Model comparison

Total04-DeepSeek-R1-Distill-Llama-70B-heretic vs Qwen3.8-27B

These two publish different quantization sets; the table below has the exact sizes.

From the file· summed bytes, KV per layer

Side by side

Total04-DeepSeek-R1-Distill-Llama-70B-hereticQwen3.8-27B
Parameters70.6B27.8B
Architecturellamaqwen35
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published4622
Smallest quantization14.29 GiB8.39 GiB
Q4_K_M15.66 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
ContextTotal04-DeepSeek-R1-Distill-Llama-70B-hereticQwen3.8-27BRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB