Model comparison

Qwen3.8-27B vs ERNIE-21B-A3B-Claude-4.5-High-OPUS-Thinking

At Q4_K_M, ERNIE-21B-A3B-Claude-4.5-High-OPUS-Thinking is the smaller download — 13,245,832,896 bytes against 16,810,714,336.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27BERNIE-21B-A3B-Claude-4.5-High-OPUS-Thinking
Parameters27.8B21.8B
Architectureqwen35ernie4_5-moe
Layers6428
Native context262,144131,072
Mixture of expertsnono
Quantizations published2234
Smallest quantization8.39 GiB4.17 GiB
Q4_K_M15.66 GiB12.34 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27BERNIE-21B-A3B-Claude-4.5-High-OPUS-ThinkingRatio
4,0960.25 GiB0.22 GiB1.14×
8,1920.50 GiB0.44 GiB1.14×
16,3841.00 GiB0.88 GiB1.14×
32,7682.00 GiB1.75 GiB1.14×
65,5364.00 GiB3.50 GiB1.14×
131,0728.00 GiB7.00 GiB1.14×