Model comparison
Amaretto-3B vs Llama-3.2-1B-Instruct
At Q4_K_M, Llama-3.2-1B-Instruct is the smaller download — 807,690,688 bytes against 2,146,498,240. At long context the gap widens: Llama-3.2-1B-Instruct's KV cache at 32K is 3.3× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Amaretto-3B | Llama-3.2-1B-Instruct | |
|---|---|---|
| Parameters | 4.3B | 1.2B |
| Architecture | mistral3 | llama |
| Layers | 26 | 16 |
| Native context | 262,144 | 131,072 |
| Mixture of experts | no | no |
| Quantizations published | 36 | 39 |
| Smallest quantization | 0.87 GiB | 0.39 GiB |
| Q4_K_M | 2.00 GiB | 0.75 GiB |
| Licence | apache-2.0 | — |
KV cache by context
the term that decides long-context viability
| Context | Amaretto-3B | Llama-3.2-1B-Instruct | Ratio |
|---|---|---|---|
| 4,096 | 0.41 GiB | 0.13 GiB | 3.25× |
| 8,192 | 0.81 GiB | 0.25 GiB | 3.25× |
| 16,384 | 1.63 GiB | 0.50 GiB | 3.25× |
| 32,768 | 3.25 GiB | 1.00 GiB | 3.25× |
| 65,536 | 6.50 GiB | 2.00 GiB | 3.25× |
| 131,072 | 13.00 GiB | 4.00 GiB | 3.25× |