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-Flash | Solar-Open2-250B | |
|---|---|---|
| Parameters | 291B | 250B |
| Architecture | deepseek4 | solar-open2 |
| Layers | 43 | 48 |
| Native context | 1,048,576 | 1,048,576 |
| Mixture of experts | yes, 256 experts | yes, 320 experts |
| Quantizations published | 12 | 13 |
| Smallest quantization | 76.87 GiB | 52.67 GiB |
| Q4_K_M | — | 141.39 GiB |
| Licence | mit | other |
KV cache by context
the term that decides long-context viability
| Context | DeepSeek-V4-Flash | Solar-Open2-250B | Ratio |
|---|---|---|---|
| 4,096 | 0.06 GiB | 0.75 GiB | 11.91× |
| 8,192 | 0.06 GiB | 1.50 GiB | 23.81× |
| 16,384 | 0.06 GiB | 3.00 GiB | 47.63× |
| 32,768 | 0.06 GiB | 6.00 GiB | 95.26× |
| 65,536 | 0.06 GiB | 12.00 GiB | 190.51× |
| 131,072 | 0.06 GiB | 24.00 GiB | 381.02× |