NVIDIA DGX Spark vs NVIDIA RTX Pro 6000 Blackwell for local LLMs
91 reports on the NVIDIA DGX Spark and 70 on the NVIDIA RTX Pro 6000 Blackwell
Which is faster for local LLMs?
On Qwen3.8 125B · 6B active at 4-bit, the NVIDIA DGX Spark has 29.8 generation tokens/s (2 runs); the NVIDIA RTX Pro 6000 Blackwell has 105.5 generation tokens/s (6 runs); prompt processing 5110.0 tokens/s (6 runs). 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 6.6x higher on the NVIDIA RTX Pro 6000 Blackwell (273 GB/s on the NVIDIA DGX Spark, 1,792 on the NVIDIA RTX Pro 6000 Blackwell). Across 1 shared models with generation measurements on both cards, the NVIDIA DGX Spark's median is higher on 0 and the NVIDIA RTX Pro 6000 Blackwell's on 1.
- Memory
- 128GB unified
- Memory bandwidth
- 273 GB/s
- FP16 compute
- 125 TFLOPS
- Reports
- 91
- Memory
- 96GB
- Memory bandwidth
- 1,792 GB/s
- FP16 compute
- 503 TFLOPS
- Reports
- 70
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
| Model | NVIDIA DGX Spark | NVIDIA RTX Pro 6000 Blackwell |
|---|---|---|
| Qwen3.8 125B · 6B active4-bit | 29.82 runsllama.cpp, SGLang128K to 256K context | 105.56 runsPP 5110.0 (6 runs)llama.cpp, ik_llama.cpp +2, 3 not stated512 to 256K context, 1 not stated |
| Qwen3.8 27B4-bit | -0 runsPP 899.9 (one run)llama.cpp16K context | 67.0one runengine not statedcontext 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.
| Model | NVIDIA DGX Spark | NVIDIA RTX Pro 6000 Blackwell |
|---|---|---|
| Qwen3.8 125B · 6B active | 14.4 t/sQ6_K | 83.1 t/sQ5_K_S |
| Qwen3.8 27B | 4.0 t/sFP16 | 18.3 t/sFP16 |
| Qwen3.6 35B · 3B active | 14.5 t/sFP16 | 57.5 t/sFP16 |
| DeepSeek V4 Flash 284B · 13B active | 38.3 t/sQ2_K | 130.8 t/sQ2_K |
| Qwen3.6 27B | 4.0 t/sFP16 | 18.3 t/sFP16 |
| Gemma 4 26B · 4B active | 10.8 t/sFP16 | 49.3 t/sFP16 |
| DeepSeek V4.1 Flash 552B · 16B active | doesn't fit at these settings | doesn't fit at these settings |
| GLM-5.3 320B · 18B active | 12.7 t/sQ2_K | 6.8 t/sQ2_K, experts in RAM |
Change the context, RAM or model in the calculator: NVIDIA DGX Spark · NVIDIA RTX Pro 6000 Blackwell
Every report on each card, with its source: NVIDIA DGX Spark · NVIDIA RTX Pro 6000 Blackwell