Model comparison
dolphin-2.6-mixtral-8x7b vs Qwen3.6-27B
At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 26,441,545,664. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 2.0× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| dolphin-2.6-mixtral-8x7b | Qwen3.6-27B | |
|---|---|---|
| Parameters | 46.7B | 27.8B |
| Architecture | llama | qwen35 |
| Layers | 32 | 64 |
| Native context | 32,768 | 262,144 |
| Mixture of experts | yes, 8 experts | no |
| Quantizations published | 43 | 40 |
| Smallest quantization | 9.15 GiB | 8.74 GiB |
| Q4_K_M | 24.63 GiB | 15.41 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | dolphin-2.6-mixtral-8x7b | Qwen3.6-27B | Ratio |
|---|---|---|---|
| 4,096 | 0.50 GiB | 0.25 GiB | 2.00× |
| 8,192 | 1.00 GiB | 0.50 GiB | 2.00× |
| 16,384 | 2.00 GiB | 1.00 GiB | 2.00× |
| 32,768 | 4.00 GiB | 2.00 GiB | 2.00× |
| 65,536 | 8.00 GiB | 4.00 GiB | 2.00× |
| 131,072 | 16.00 GiB | 8.00 GiB | 2.00× |