llamaperf

NVIDIA DGX Spark vs M1 8GB for local LLMs

71 reports on the NVIDIA DGX Spark and 2 on the M1 8GB

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 4.0x higher on the NVIDIA DGX Spark (273 GB/s on the NVIDIA DGX Spark, 68 on the M1 8GB). 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
71
M1 8GB
Memory
8GB unified
Memory bandwidth
68 GB/s
FP16 compute
2.6 TFLOPS
Reports
2

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 SparkM1 8GB
Qwen3.8 27B4.0 t/sFP16doesn't fit at these settings
Qwen3.8 125B · 6B active14.4 t/sQ6_Kdoesn't fit at these settings
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 35B · 3B active14.5 t/sFP16doesn't fit at these settings
Qwen3.6 27B4.0 t/sFP16doesn't fit at these settings
GLM-5.3 320B · 18B active12.7 t/sQ2_Kdoesn't fit at these settings

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · M1 8GB

Every report on each card, with its source: NVIDIA DGX Spark · M1 8GB

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