Model comparison

Llama-3.1-8B-Instruct-heretic vs Qwen3-8B

At Q4_K_M, Llama-3.1-8B-Instruct-heretic is the smaller download — 4,920,739,808 bytes against 5,027,783,488.

From the file· summed bytes, KV per layer

Side by side

Llama-3.1-8B-Instruct-hereticQwen3-8B
Parameters8.0B8.2B
Architecturellamaqwen3
Layers36
Native context40,960
Mixture of expertsnono
Quantizations published5951
Smallest quantization2.75 GiB2.12 GiB
Q4_K_M4.58 GiB4.68 GiB
Licencellama3.1apache-2.0

KV cache by context

the term that decides long-context viability
ContextLlama-3.1-8B-Instruct-hereticQwen3-8BRatio
4,0960.56 GiB
8,1921.13 GiB
16,3842.25 GiB
32,7684.50 GiB
65,5369.00 GiB
131,07218.00 GiB