Model comparison
DeepSeek-V4-Flash vs r1-1776
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 34.0× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| DeepSeek-V4-Flash | r1-1776 | |
|---|---|---|
| Parameters | 291B | 671B |
| Architecture | deepseek4 | deepseek2 |
| Layers | 43 | 61 |
| Native context | 1,048,576 | 163,840 |
| Mixture of experts | yes, 256 experts | yes, 256 experts |
| Quantizations published | 12 | 35 |
| Smallest quantization | 76.87 GiB | 138.66 GiB |
| Q4_K_M | — | 376.65 GiB |
| Licence | mit | mit |
KV cache by context
the term that decides long-context viability
| Context | DeepSeek-V4-Flash | r1-1776 | Ratio |
|---|---|---|---|
| 4,096 | 0.06 GiB | 0.27 GiB | 4.26× |
| 8,192 | 0.06 GiB | 0.54 GiB | 8.51× |
| 16,384 | 0.06 GiB | 1.07 GiB | 17.02× |
| 32,768 | 0.06 GiB | 2.14 GiB | 34.05× |
| 65,536 | 0.06 GiB | 4.29 GiB | 68.09× |
| 131,072 | 0.06 GiB | 8.58 GiB | 136.19× |