llamaperf

NVIDIA DGX Spark vs M4 Pro 48GB for local LLMs

91 reports on the NVIDIA DGX Spark and 17 on the M4 Pro 48GB

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 about the same on both (273 GB/s on the NVIDIA DGX Spark, 273 on the M4 Pro 48GB). 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 Pro 48GB
Memory
48GB unified
Memory bandwidth
273 GB/s
FP16 compute
9.2 TFLOPS
Reports
17

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 Pro 48GB
Qwen3.8 27B4.0 t/sFP169.4 t/sQ6_K
Qwen3.8 125B · 6B active14.4 t/sQ6_Kdoesn't fit at these settings
Qwen3.6 35B · 3B active14.5 t/sFP1637.5 t/sQ5_K_M
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B4.0 t/sFP169.4 t/sQ6_K
Gemma 4 26B · 4B active10.8 t/sFP1618.3 t/sQ8_0

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · M4 Pro 48GB

Every report on each card, with its source: NVIDIA DGX Spark · M4 Pro 48GB

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