Model comparison

AstraGPTCoder-7B vs Qwen3-4B

At Q4_K_M, Qwen3-4B is the smaller download — 2,497,280,256 bytes against 4,683,074,784. At long context the gap widens: AstraGPTCoder-7B'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

AstraGPTCoder-7BQwen3-4B
Parameters7.6B4.0B
Architectureqwen2qwen3
Layers2836
Native context32,76840,960
Mixture of expertsnono
Quantizations published3629
Smallest quantization1.77 GiB1.01 GiB
Q4_K_M4.36 GiB2.33 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextAstraGPTCoder-7BQwen3-4BRatio
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×