Model comparison

DeepSeek-V4-Flash vs Solar-Open2-250B

These two publish different quantization sets; the table below has the exact sizes. At long context the gap widens: DeepSeek-V4-Flash's KV cache at 32K is 95.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

DeepSeek-V4-FlashSolar-Open2-250B
Parameters291B250B
Architecturedeepseek4solar-open2
Layers4348
Native context1,048,5761,048,576
Mixture of expertsyes, 256 expertsyes, 320 experts
Quantizations published1213
Smallest quantization76.87 GiB52.67 GiB
Q4_K_M141.39 GiB
Licencemitother

KV cache by context

the term that decides long-context viability
ContextDeepSeek-V4-FlashSolar-Open2-250BRatio
4,0960.06 GiB0.75 GiB11.91×
8,1920.06 GiB1.50 GiB23.81×
16,3840.06 GiB3.00 GiB47.63×
32,7680.06 GiB6.00 GiB95.26×
65,5360.06 GiB12.00 GiB190.51×
131,0720.06 GiB24.00 GiB381.02×