Model comparison

Imp-RPG.System-1B vs Llama-3.2-1B-Instruct

At Q4_K_M, Llama-3.2-1B-Instruct is the smaller download — 807,690,688 bytes against 955,442,176.

From the file· summed bytes, KV per layer

Side by side

Imp-RPG.System-1BLlama-3.2-1B-Instruct
Parameters1.5B1.2B
Architecturellamallama
Layers1616
Native context131,072131,072
Mixture of expertsnono
Quantizations published3639
Smallest quantization0.45 GiB0.39 GiB
Q4_K_M0.89 GiB0.75 GiB
Licencellama3.2

KV cache by context

the term that decides long-context viability
ContextImp-RPG.System-1BLlama-3.2-1B-InstructRatio
4,0960.13 GiB0.13 GiB1.00×
8,1920.25 GiB0.25 GiB1.00×
16,3840.50 GiB0.50 GiB1.00×
32,7681.00 GiB1.00 GiB1.00×
65,5362.00 GiB2.00 GiB1.00×
131,0724.00 GiB4.00 GiB1.00×
Imp-RPG.System-1B vs Llama-3.2-1B-Instruct — size, memory and hardware fit — ossmodeldb