Model comparison

Qwen3-Coder-30B-A3B-Instruct vs GLM-4.7-Flash-heretic

At Q4_K_M, GLM-4.7-Flash-heretic is the smaller download — 18,540,437,472 bytes against 18,556,689,568. At long context the gap widens: GLM-4.7-Flash-heretic's KV cache at 32K is 1.8× 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-4.7-Flash-heretic
Parameters30.5B29.9B
Architectureqwen3moedeepseek2
Layers4847
Native context262,144202,752
Mixture of expertsyes, 128 expertsyes, 64 experts
Quantizations published4626
Smallest quantization7.46 GiB7.95 GiB
Q4_K_M17.28 GiB17.27 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructGLM-4.7-Flash-hereticRatio
4,0960.38 GiB0.21 GiB1.82×
8,1920.75 GiB0.41 GiB1.82×
16,3841.50 GiB0.83 GiB1.82×
32,7683.00 GiB1.65 GiB1.82×
65,5366.00 GiB3.30 GiB1.82×
131,07212.00 GiB6.61 GiB1.82×