llamaperf

NVIDIA DGX Spark vs M1 Max 64GB for local LLMs

89 reports on the NVIDIA DGX Spark and 44 on the M1 Max 64GB

Which is faster for local LLMs?

On Qwen3.8 27B at 4-bit, the NVIDIA DGX Spark has generation speed not reported; prompt processing 899.9 tokens/s (one run); the M1 Max 64GB has 16.9 generation tokens/s (one run). Memory bandwidth, which caps how fast a card can write, is 1.5x higher on the M1 Max 64GB (273 GB/s on the NVIDIA DGX Spark, 410 on the M1 Max 64GB).

NVIDIA DGX Spark
Memory
128GB unified
Memory bandwidth
273 GB/s
FP16 compute
125 TFLOPS
Reports
89
M1 Max 64GB
Memory
64GB unified
Memory bandwidth
410 GB/s
FP16 compute
10.4 TFLOPS
Reports
44

Measured on both

Generation and prompt processing speeds from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same bit class. Each side shows the engines and reported context behind its median. Context can mean a configured window or prompt depth, so these are community comparisons with differing settings. How to read these

ModelNVIDIA DGX SparkM1 Max 64GB
Qwen3.8 27B4-bit-0 runsPP 899.9 (one run)llama.cpp16K context16.9one runLM Studio64K context

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. Where a model was also measured above, the measurement wins.

ModelNVIDIA DGX SparkM1 Max 64GB
Qwen3.8 27B4.0 t/sFP1610.0 t/sQ8_0
Qwen3.8 125B · 6B active14.4 t/sQ6_K45.7 t/sQ2_K
Qwen3.6 35B · 3B active14.5 t/sFP1631.6 t/sQ8_0
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B4.0 t/sFP1610.0 t/sQ8_0
Gemma 4 26B · 4B active10.8 t/sFP1627.1 t/sQ8_0
DeepSeek V4.1 Flash 552B · 16B activedoesn't fit at these settingsdoesn't fit at these settings

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · M1 Max 64GB

Every report on each card, with its source: NVIDIA DGX Spark · M1 Max 64GB

More comparisons