Model comparison

v6-Finch-7B-HF vs Qwen3-8B

At Q4_K_M, v6-Finch-7B-HF is the smaller download — 4,776,703,776 bytes against 5,027,783,488. At long context the gap widens: Qwen3-8B's KV cache at 32K is 3.6× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

v6-Finch-7B-HFQwen3-8B
Parameters7.6B8.2B
Architecturerwkv6qwen3
Layers3236
Native context40,960
Mixture of expertsnono
Quantizations published2051
Smallest quantization2.81 GiB2.12 GiB
Q4_K_M4.45 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextv6-Finch-7B-HFQwen3-8BRatio
4,0962.00 GiB0.56 GiB3.56×
8,1924.00 GiB1.13 GiB3.56×
16,3848.00 GiB2.25 GiB3.56×
32,76816.00 GiB4.50 GiB3.56×
65,53632.00 GiB9.00 GiB3.56×
131,07264.00 GiB18.00 GiB3.56×