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  <h2 style="margin-top: 0rem;">Kimi K2.5 Usage Guidelines</h2>
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  </div>
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- - No vision support at the moment.
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  - It is recommended to have at least 240GB unified memory or RAM/VRAM to run the small quants. With 16GB VRAM and 256 RAM, expect 5+ tokens/sec.
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  - For best results, use any 2-bit XL quant or above (requires >380GB unified memory /combined RAM + VRAM).
 
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  - To run the model in **full precision**, you can use the 4-bit or 5-bit quants. You can use any higher just to be safe.
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  - For complete detailed instructions (sampling parameters etc.), see our guide: [docs.unsloth.ai/models/kimi-k2.5](https://docs.unsloth.ai/models/kimi-k2.5)
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  <h2 style="margin-top: 0rem;">Kimi K2.5 Usage Guidelines</h2>
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  </div>
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  - It is recommended to have at least 240GB unified memory or RAM/VRAM to run the small quants. With 16GB VRAM and 256 RAM, expect 5+ tokens/sec.
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  - For best results, use any 2-bit XL quant or above (requires >380GB unified memory /combined RAM + VRAM).
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+ - No vision support at the moment.
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  - To run the model in **full precision**, you can use the 4-bit or 5-bit quants. You can use any higher just to be safe.
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  - For complete detailed instructions (sampling parameters etc.), see our guide: [docs.unsloth.ai/models/kimi-k2.5](https://docs.unsloth.ai/models/kimi-k2.5)
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