llamaperf

NVIDIA DGX Spark vs AMD RX 7800 XT 16GB for local LLMs

71 reports on the NVIDIA DGX Spark and 3 on the AMD RX 7800 XT 16GB

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 AMD RX 7800 XT 16GB (273 GB/s on the NVIDIA DGX Spark, 624 on the AMD RX 7800 XT 16GB). 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
AMD RX 7800 XT 16GB
Memory
16GB
Memory bandwidth
624 GB/s
FP16 compute
75 TFLOPS
Reports
3

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 SparkAMD RX 7800 XT 16GB
Qwen3.8 27B4.0 t/sFP1640.7 t/sQ2_K
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/sFP16134.6 t/sQ2_K
Qwen3.6 27B4.0 t/sFP1640.7 t/sQ2_K
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 · AMD RX 7800 XT 16GB

Every report on each card, with its source: NVIDIA DGX Spark · AMD RX 7800 XT 16GB

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