Model comparison

Qwen3-Coder-30B-A3B-Instruct vs GLM-Z1-Rumination-32B-0414

At Q4_K_M, Qwen3-Coder-30B-A3B-Instruct is the smaller download — 18,556,689,568 bytes against 20,040,332,576. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 2.5× 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-Rumination-32B-0414
Parameters30.5B33.1B
Architectureqwen3moeglm4
Layers4861
Native context262,144131,072
Mixture of expertsyes, 128 expertsno
Quantizations published4629
Smallest quantization7.46 GiB9.45 GiB
Q4_K_M17.28 GiB18.66 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructGLM-Z1-Rumination-32B-0414Ratio
4,0960.38 GiB0.95 GiB2.54×
8,1920.75 GiB1.91 GiB2.54×
16,3841.50 GiB3.81 GiB2.54×
32,7683.00 GiB7.63 GiB2.54×
65,5366.00 GiB15.25 GiB2.54×
131,07212.00 GiB30.50 GiB2.54×