Model comparison
gemma-4-E4B-it-ultra-uncensored-heretic vs gemma-4-12B-it
At Q4_K_M, gemma-4-E4B-it-ultra-uncensored-heretic is the smaller download — 5,335,286,336 bytes against 7,121,861,440. At long context the gap widens: gemma-4-E4B-it-ultra-uncensored-heretic's KV cache at 32K is 4.9× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| gemma-4-E4B-it-ultra-uncensored-heretic | gemma-4-12B-it | |
|---|---|---|
| Parameters | 8.0B | 12.0B |
| Architecture | gemma4 | gemma4 |
| Layers | 42 | 48 |
| Native context | 131,072 | 262,144 |
| Mixture of experts | no | no |
| Quantizations published | 24 | 59 |
| Smallest quantization | 4.10 GiB | 3.92 GiB |
| Q4_K_M | 4.97 GiB | 6.63 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | gemma-4-E4B-it-ultra-uncensored-heretic | gemma-4-12B-it | Ratio |
|---|---|---|---|
| 4,096 | 0.12 GiB | 0.72 GiB | 5.84× |
| 8,192 | 0.18 GiB | 0.97 GiB | 5.45× |
| 16,384 | 0.29 GiB | 1.47 GiB | 5.12× |
| 32,768 | 0.51 GiB | 2.47 GiB | 4.88× |
| 65,536 | 0.94 GiB | 4.47 GiB | 4.74× |
| 131,072 | 1.82 GiB | 8.47 GiB | 4.66× |