Model comparison

GLM-4.6V-Flash vs Qwen3-30B-A3B-Thinking-2507

At Q4_K_M, GLM-4.6V-Flash is the smaller download — 6,166,577,888 bytes against 18,556,685,824. At long context the gap widens: GLM-4.6V-Flash's KV cache at 32K is 2.4× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

GLM-4.6V-FlashQwen3-30B-A3B-Thinking-2507
Parameters10.3B30.5B
Architectureglm4qwen3moe
Layers4048
Native context131,072262,144
Mixture of expertsnoyes, 128 experts
Quantizations published4751
Smallest quantization2.98 GiB7.05 GiB
Q4_K_M5.74 GiB17.28 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
ContextGLM-4.6V-FlashQwen3-30B-A3B-Thinking-2507Ratio
4,0960.16 GiB0.38 GiB2.40×
8,1920.31 GiB0.75 GiB2.40×
16,3840.63 GiB1.50 GiB2.40×
32,7681.25 GiB3.00 GiB2.40×
65,5362.50 GiB6.00 GiB2.40×
131,0725.00 GiB12.00 GiB2.40×