Model comparison

Qwen3-Coder-30B-A3B-Instruct vs DeepSeek-R1-Distill-Qwen-32B-heretic

At Q4_K_M, Qwen3-Coder-30B-A3B-Instruct is the smaller download — 18,556,689,568 bytes against 19,851,336,352. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 2.7× 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-InstructDeepSeek-R1-Distill-Qwen-32B-heretic
Parameters30.5B32.8B
Architectureqwen3moeqwen2
Layers4864
Native context262,144131,072
Mixture of expertsyes, 128 expertsno
Quantizations published4657
Smallest quantization7.46 GiB6.77 GiB
Q4_K_M17.28 GiB18.49 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructDeepSeek-R1-Distill-Qwen-32B-hereticRatio
4,0960.38 GiB1.00 GiB2.67×
8,1920.75 GiB2.00 GiB2.67×
16,3841.50 GiB4.00 GiB2.67×
32,7683.00 GiB8.00 GiB2.67×
65,5366.00 GiB16.00 GiB2.67×
131,07212.00 GiB32.00 GiB2.67×