Model comparison

DeepSeek-OCR vs Qwen3-4B

At Q4_K_M, DeepSeek-OCR is the smaller download — 1,950,326,592 bytes against 2,497,280,256. At long context the gap widens: DeepSeek-OCR's KV cache at 32K is 4.8× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

DeepSeek-OCRQwen3-4B
Parameters3.3B4.0B
Architecturedeepseek_vl_v2qwen3
Layers1236
Native context8,19240,960
Mixture of expertsyes, 64 expertsno
Quantizations published1129
Smallest quantization1.54 GiB1.01 GiB
Q4_K_M1.82 GiB2.33 GiB
Licence

KV cache by context

the term that decides long-context viability
ContextDeepSeek-OCRQwen3-4BRatio
4,0960.12 GiB0.56 GiB4.80×
8,1920.23 GiB1.13 GiB4.80×
16,3840.47 GiB2.25 GiB4.80×
32,7680.94 GiB4.50 GiB4.80×
65,5361.88 GiB9.00 GiB4.80×
131,0723.75 GiB18.00 GiB4.80×