How we got this number
Each generated token reads the whole model from memory once: 3.2 GB. The Beelink SER7 (Ryzen 7 7840HS, 32GB) moves 89.6 GB/s, so the ceiling is 28 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-VL 3B
Other models on the Beelink SER7 (Ryzen 7 7840HS, 32GB)
| Qwen3.5 0.8B | Fast | 54 tok/s |
| DeepSeek-R1 1.5B | Fast | 49 tok/s |
| Qwen 1.8B | Fast | 49 tok/s |
| lfm 2.5 8B (A1B) | Fast | 44 tok/s |
| Llama 3.2 1B | Fast | 41 tok/s |
| Qwen 3 1.7B | Fast | 38 tok/s |