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@@ -308,6 +308,18 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
   <a href="../../docs/dataset_loading.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Dataset Loading</span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../docs/qat.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text">Quantization Aware Training (QAT)</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../docs/quantize.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text">Quantization with torchao</span></a>
+  </div>
 </li>
       </ul>
   </li>
@@ -579,6 +591,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
 <td><a href="../../docs/api/cli.cloud.modal_.html#axolotl.cli.cloud.modal_">cli.cloud.modal_</a></td>
 <td>Modal Cloud support from CLI</td>
 </tr>
+<tr class="even">
+<td><a href="../../docs/api/cli.quantize.html#axolotl.cli.quantize">cli.quantize</a></td>
+<td>CLI to post-training quantize a model using torchao</td>
+</tr>
 </tbody>
 </table>
 </section>
@@ -963,6 +979,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
 <td><a href="../../docs/api/utils.data.sft.html#axolotl.utils.data.sft">utils.data.sft</a></td>
 <td>data handling specific to SFT</td>
 </tr>
+<tr class="even">
+<td><a href="../../docs/api/utils.quantization.html#axolotl.utils.quantization">utils.quantization</a></td>
+<td>Utilities for quantization including QAT and PTQ using torchao.</td>
+</tr>
 </tbody>
 </table>
 </section>
@@ -1135,6 +1155,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
 <td><a href="../../docs/api/utils.callbacks.comet_.html#axolotl.utils.callbacks.comet_">utils.callbacks.comet_</a></td>
 <td>Comet module for trainer callbacks</td>
 </tr>
+<tr class="even">
+<td><a href="../../docs/api/utils.callbacks.qat.html#axolotl.utils.callbacks.qat">utils.callbacks.qat</a></td>
+<td>QAT Callback for HF Causal Trainer</td>
+</tr>
 </tbody>
 </table>