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  <div class="model-composition">
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  <h4>Quants Formats</h4>
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  <ul class="composition-list">
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- <li><span class="model-component"><a href="" target="_blank">GGUF</a></span>For use with LLama.cpp & Forks (Soon to be made!)</li>
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- <li><span class="model-component"><a href="" target="_blank">EXL3</a></span>For use with TabbyAPI (coming soon!)</li>
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- <li><span class="model-component"><a href="" target="_blank">FP8</a></span>For use with Aphrodite/VLLM</li>
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  </ul>
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  </div>
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  </div>
 
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  <div class="model-composition">
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  <h4>Quants Formats</h4>
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  <ul class="composition-list">
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+ <li><span class="model-component"><a href="imma stall then " target="_blank">GGUF</a></span>For use with LLama.cpp & Forks (Thank Auri & Bart! <3)</li>
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+ <li><span class="model-component"><a href="https://huggingface.co/ArtusDev/Delta-Vector_Austral-24B-Winton-EXL3" target="_blank">EXL3</a></span>For use with TabbyAPI (Ty Auri and Artus!)</li>
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+ <li><span class="model-component"><a href="https://huggingface.co/ArtusDev/Delta-Vector_Austral-24B-Winton-EXL2" target="_blank">EXL2</a></span>For use with Tabby - Faster on Ampere.</li>
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  </ul>
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  </div>
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  </div>