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NVIDIA DGX Spark vs NVIDIA RTX A2000 12GB for local LLMs

79 reports on the NVIDIA DGX Spark and 3 on the NVIDIA RTX A2000 12GB

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 5% higher on the NVIDIA RTX A2000 12GB (273 GB/s on the NVIDIA DGX Spark, 288 on the NVIDIA RTX A2000 12GB). 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
79
NVIDIA RTX A2000 12GB
Memory
12GB
Memory bandwidth
288 GB/s
FP16 compute
31.9 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 SparkNVIDIA RTX A2000 12GB
Qwen3.8 27B4.0 t/sFP161.4 t/sQ8_0, layers on CPU
Qwen3.8 125B · 6B active14.4 t/sQ6_Kdoesn't fit at these settings
Qwen3.6 35B · 3B active14.5 t/sFP1612.5 t/sQ6_K, experts in RAM
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B4.0 t/sFP161.4 t/sQ8_0, layers on CPU
Gemma 4 26B · 4B active10.8 t/sFP1647.0 t/sQ2_K

Change the context, RAM or model in the calculator: NVIDIA DGX Spark · NVIDIA RTX A2000 12GB

Every report on each card, with its source: NVIDIA DGX Spark · NVIDIA RTX A2000 12GB

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