Model comparison

Llama-3.2-3B-Instruct-uncensored vs Qwen3-4B

At Q4_K_M, Llama-3.2-3B-Instruct-uncensored is the smaller download — 2,241,003,904 bytes against 2,497,280,256. At long context the gap widens: Llama-3.2-3B-Instruct-uncensored's KV cache at 32K is 1.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Llama-3.2-3B-Instruct-uncensoredQwen3-4B
Parameters3.6B4.0B
Architecturellamaqwen3
Layers2836
Native context131,07240,960
Mixture of expertsnono
Quantizations published3529
Smallest quantization1.39 GiB1.01 GiB
Q4_K_M2.09 GiB2.33 GiB
Licence

KV cache by context

the term that decides long-context viability
ContextLlama-3.2-3B-Instruct-uncensoredQwen3-4BRatio
4,0960.44 GiB0.56 GiB1.29×
8,1920.88 GiB1.13 GiB1.29×
16,3841.75 GiB2.25 GiB1.29×
32,7683.50 GiB4.50 GiB1.29×
65,5367.00 GiB9.00 GiB1.29×
131,07214.00 GiB18.00 GiB1.29×