How we got this number
Each generated token reads the whole model from memory once: 7.6 GB. The Beelink SER7 (Ryzen 7 7840HS, 32GB) moves 89.6 GB/s, so the ceiling is 12 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 Gemma 4 12B
Other models on the Beelink SER7 (Ryzen 7 7840HS, 32GB)
| lfm 2.5 8B (A1B) | Fast | 44 tok/s |
| minicpm v4.6 1B | Fast | 34 tok/s |
| Gemma 2 2B | Fast | 34 tok/s |
| codeGemma 2B | Fast | 34 tok/s |
| Gemma 2B | Fast | 32 tok/s |
| smollm 2 1.7B | Fast | 30 tok/s |