Model comparison

Qwopus3.6-27B-v2-MTP-GGUF vs Qwen3-30B-A3B-Thinking-2507

At Q4_K_M, Qwopus3.6-27B-v2-MTP-GGUF is the smaller download — 9,374,507,456 bytes against 18,556,685,824.

From the file· summed bytes, KV per layer

Side by side

Qwopus3.6-27B-v2-MTP-GGUFQwen3-30B-A3B-Thinking-2507
Parameters27.3B30.5B
Architectureqwen35qwen3moe
Layers48
Native context262,144
Mixture of expertsnoyes, 128 experts
Quantizations published451
Smallest quantization8.73 GiB7.05 GiB
Q4_K_M8.73 GiB17.28 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwopus3.6-27B-v2-MTP-GGUFQwen3-30B-A3B-Thinking-2507Ratio
4,0960.38 GiB
8,1920.75 GiB
16,3841.50 GiB
32,7683.00 GiB
65,5366.00 GiB
131,07212.00 GiB