AMD Radeon AI PRO R9700 32GB vs AMD RX 7800 XT 16GB for local LLMs
43 reports on the AMD Radeon AI PRO R9700 32GB and 3 on the AMD RX 7800 XT 16GB
Which is faster for local LLMs?
On Qwen3.8 27B at 4-bit, the AMD Radeon AI PRO R9700 32GB runs at 29.0 tokens per second (one run) and the AMD RX 7800 XT 16GB at 30.0 (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 about the same on both (640 GB/s on the AMD Radeon AI PRO R9700 32GB, 624 on the AMD RX 7800 XT 16GB).
- Memory
- 32GB
- Memory bandwidth
- 640 GB/s
- FP16 compute
- 191 TFLOPS
- Reports
- 43
- Memory
- 16GB
- Memory bandwidth
- 624 GB/s
- FP16 compute
- 75 TFLOPS
- Reports
- 3
Measured on both
Median tokens per second 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 quant level. Engines and context lengths can still differ between the runs. How to read these
| Model | AMD Radeon AI PRO R9700 32GB | AMD RX 7800 XT 16GB |
|---|---|---|
| Qwen3.8 27B4-bit | 29.0one run | 30.0one run |
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 | AMD Radeon AI PRO R9700 32GB | AMD RX 7800 XT 16GB |
|---|---|---|
| Qwen3.8 27B | 16.0 t/sQ6_K | 40.7 t/sQ2_K |
| Qwen3.8 125B · 6B active | 18.7 t/sQ2_K, experts in RAM | doesn't fit at these settings |
| DeepSeek V4 Flash 284B · 13B active | doesn't fit at these settings | doesn't fit at these settings |
| Qwen3.6 35B · 3B active | 58.2 t/sQ5_K_M | 134.6 t/sQ2_K |
| Qwen3.6 27B | 16.0 t/sQ6_K | 40.7 t/sQ2_K |
| Gemma 4 26B · 4B active | 40.9 t/sQ6_K | 90.7 t/sQ3_K_S |
| DeepSeek V4.1 Flash 552B · 16B active | doesn't fit at these settings | doesn't fit at these settings |
Change the context, RAM or model in the calculator: AMD Radeon AI PRO R9700 32GB · AMD RX 7800 XT 16GB
Every report on each card, with its source: AMD Radeon AI PRO R9700 32GB · AMD RX 7800 XT 16GB