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Deci-AI
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super-gradients
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#572 new generated docs

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-  <title>Python Module Index &mdash; SuperGradients 1.0 documentation</title>
 
+  <title>Python Module Index &mdash; SuperGradients 3.0.3 documentation</title>
 
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-              <p class="caption"><span class="caption-text">Welcome To SuperGradients</span></p>
 
+              <p class="caption" role="heading"><span class="caption-text">Welcome To SuperGradients</span></p>
 
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-<li class="toctree-l1"><a class="reference internal" href="welcome.html">Fill our 4-question quick survey! We will raffle free SuperGradients swag between those who will participate -&gt; Fill Survey</a></li>
 
-<li class="toctree-l1"><a class="reference internal" href="welcome.html#supergradients">SuperGradients</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html">Version 3 is out! Notebooks have been updated!</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#build-with-supergradients">Build with SuperGradients</a></li>
 
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+<li class="toctree-l1"><a class="reference internal" href="welcome.html#table-of-content">Table of Content</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#getting-started">Getting Started</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#advanced-features">Advanced Features</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#installation-methods">Installation Methods</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#implemented-model-architectures">Implemented Model Architectures</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#documentation">Documentation</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#contributing">Contributing</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#citation">Citation</a></li>
 
+<li class="toctree-l1"><a class="reference internal" href="welcome.html#community">Community</a></li>
 
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+<li class="toctree-l1"><a class="reference internal" href="welcome.html#deci-platform">Deci Platform</a></li>
 
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-<p class="caption"><span class="caption-text">Technical Documentation</span></p>
 
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 <ul>
 
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 <li class="toctree-l1"><a class="reference internal" href="super_gradients.common.html">Common package</a></li>
 
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 <li class="toctree-l1"><a class="reference internal" href="super_gradients.training.html">Training package</a></li>
 
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-<p class="caption"><span class="caption-text">User Guide</span></p>
 
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-<li class="toctree-l1"><a class="reference internal" href="user_guide.html#how-to-reproduce-our-training-recipes">How To Reproduce Our Training Recipes</a></li>
 
-<li class="toctree-l1"><a class="reference internal" href="user_guide.html#professional-tools-integration">Professional Tools Integration</a></li>
 
