Model comparison
Qwen3.8-27B vs Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored
At Q4_K_M, Qwen3.8-27B is the smaller download — 16,810,714,336 bytes against 20,414,848,064. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 2.2× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Qwen3.8-27B | Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored | |
|---|---|---|
| Parameters | 27.8B | 33.6B |
| Architecture | qwen35 | qwen3moe |
| Layers | 64 | 36 |
| Native context | 262,144 | 262,144 |
| Mixture of experts | no | yes, 12 experts |
| Quantizations published | 22 | 39 |
| Smallest quantization | 8.39 GiB | 6.50 GiB |
| Q4_K_M | 15.66 GiB | 19.01 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.8-27B | Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 0.56 GiB | 2.25× |
| 8,192 | 0.50 GiB | 1.13 GiB | 2.25× |
| 16,384 | 1.00 GiB | 2.25 GiB | 2.25× |
| 32,768 | 2.00 GiB | 4.50 GiB | 2.25× |
| 65,536 | 4.00 GiB | 9.00 GiB | 2.25× |
| 131,072 | 8.00 GiB | 18.00 GiB | 2.25× |