Model comparison

meta-llama-3.1-8b-unsloth-bnb-4bit vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, meta-llama-3.1-8b-unsloth-bnb-4bit is the smaller download — 4,920,734,080 bytes against 18,556,689,568. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 1.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

meta-llama-3.1-8b-unsloth-bnb-4bitQwen3-Coder-30B-A3B-Instruct
Parameters8.2B30.5B
Architecturellamaqwen3moe
Layers3248
Native context131,072262,144
Mixture of expertsnoyes, 128 experts
Quantizations published246
Smallest quantization4.58 GiB7.46 GiB
Q4_K_M4.58 GiB17.28 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextmeta-llama-3.1-8b-unsloth-bnb-4bitQwen3-Coder-30B-A3B-InstructRatio
4,0960.50 GiB0.38 GiB1.33×
8,1921.00 GiB0.75 GiB1.33×
16,3842.00 GiB1.50 GiB1.33×
32,7684.00 GiB3.00 GiB1.33×
65,5368.00 GiB6.00 GiB1.33×
131,07216.00 GiB12.00 GiB1.33×