NVIDIA DGX Spark vs AMD Radeon Pro W7800 48GB for local LLMs
57 reports on the NVIDIA DGX Spark and 1 on the AMD Radeon Pro W7800 48GB
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 3.2x higher on the AMD Radeon Pro W7800 48GB (273 GB/s on the NVIDIA DGX Spark, 864 on the AMD Radeon Pro W7800 48GB). The estimates below compare them on the models people run most.
- Memory
- 128GB unified
- Memory bandwidth
- 273 GB/s
- FP16 compute
- 125 TFLOPS
- Reports
- 57
- Memory
- 48GB
- Memory bandwidth
- 864 GB/s
- FP16 compute
- 90.4 TFLOPS
- Reports
- 1
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.
| Model | NVIDIA DGX Spark | AMD Radeon Pro W7800 48GB |
|---|---|---|
| Qwen3.8 27B | 4.0 t/sFP16 | 17.6 t/sQ8_0 |
| Qwen3.8 125B · 6B active | 14.4 t/sQ6_K | 80.1 t/sQ2_K |
| DeepSeek V4 Flash 284B · 13B active | 38.3 t/sQ2_K | doesn't fit at these settings |
| Qwen3.6 35B · 3B active | 14.5 t/sFP16 | 55.4 t/sQ8_0 |
| Qwen3.6 27B | 4.0 t/sFP16 | 17.6 t/sQ8_0 |
| Gemma 4 26B · 4B active | 10.8 t/sFP16 | 47.5 t/sQ8_0 |
Change the context, RAM or model in the calculator: NVIDIA DGX Spark · AMD Radeon Pro W7800 48GB
Every report on each card, with its source: NVIDIA DGX Spark · AMD Radeon Pro W7800 48GB