Model comparison
octo-net vs Qwen3-VL-8B-Instruct-abliterated-v1
At Q4_K_M, octo-net is the smaller download — 2,393,231,136 bytes against 5,027,785,792.
From the file· summed bytes, KV per layer
Side by side
| octo-net | Qwen3-VL-8B-Instruct-abliterated-v1 | |
|---|---|---|
| Parameters | 3.8B | 8.8B |
| Architecture | phi3 | qwen3vl |
| Layers | 32 | — |
| Native context | 131,072 | — |
| Mixture of experts | no | no |
| Quantizations published | 18 | 48 |
| Smallest quantization | 1.32 GiB | 1.97 GiB |
| Q4_K_M | 2.23 GiB | 4.68 GiB |
| Licence | cc-by-nc-4.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | octo-net | Qwen3-VL-8B-Instruct-abliterated-v1 | Ratio |
|---|---|---|---|
| 4,096 | 1.50 GiB | — | — |
| 8,192 | 3.00 GiB | — | — |
| 16,384 | 6.00 GiB | — | — |
| 32,768 | 12.00 GiB | — | — |
| 65,536 | 24.00 GiB | — | — |
| 131,072 | 48.00 GiB | — | — |