---
base_model: mistralai/Magistral-Small-2509
base_model_relation: quantized
quantized_by: ArtusDev
language:
- en
- fr
- de
- es
- pt
- it
- ja
- ko
- ru
- zh
- ar
- fa
- id
- ms
- ne
- pl
- ro
- sr
- sv
- tr
- uk
- vi
- hi
- bn
license: apache-2.0
tags:
- vllm
- mistral-common
- exl3
---
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</style>

<div class="container-dark">

  <div class="card-dark card-dark-title">
    <h1>ArtusDev/mistralai_Magistral-Small-2509-EXL3</h1>
    <p class="subtitle">
      EXL3 quants of <a href="https://huggingface.co/mistralai/Magistral-Small-2509" target="_blank">mistralai/Magistral-Small-2509</a> using <a href="https://github.com/turboderp-org/exllamav3/" target="_blank">exllamav3</a> for quantization.
    </p>
    <p class="subtitle">
      Based on the HF conversion of the base Magistral model by <a href="https://huggingface.co/unsloth" target="_blank">@unsloth</a>: <a href="https://huggingface.co/unsloth/Magistral-Small-2509" target="_blank">unsloth/Magistral-Small-2509</a>.
    </p>
  </div>

  <div class="card-dark">
    <h2>Quants</h2>
    <table class="styled-table">
      <thead>
        <tr>
          <th>Quant</th>
          <th>BPW</th>
          <th>Head Bits</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/2.5bpw_H6" target="_blank">2.5_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/2.5bpw_H6" target="_blank">2.5</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/2.5bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.0bpw_H6" target="_blank">3.0_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.0bpw_H6" target="_blank">3.0</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.0bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.5bpw_H6" target="_blank">3.5_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.5bpw_H6" target="_blank">3.5</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/3.5bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.0bpw_H6" target="_blank">4.0_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.0bpw_H6" target="_blank">4.0</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.0bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.5bpw_H6" target="_blank">4.5_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.5bpw_H6" target="_blank">4.5</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/4.5bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/5.0bpw_H6" target="_blank">5.0_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/5.0bpw_H6" target="_blank">5.0</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/5.0bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/6.0bpw_H6" target="_blank">6.0_H6</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/6.0bpw_H6" target="_blank">6.0</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/6.0bpw_H6" target="_blank">6</a></td>
        </tr>
        <tr>
          <td><a href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/8.0bpw_H8" target="_blank">8.0_H8</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/8.0bpw_H8" target="_blank">8.0</a></td>
          <td><a class="fake-link" href="https://huggingface.co/ArtusDev/mistralai_Magistral-Small-2509-EXL3/tree/8.0bpw_H8" target="_blank">8</a></td>
        </tr>
      </tbody>
    </table>
  </div>

  <div class="card-dark">
    <h2>How to Download and Use Quants</h2>
    <p>You can download quants by targeting specific size using the Hugging Face CLI.</p>
    <details>
      <summary>Click for download commands</summary>
      <div class="details-content">
        <b>1. Install huggingface-cli:</b>
         <pre><code>pip install -U "huggingface_hub[cli]"</code></pre>
        <b>2. Download a specific quant:</b>
         <pre><code>huggingface-cli download ArtusDev/mistralai_Magistral-Small-2509-EXL3 --revision "5.0bpw_H6" --local-dir ./</code></pre>
      </div>
    </details>
    <p>EXL3 quants can be run with any inference client that supports EXL3, such as <a href="https://github.com/theroyallab/tabbyapi" target="_blank"><b>TabbyAPI</b></a>. Refer to <a href="https://github.com/theroyallab/tabbyAPI/wiki/01.-Getting-Started" target="_blank">documentation</a> for set up instructions.</p>
  </div>

  <div class="card-dark">
    <h2>Quant Requests</h2>
    <div style="text-align: center; margin-top: 25px;">
      <a href="https://huggingface.co/ArtusDev/requests-exl/discussions/new?title=[MODEL_NAME_HERE]&description=[MODEL_HF_LINK_HERE]" class="btn-purple" target="_blank">Request EXL3 Quants</a>
    </div>
    <p class="subtitle">
      See <a href="https://huggingface.co/ArtusDev/requests-exl" target="_blank">EXL community hub</a> for request guidelines.
    </p>
  </div>

</div>