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@@ -50,7 +50,7 @@ python scripts/generate.py --mlx mage-vl-mlx --tokenizer-src mage-vl-mlx \
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  4-bit is recommended for 16GB; 8-bit gives richer output if you have RAM.
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- ## Validation (honest scope)
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  - **Image preprocessing**: bit-exact vs the HF `Qwen2VLImageProcessor` (max_abs_diff 0.0).
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  - **Vision tower**: numerically matches the reference weights end-to-end
 
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  4-bit is recommended for 16GB; 8-bit gives richer output if you have RAM.
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+ ## Validation
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  - **Image preprocessing**: bit-exact vs the HF `Qwen2VLImageProcessor` (max_abs_diff 0.0).
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  - **Vision tower**: numerically matches the reference weights end-to-end