llamaperf

NVIDIA DGX Spark vs NVIDIA GTX 1080 Ti for local LLMs

57 reports on the NVIDIA DGX Spark and 2 on the NVIDIA GTX 1080 Ti

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 1.8x higher on the NVIDIA GTX 1080 Ti (273 GB/s on the NVIDIA DGX Spark, 484 on the NVIDIA GTX 1080 Ti). 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
57
NVIDIA GTX 1080 Ti
Memory
11GB
Memory bandwidth
484 GB/s
FP16 compute
11.3 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 SparkNVIDIA GTX 1080 Ti
Qwen3.8 27B4.0 t/sFP161.6 t/sQ8_0, layers on CPU
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/sFP1613.8 t/sQ6_K, experts in RAM
Qwen3.6 27B4.0 t/sFP161.6 t/sQ8_0, layers on CPU
Gemma 4 26B · 4B active10.8 t/sFP168.4 t/sQ8_0, experts in RAM

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · NVIDIA GTX 1080 Ti

Every report on each card, with its source: NVIDIA DGX Spark · NVIDIA GTX 1080 Ti

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