llamaperf

NVIDIA DGX Spark vs M4 32GB for local LLMs

91 reports on the NVIDIA DGX Spark and 14 on the M4 32GB

Which is faster for local LLMs?

Nobody has reported the same model at the same quant on both cards yet, so there's no measured head-to-head. Memory bandwidth, which caps how fast a card can write, is 2.3x higher on the NVIDIA DGX Spark (273 GB/s on the NVIDIA DGX Spark, 120 on the M4 32GB). The estimates below compare them on the models people run most.

NVIDIA DGX Spark
Memory
128GB unified
Memory bandwidth
273 GB/s
FP16 compute
125 TFLOPS
Reports
91
M4 32GB
Memory
32GB unified
Memory bandwidth
120 GB/s
FP16 compute
4.3 TFLOPS
Reports
14

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape.

ModelNVIDIA DGX SparkM4 32GB
Qwen3.8 27B4.0 t/sFP166.8 t/sQ4_K_S
Qwen3.8 125B · 6B active14.4 t/sQ6_Kdoesn't fit at these settings
Qwen3.6 35B · 3B active14.5 t/sFP1624.6 t/sQ3_K_M
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B4.0 t/sFP166.8 t/sQ4_K_S
Gemma 4 26B · 4B active10.8 t/sFP1614.9 t/sQ4_K_M

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · M4 32GB

Every report on each card, with its source: NVIDIA DGX Spark · M4 32GB

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