Model comparison

deepseek-llm-7b-chat vs Qwen3-8B

At Q4_K_M, deepseek-llm-7b-chat is the smaller download — 4,223,768,032 bytes against 5,027,783,488. At long context the gap widens: Qwen3-8B'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

deepseek-llm-7b-chatQwen3-8B
Parameters6.9B8.2B
Architecturellamaqwen3
Layers3036
Native context4,09640,960
Mixture of expertsnono
Quantizations published2451
Smallest quantization2.53 GiB2.12 GiB
Q4_K_M3.93 GiB4.68 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
Contextdeepseek-llm-7b-chatQwen3-8BRatio
4,0961.88 GiB0.56 GiB3.33×
8,1923.75 GiB1.13 GiB3.33×
16,3847.50 GiB2.25 GiB3.33×
32,76815.00 GiB4.50 GiB3.33×
65,53630.00 GiB9.00 GiB3.33×
131,07260.00 GiB18.00 GiB3.33×