llamaperf

NVIDIA DGX Spark vs NVIDIA RTX 5070 Ti for local LLMs

87 reports on the NVIDIA DGX Spark and 50 on the NVIDIA RTX 5070 Ti

Which is faster for local LLMs?

On Gemma 4 26B · 4B active at 4-bit, the NVIDIA DGX Spark has 59.1 generation tokens/s (2 runs); prompt processing 2657.0 tokens/s (one run); the NVIDIA RTX 5070 Ti has 137.7 generation tokens/s (one run); prompt processing 5951.0 tokens/s (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is 3.3x higher on the NVIDIA RTX 5070 Ti (273 GB/s on the NVIDIA DGX Spark, 896 on the NVIDIA RTX 5070 Ti).

NVIDIA DGX Spark
Memory
128GB unified
Memory bandwidth
273 GB/s
FP16 compute
125 TFLOPS
Reports
87
NVIDIA RTX 5070 Ti
Memory
16GB
Memory bandwidth
896 GB/s
FP16 compute
176 TFLOPS
Reports
50

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 SparkNVIDIA RTX 5070 Ti
Gemma 4 26B · 4B active4-bit59.12 runsPP 2657.0 (one run)llama.cpp, vLLM256K context, 1 not stated137.7one runPP 5951.0 (one run)llama.cppcontext not stated

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 SparkNVIDIA RTX 5070 Ti
Gemma 4 26B · 4B active10.8 t/sFP16130.3 t/sQ3_K_S
Qwen3.8 27B4.0 t/sFP1658.4 t/sQ2_K
Qwen3.8 125B · 6B active14.4 t/sQ6_Kdoesn't fit at these settings
Qwen3.6 35B · 3B active14.5 t/sFP16193.2 t/sQ2_K
DeepSeek V4 Flash 284B · 13B active38.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B4.0 t/sFP1658.4 t/sQ2_K
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 · NVIDIA RTX 5070 Ti

Every report on each card, with its source: NVIDIA DGX Spark · NVIDIA RTX 5070 Ti

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