Model comparison

Magicoder-S-DS-6.7B vs Qwen3-VL-8B-Instruct-abliterated-v1

At Q4_K_M, Magicoder-S-DS-6.7B is the smaller download — 4,082,886,528 bytes against 5,027,785,792.

From the file· summed bytes, KV per layer

Side by side

Magicoder-S-DS-6.7BQwen3-VL-8B-Instruct-abliterated-v1
Parameters6.7B8.8B
Architecturellamaqwen3vl
Layers32
Native context16,384
Mixture of expertsnono
Quantizations published3348
Smallest quantization1.42 GiB1.97 GiB
Q4_K_M3.80 GiB4.68 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextMagicoder-S-DS-6.7BQwen3-VL-8B-Instruct-abliterated-v1Ratio
4,0962.00 GiB
8,1924.00 GiB
16,3848.00 GiB
32,76816.00 GiB
65,53632.00 GiB
131,07264.00 GiB