Model comparison

Qwen3-Coder-30B-A3B-Instruct vs Llama3.2-30B-A3B-II-Dark-Champion-INSTRUCT-Heretic-Abliterated-Uncensored

At Q4_K_M, Llama3.2-30B-A3B-II-Dark-Champion-INSTRUCT-Heretic-Abliterated-Uncensored is the smaller download — 18,366,980,192 bytes against 18,556,689,568. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 2.0× 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-InstructLlama3.2-30B-A3B-II-Dark-Champion-INSTRUCT-Heretic-Abliterated-Uncensored
Parameters30.5B30.0B
Architectureqwen3moellama
Layers4847
Native context262,144131,072
Mixture of expertsyes, 128 expertsyes, 8 experts
Quantizations published4634
Smallest quantization7.46 GiB6.07 GiB
Q4_K_M17.28 GiB17.11 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructLlama3.2-30B-A3B-II-Dark-Champion-INSTRUCT-Heretic-Abliterated-UncensoredRatio
4,0960.38 GiB0.73 GiB1.96×
8,1920.75 GiB1.47 GiB1.96×
16,3841.50 GiB2.94 GiB1.96×
32,7683.00 GiB5.88 GiB1.96×
65,5366.00 GiB11.75 GiB1.96×
131,07212.00 GiB23.50 GiB1.96×