Model comparison

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

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

GLM-Z1-Rumination-32B-0414Qwen3-Coder-30B-A3B-Instruct
Parameters33.1B30.5B
Architectureglm4qwen3moe
Layers6148
Native context131,072262,144
Mixture of expertsnoyes, 128 experts
Quantizations published2946
Smallest quantization9.45 GiB7.46 GiB
Q4_K_M18.66 GiB17.28 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
ContextGLM-Z1-Rumination-32B-0414Qwen3-Coder-30B-A3B-InstructRatio
4,0960.95 GiB0.38 GiB2.54×
8,1921.91 GiB0.75 GiB2.54×
16,3843.81 GiB1.50 GiB2.54×
32,7687.63 GiB3.00 GiB2.54×
65,53615.25 GiB6.00 GiB2.54×
131,07230.50 GiB12.00 GiB2.54×