Model comparison
Qwen3.8-27B vs gemma-2-9b-it-bnb-4bit
These two publish different quantization sets; the table below has the exact sizes. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 3.0× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Qwen3.8-27B | gemma-2-9b-it-bnb-4bit | |
|---|---|---|
| Parameters | 27.8B | 9.5B |
| Architecture | qwen35 | gemma2 |
| Layers | 64 | 42 |
| Native context | 262,144 | 8,192 |
| Mixture of experts | no | no |
| Quantizations published | 22 | 1 |
| Smallest quantization | 8.39 GiB | 9.15 GiB |
| Q4_K_M | 15.66 GiB | — |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.8-27B | gemma-2-9b-it-bnb-4bit | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 1.31 GiB | 5.25× |
| 8,192 | 0.50 GiB | 2.05 GiB | 4.10× |
| 16,384 | 1.00 GiB | 3.36 GiB | 3.36× |
| 32,768 | 2.00 GiB | 5.99 GiB | 2.99× |
| 65,536 | 4.00 GiB | 11.24 GiB | 2.81× |
| 131,072 | 8.00 GiB | 21.74 GiB | 2.72× |