Model comparison

Llama-3.2-8X3B-GATED-MOE-Reasoning-Dark-Champion-Instruct-uncensored-abliterated-18.4B vs gemma-4-E4B-it

At Q4_K_M, gemma-4-E4B-it is the smaller download — 4,977,171,584 bytes against 11,408,360,768.

From the file· summed bytes, KV per layer

Side by side

Llama-3.2-8X3B-GATED-MOE-Reasoning-Dark-Champion-Instruct-uncensored-abliterated-18.4Bgemma-4-E4B-it
Parameters18.4B8.0B
Architecturellamagemma4
Layers42
Native context131,072
Mixture of expertsnono
Quantizations published1136
Smallest quantization6.65 GiB3.30 GiB
Q4_K_M10.62 GiB4.64 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextLlama-3.2-8X3B-GATED-MOE-Reasoning-Dark-Champion-Instruct-uncensored-abliterated-18.4Bgemma-4-E4B-itRatio
4,0960.12 GiB
8,1920.18 GiB
16,3840.29 GiB
32,7680.51 GiB
65,5360.94 GiB
131,0721.82 GiB