Model comparison

GLM-4.7-Flash vs Qwen3.6-27B

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 18,132,721,120. At long context the gap widens: GLM-4.7-Flash's KV cache at 32K is 1.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

GLM-4.7-FlashQwen3.6-27B
Parameters31.2B27.8B
Architecturedeepseek2qwen35
Layers4764
Native context202,752262,144
Mixture of expertsyes, 64 expertsno
Quantizations published2640
Smallest quantization7.76 GiB8.74 GiB
Q4_K_M16.89 GiB15.41 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextGLM-4.7-FlashQwen3.6-27BRatio
4,0960.21 GiB0.25 GiB1.21×
8,1920.41 GiB0.50 GiB1.21×
16,3840.83 GiB1.00 GiB1.21×
32,7681.65 GiB2.00 GiB1.21×
65,5363.30 GiB4.00 GiB1.21×
131,0726.61 GiB8.00 GiB1.21×