

DGX Spark 128GB

available 116GB · 273GB/s

SGLang MXFP4 · TP=1

Decode

33.13 tok/s · 8K measurement anchor

First token

1.27 s · Estimated

Running Guide

Ling-3.0-flash-VL Local Serving Run Recipe

Selecting a device changes the quantization, safety context, GPU offload, Flash Attention, KV cache, and batch start values.

Speed tuning for each device

If you want to choose equipment again

You can first narrow down the model configurations based on budget, noise level, operating system and whether it's acceptable used.