How we got this number
Each generated token reads the whole model from memory once: 4.7 GB. The GEEKOM A6 (Ryzen 7 6800H, 32GB) moves 76.8 GB/s, so the ceiling is 16 tokens/sec. Real machines reach a fraction of that ceiling; we use 60%, an assumption until we get measured runs for this kind of machine. Send us your real numbers and we'll replace the estimate.
Faster machines for Qwen2.5 Coder 7B
Other models on the GEEKOM A6 (Ryzen 7 6800H, 32GB)
| Qwen3.5 0.8B | Fast | 46 tok/s |
| DeepSeek-R1 1.5B | Fast | 42 tok/s |
| Qwen 1.8B | Fast | 42 tok/s |
| lfm 2.5 8B (A1B) | Fast | 38 tok/s |
| Llama 3.2 1B | Fast | 35 tok/s |
| Qwen 3 1.7B | Fast | 33 tok/s |