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-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.datasets.segmentation_datasets.html#module-super_gradients.training.datasets.segmentation_datasets.coco_segmentation"><code class="xref">super_gradients.training.datasets.segmentation_datasets.coco_segmentation</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.datasets.segmentation_datasets.html#module-super_gradients.training.datasets.segmentation_datasets.pascal_aug_segmentation"><code class="xref">super_gradients.training.datasets.segmentation_datasets.pascal_aug_segmentation</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.datasets.segmentation_datasets.html#module-super_gradients.training.datasets.segmentation_datasets.pascal_voc_segmentation"><code class="xref">super_gradients.training.datasets.segmentation_datasets.pascal_voc_segmentation</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.datasets.segmentation_datasets.html#module-super_gradients.training.datasets.segmentation_datasets.segmentation_dataset"><code class="xref">super_gradients.training.datasets.segmentation_datasets.segmentation_dataset</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.datasets.html#module-super_gradients.training.datasets.sg_dataset"><code class="xref">super_gradients.training.datasets.sg_dataset</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.exceptions.html#module-super_gradients.training.exceptions"><code class="xref">super_gradients.training.exceptions</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.exceptions.html#module-super_gradients.training.exceptions.dataset_exceptions"><code class="xref">super_gradients.training.exceptions.dataset_exceptions</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.exceptions.html#module-super_gradients.training.exceptions.sg_model_exceptions"><code class="xref">super_gradients.training.exceptions.sg_model_exceptions</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.legacy.html#module-super_gradients.training.legacy"><code class="xref">super_gradients.training.legacy</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.legacy.html#module-super_gradients.training.legacy.utils"><code class="xref">super_gradients.training.legacy.utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses"><code class="xref">super_gradients.training.losses</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.all_losses"><code class="xref">super_gradients.training.losses.all_losses</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.ddrnet_loss"><code class="xref">super_gradients.training.losses.ddrnet_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.focal_loss"><code class="xref">super_gradients.training.losses.focal_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.label_smoothing_cross_entropy_loss"><code class="xref">super_gradients.training.losses.label_smoothing_cross_entropy_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.ohem_ce_loss"><code class="xref">super_gradients.training.losses.ohem_ce_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.r_squared_loss"><code class="xref">super_gradients.training.losses.r_squared_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.shelfnet_ohem_loss"><code class="xref">super_gradients.training.losses.shelfnet_ohem_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.shelfnet_semantic_encoding_loss"><code class="xref">super_gradients.training.losses.shelfnet_semantic_encoding_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.losses.html#module-super_gradients.training.losses.ssd_loss"><code class="xref">super_gradients.training.losses.ssd_loss</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.metrics.html#module-super_gradients.training.metrics"><code class="xref">super_gradients.training.metrics</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.metrics.html#module-super_gradients.training.metrics.classification_metrics"><code class="xref">super_gradients.training.metrics.classification_metrics</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.metrics.html#module-super_gradients.training.metrics.detection_metrics"><code class="xref">super_gradients.training.metrics.detection_metrics</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.metrics.html#module-super_gradients.training.metrics.metric_utils"><code class="xref">super_gradients.training.metrics.metric_utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.metrics.html#module-super_gradients.training.metrics.segmentation_metrics"><code class="xref">super_gradients.training.metrics.segmentation_metrics</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.models.html#module-super_gradients.training.models"><code class="xref">super_gradients.training.models</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.models.html#module-super_gradients.training.models.all_architectures"><code class="xref">super_gradients.training.models.all_architectures</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.models.html#module-super_gradients.training.models.sg_module"><code class="xref">super_gradients.training.models.sg_module</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.sg_model.html#module-super_gradients.training.sg_model"><code class="xref">super_gradients.training.sg_model</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.sg_model.html#module-super_gradients.training.sg_model.sg_model"><code class="xref">super_gradients.training.sg_model.sg_model</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils"><code class="xref">super_gradients.training.utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.callbacks"><code class="xref">super_gradients.training.utils.callbacks</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.checkpoint_utils"><code class="xref">super_gradients.training.utils.checkpoint_utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.detection_utils"><code class="xref">super_gradients.training.utils.detection_utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.distributed_training_utils"><code class="xref">super_gradients.training.utils.distributed_training_utils</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.early_stopping"><code class="xref">super_gradients.training.utils.early_stopping</code></a></td><td>
 
-       <em></em></td></tr>
 
-     <tr class="cg-1">
 
-       <td></td>
 
-       <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.ema"><code class="xref">super_gradients.training.utils.ema</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.dataloaders"><code class="xref">super_gradients.training.dataloaders</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.export_utils"><code class="xref">super_gradients.training.utils.export_utils</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.datasets"><code class="xref">super_gradients.training.datasets</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.module_utils"><code class="xref">super_gradients.training.utils.module_utils</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.exceptions"><code class="xref">super_gradients.training.exceptions</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.optimizer_utils"><code class="xref">super_gradients.training.utils.optimizer_utils</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.kd_trainer"><code class="xref">super_gradients.training.kd_trainer</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.optimizers.html#module-super_gradients.training.utils.optimizers"><code class="xref">super_gradients.training.utils.optimizers</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.legacy"><code class="xref">super_gradients.training.legacy</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.optimizers.html#module-super_gradients.training.utils.optimizers.rmsprop_tf"><code class="xref">super_gradients.training.utils.optimizers.rmsprop_tf</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.losses"><code class="xref">super_gradients.training.losses</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.regularization_utils"><code class="xref">super_gradients.training.utils.regularization_utils</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.metrics"><code class="xref">super_gradients.training.metrics</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.segmentation_utils"><code class="xref">super_gradients.training.utils.segmentation_utils</code></a></td><td>
 
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        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
      <tr class="cg-1">
 
        <td></td>
 
        <td></td>
 
        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
-       <a href="super_gradients.training.utils.html#module-super_gradients.training.utils.sg_model_utils"><code class="xref">super_gradients.training.utils.sg_model_utils</code></a></td><td>
 
+       <a href="super_gradients.training.html#module-super_gradients.training.sg_trainer"><code class="xref">super_gradients.training.sg_trainer</code></a></td><td>
 
        <em></em></td></tr>
 
        <em></em></td></tr>
 
      <tr class="cg-1">
 
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        <td></td>
 
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        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
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        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
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        <em></em></td></tr>
 
        <em></em></td></tr>
 
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        <td></td>
 
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        <td>&#160;&#160;&#160;
 
        <td>&#160;&#160;&#160;
 
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