Model comparison
Qwen3.6-27B vs LocalAI-functioncall-qwen2.5-7b-v0.5
At Q4_K_M, LocalAI-functioncall-qwen2.5-7b-v0.5 is the smaller download — 4,683,074,048 bytes against 16,547,397,888.
From the file· summed bytes, KV per layer
Side by side
| Qwen3.6-27B | LocalAI-functioncall-qwen2.5-7b-v0.5 | |
|---|---|---|
| Parameters | 27.8B | 7.6B |
| Architecture | qwen35 | qwen2 |
| Layers | 64 | 28 |
| Native context | 262,144 | 32,768 |
| Mixture of experts | no | no |
| Quantizations published | 40 | 1 |
| Smallest quantization | 8.74 GiB | 4.36 GiB |
| Q4_K_M | 15.41 GiB | 4.36 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3.6-27B | LocalAI-functioncall-qwen2.5-7b-v0.5 | Ratio |
|---|---|---|---|
| 4,096 | 0.25 GiB | 0.22 GiB | 1.14× |
| 8,192 | 0.50 GiB | 0.44 GiB | 1.14× |
| 16,384 | 1.00 GiB | 0.88 GiB | 1.14× |
| 32,768 | 2.00 GiB | 1.75 GiB | 1.14× |
| 65,536 | 4.00 GiB | 3.50 GiB | 1.14× |
| 131,072 | 8.00 GiB | 7.00 GiB | 1.14× |