Model comparison

Nemotron-Cascade-2-30B-A3B vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, Qwen3-Coder-30B-A3B-Instruct is the smaller download — 18,556,689,568 bytes against 24,725,740,992. At long context the gap widens: Nemotron-Cascade-2-30B-A3B'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

Nemotron-Cascade-2-30B-A3BQwen3-Coder-30B-A3B-Instruct
Parameters31.6B30.5B
Architecturenemotron_h_moeqwen3moe
Layers5248
Native context262,144262,144
Mixture of expertsyes, 128 expertsyes, 128 experts
Quantizations published4946
Smallest quantization16.64 GiB7.46 GiB
Q4_K_M23.03 GiB17.28 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextNemotron-Cascade-2-30B-A3BQwen3-Coder-30B-A3B-InstructRatio
4,0960.20 GiB0.38 GiB1.85×
8,1920.41 GiB0.75 GiB1.85×
16,3840.81 GiB1.50 GiB1.85×
32,7681.63 GiB3.00 GiB1.85×
65,5363.25 GiB6.00 GiB1.85×
131,0726.50 GiB12.00 GiB1.85×