Model comparison
medgemma-27b-text-it vs Qwen3.5-9B
At Q4_K_M, Qwen3.5-9B is the smaller download — 5,627,044,256 bytes against 16,546,404,416. At long context the gap widens: Qwen3.5-9B's KV cache at 32K is 3.1× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| medgemma-27b-text-it | Qwen3.5-9B | |
|---|---|---|
| Parameters | 27.0B | 9.7B |
| Architecture | gemma3 | qwen35 |
| Layers | 62 | 32 |
| Native context | 131,072 | 262,144 |
| Mixture of experts | no | no |
| Quantizations published | 24 | 34 |
| Smallest quantization | 6.06 GiB | 2.97 GiB |
| Q4_K_M | 15.41 GiB | 5.24 GiB |
| Licence | other | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | medgemma-27b-text-it | Qwen3.5-9B | Ratio |
|---|---|---|---|
| 4,096 | 0.92 GiB | 0.13 GiB | 7.37× |
| 8,192 | 1.23 GiB | 0.25 GiB | 4.94× |
| 16,384 | 1.86 GiB | 0.50 GiB | 3.72× |
| 32,768 | 3.11 GiB | 1.00 GiB | 3.11× |
| 65,536 | 5.61 GiB | 2.00 GiB | 2.80× |
| 131,072 | 10.61 GiB | 4.00 GiB | 2.65× |