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+++ b/.nojekyll
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+ea4468aa
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diff --git a/docs/dataset-formats/index.html b/docs/dataset-formats/index.html
index 3361dc6b9..2ab921166 100644
--- a/docs/dataset-formats/index.html
+++ b/docs/dataset-formats/index.html
@@ -351,7 +351,7 @@ Description
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+<tr data-index="0" data-listing-file-modified-sort="1720878120692" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
 <td>
 <a href="../../docs/dataset-formats/pretraining.html" class="title listing-title">Pre-training</a>
 </td>
@@ -359,7 +359,7 @@ Description
 <span class="listing-description">Data format for a pre-training completion task.</span>
 </td>
 </tr>
-<tr data-index="1" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="2" data-listing-word-count-sort="308" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
+<tr data-index="1" data-listing-file-modified-sort="1720878120692" data-listing-reading-time-sort="2" data-listing-word-count-sort="308" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
 <td>
 <a href="../../docs/dataset-formats/inst_tune.html" class="title listing-title">Instruction Tuning</a>
 </td>
@@ -367,7 +367,7 @@ Description
 <span class="listing-description">Instruction tuning formats for supervised fine-tuning.</span>
 </td>
 </tr>
-<tr data-index="2" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="2" data-listing-word-count-sort="235" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
+<tr data-index="2" data-listing-file-modified-sort="1720878120692" data-listing-reading-time-sort="2" data-listing-word-count-sort="235" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
 <td>
 <a href="../../docs/dataset-formats/conversation.html" class="title listing-title">Conversation</a>
 </td>
@@ -375,7 +375,7 @@ Description
 <span class="listing-description">Conversation format for supervised fine-tuning.</span>
 </td>
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-<tr data-index="3" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
+<tr data-index="3" data-listing-file-modified-sort="1720878120692" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
 <td>
 <a href="../../docs/dataset-formats/template_free.html" class="title listing-title">Template-Free</a>
 </td>
@@ -383,7 +383,7 @@ Description
 <span class="listing-description">Construct prompts without a template.</span>
 </td>
 </tr>
-<tr data-index="4" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="1" data-listing-word-count-sort="90" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
+<tr data-index="4" data-listing-file-modified-sort="1720878120692" data-listing-reading-time-sort="1" data-listing-word-count-sort="90" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
 <td>
 <a href="../../docs/dataset-formats/tokenized.html" class="title listing-title">Custom Pre-Tokenized Dataset</a>
 </td>
diff --git a/examples/colab-notebooks/colab-axolotl-example.html b/examples/colab-notebooks/colab-axolotl-example.html
index 3d72138ee..0ac67923c 100644
--- a/examples/colab-notebooks/colab-axolotl-example.html
+++ b/examples/colab-notebooks/colab-axolotl-example.html
@@ -413,14 +413,14 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
 <section id="launch-the-training" class="level2">
 <h2 class="anchored" data-anchor-id="launch-the-training">Launch the training</h2>
 <div id="cell-8" class="cell" data-outputid="d6d0df17-4b53-439c-c802-22c0456d301b">
-<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Buy using the ! the comand will be executed as a bash command</span></span>
+<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># By using the ! the comand will be executed as a bash command</span></span>
 <span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a><span class="op">!</span>accelerate launch <span class="op">-</span>m axolotl.cli.train <span class="op">/</span>content<span class="op">/</span>test_axolotl.yaml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 </section>
 <section id="play-with-inference" class="level2">
 <h2 class="anchored" data-anchor-id="play-with-inference">Play with inference</h2>
 <div id="cell-10" class="cell">
-<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Buy using the ! the comand will be executed as a bash command</span></span>
+<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># By using the ! the comand will be executed as a bash command</span></span>
 <span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="op">!</span>accelerate launch <span class="op">-</span>m axolotl.cli.inference <span class="op">/</span>content<span class="op">/</span>test_axolotl.yaml <span class="op">\</span></span>
 <span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a>    <span class="op">--</span>qlora_model_dir<span class="op">=</span><span class="st">"./qlora-out"</span> <span class="op">--</span>gradio</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
diff --git a/search.json b/search.json
index a98b342f1..4e04e220c 100644
--- a/search.json
+++ b/search.json
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     "title": "Example notebook for running Axolotl on google colab",
     "section": "Launch the training",
-    "text": "Launch the training\n\n# Buy using the ! the comand will be executed as a bash command\n!accelerate launch -m axolotl.cli.train /content/test_axolotl.yaml"
+    "text": "Launch the training\n\n# By using the ! the comand will be executed as a bash command\n!accelerate launch -m axolotl.cli.train /content/test_axolotl.yaml"
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     "title": "Example notebook for running Axolotl on google colab",
     "section": "Play with inference",
-    "text": "Play with inference\n\n# Buy using the ! the comand will be executed as a bash command\n!accelerate launch -m axolotl.cli.inference /content/test_axolotl.yaml \\\n    --qlora_model_dir=\"./qlora-out\" --gradio"
+    "text": "Play with inference\n\n# By using the ! the comand will be executed as a bash command\n!accelerate launch -m axolotl.cli.inference /content/test_axolotl.yaml \\\n    --qlora_model_dir=\"./qlora-out\" --gradio"
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diff --git a/sitemap.xml b/sitemap.xml
index 03446afc4..a5567a116 100644
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+++ b/sitemap.xml
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-    <lastmod>2024-07-11T13:19:42.275Z</lastmod>
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     <loc>https://axolotl-ai-cloud.github.io/axolotl/docs/faq.html</loc>
-    <lastmod>2024-07-11T13:19:42.275Z</lastmod>
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-    <lastmod>2024-07-11T13:19:42.275Z</lastmod>
+    <lastmod>2024-07-13T13:42:00.692Z</lastmod>
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   <url>
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