Model comparison

Qwen2.5-Coder-7B-Instruct vs Qwen3-8B

At Q4_K_M, Qwen2.5-Coder-7B-Instruct is the smaller download — 4,683,074,048 bytes against 5,027,783,488. At long context the gap widens: Qwen2.5-Coder-7B-Instruct's KV cache at 32K is 2.6× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen2.5-Coder-7B-InstructQwen3-8B
Parameters7.6B8.2B
Architectureqwen2qwen3
Layers2836
Native context32,76840,960
Mixture of expertsnono
Quantizations published3251
Smallest quantization2.59 GiB2.12 GiB
Q4_K_M4.36 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen2.5-Coder-7B-InstructQwen3-8BRatio
4,0960.22 GiB0.56 GiB2.57×
8,1920.44 GiB1.13 GiB2.57×
16,3840.88 GiB2.25 GiB2.57×
32,7681.75 GiB4.50 GiB2.57×
65,5363.50 GiB9.00 GiB2.57×
131,0727.00 GiB18.00 GiB2.57×