Model comparison

SmolVLM-Instruct vs Qwen3-4B

At Q4_K_M, SmolVLM-Instruct is the smaller download — 1,112,242,368 bytes against 2,497,280,256. At long context the gap widens: Qwen3-4B'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

SmolVLM-InstructQwen3-4B
Parameters2.2B4.0B
Architecturellamaqwen3
Layers2436
Native context16,38440,960
Mixture of expertsnono
Quantizations published329
Smallest quantization1.04 GiB1.01 GiB
Q4_K_M1.04 GiB2.33 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextSmolVLM-InstructQwen3-4BRatio
4,0960.75 GiB0.56 GiB1.33×
8,1921.50 GiB1.13 GiB1.33×
16,3843.00 GiB2.25 GiB1.33×
32,7686.00 GiB4.50 GiB1.33×
65,53612.00 GiB9.00 GiB1.33×
131,07224.00 GiB18.00 GiB1.33×