Model comparison

Qwen3-Coder-30B-A3B-Instruct vs GLM-Z1-32B-0414-uncensored-heretic-v2

At Q4_K_M, Qwen3-Coder-30B-A3B-Instruct is the smaller download — 18,556,689,568 bytes against 19,686,117,248. At long context the gap widens: GLM-Z1-32B-0414-uncensored-heretic-v2's KV cache at 32K is 1.6× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3-Coder-30B-A3B-InstructGLM-Z1-32B-0414-uncensored-heretic-v2
Parameters30.5B32.6B
Architectureqwen3moeglm4
Layers4861
Native context262,14432,768
Mixture of expertsyes, 128 expertsno
Quantizations published469
Smallest quantization7.46 GiB14.80 GiB
Q4_K_M17.28 GiB18.33 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructGLM-Z1-32B-0414-uncensored-heretic-v2Ratio
4,0960.38 GiB0.24 GiB1.57×
8,1920.75 GiB0.48 GiB1.57×
16,3841.50 GiB0.95 GiB1.57×
32,7683.00 GiB1.91 GiB1.57×
65,5366.00 GiB3.81 GiB1.57×
131,07212.00 GiB7.63 GiB1.57×