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--- |
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base_model: |
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- mistralai/Pixtral-12B-2409 |
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- TheDrummer/UnslopNemo-12B-v3 |
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base_model_relation: merge |
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library_name: transformers |
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tags: |
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- mergekit |
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- merge |
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- multimodal |
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- mistral |
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- pixtral |
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language: |
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- en |
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- fr |
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- de |
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- es |
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- it |
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- pt |
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- ru |
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- zh |
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- ja |
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license: other |
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pipeline_tag: image-text-to-text |
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--- |
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# Razorback 12B v0.2 |
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#### UnslopNemo with Vision! |
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<img src="https://huggingface.co/nintwentydo/Razorback-12B-v0.1/resolve/main/razorback.jpg" style="width: 100%; max-width:700px"></img> |
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A more robust attempt at merging TheDrummer's UnslopNemo v3 into Pixtral 12B. |
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Has been really stable in my testing so far. Needs more testing to see what samplers it does/doesn't like. |
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Seems to be the best of both worlds - less sloppy, more engaging content and decent intelligence / visual understanding. |
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## Merging Approach |
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First, I loaded up Pixtral 12B Base and Mistral Nemo Base to compare their parameter differences. |
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Looking at the L2 norm / relative difference values I was able to isolate which parts of Pixtral 12B are a significant deviation from Mistral Nemo. |
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Because while the language model architecture is the same between the two, a lot of vision understanding has been trained into Pixtral's language model and can break very easily. |
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Then I calculated merging weights for each parameter using an exponential falloff. The smaller the difference, the higher the weight. |
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Applied this recipe to Pixtral Instruct (Pixtral-12B-2409) and TheDrummer's UnslopNemo-12B-v3. The goal is to infuse as much Drummer goodness without breaking vision input. And it looks like it's worked! |
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## Usage |
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Needs more testing to identify best sampling params, but so far just using ~0.7 temp + 0.03 min p has been rock solid. |
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Use the included chat template (Mistral). No chatml support yet. |
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## Credits |
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- Mistral for [mistralai/Pixtral-12B-2409](https://huggingface.co/mistralai/Pixtral-12B-2409) |
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- Unsloth for [unsloth/Pixtral-12B-2409](https://huggingface.co/unsloth/Pixtral-12B-2409) transformers conversion |
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- TheDrummer for [TheDrummer/UnslopNemo-12B-v3](https://huggingface.co/TheDrummer/UnslopNemo-12B-v3) |