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@@ -2905,7 +2905,7 @@ <h2 id="ecosystem">Ecosystem<a class="headerlink" href="#ecosystem" title="Perma
 <blockquote>
 <p>Special thanks to <a href="https://lambdalabs.com/" target="_blank">Lambda <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a> and
 <a href="https://hotaisle.xyz/" target="_blank">Hot Aisle <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a> for providing NVIDIA and AMD hardware, enabling us conducting 
-<a href="/blog/category/benchmarks/" target="_blank">benchmarks <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a>, which
+<a href="/blog/category/benchmarks/">benchmarks</a>, which
 are essential to advancing open-source inference and training stacks for all accelerator chips.</p>
 </blockquote>
 <h2 id="community">Community<a class="headerlink" href="#community" title="Permanent link">&para;</a></h2>
@@ -2959,7 +2959,7 @@ <h2 id="volumes">Volumes<a class="headerlink" href="#volumes" title="Permanent l
 efficient manner.</p>
 <h2 id="accelerators">Accelerators<a class="headerlink" href="#accelerators" title="Permanent link">&para;</a></h2>
 <h3 id="nvidia">NVIDIA<a class="headerlink" href="#nvidia" title="Permanent link">&para;</a></h3>
-<p>NVIDIA remains the top accelerator supported by <code>dstack</code>. Recently, we introduced a <a href="/examples/nim">NIM example</a> 
+<p>NVIDIA remains the top accelerator supported by <code>dstack</code>. Recently, we introduced a <a href="../../examples/deployment/nim/">NIM example</a> 
 for model deployment, and we continue to enhance support for the rest of NVIDIA's ecosystem.</p>
 <h3 id="amd">AMD<a class="headerlink" href="#amd" title="Permanent link">&para;</a></h3>
 <p>This year, we’re particularly proud of our newly added integration with AMD.</p>

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@@ -6199,6 +6287,7 @@ <h4 id="dstack.api.RepoCollection.init" class="doc doc-heading">
 <h4 class="reference-item" id="nodes"><code>nodes</code> - (Optional) Number of nodes. Defaults to <code>1</code>.<a class="headerlink" href="#nodes" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="name"><code>name</code> - (Optional) The run name.<a class="headerlink" href="#name" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="image"><code>image</code> - (Optional) The name of the Docker image to run.<a class="headerlink" href="#image" title="Permanent link">&para;</a></h4>
+<h4 class="reference-item" id="user"><code>user</code> - (Optional) The user inside the container, <code>user_name_or_id[:group_name_or_id]</code> (e.g., <code>ubuntu</code>, <code>1000:1000</code>). Defaults to the default <code>image</code> user.<a class="headerlink" href="#user" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="privileged"><code>privileged</code> - (Optional) Run the container in privileged mode.<a class="headerlink" href="#privileged" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="entrypoint"><code>entrypoint</code> - (Optional) The Docker entrypoint.<a class="headerlink" href="#entrypoint" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="working_dir"><code>working_dir</code> - (Optional) The path to the working directory inside the container. It's specified relative to the repository directory (<code>/workflow</code>) and should be inside it. Defaults to <code>"."</code> .<a class="headerlink" href="#working_dir" title="Permanent link">&para;</a></h4>
@@ -6215,6 +6304,7 @@ <h4 class="reference-item" id="commands"><code>commands</code> - (Optional) The
 <h4 class="reference-item" id="backends"><code>backends</code> - (Optional) The backends to consider for provisioning (e.g., <code>[aws, gcp]</code>).<a class="headerlink" href="#backends" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="regions"><code>regions</code> - (Optional) The regions to consider for provisioning (e.g., <code>[eu-west-1, us-west4, westeurope]</code>).<a class="headerlink" href="#regions" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="instance_types"><code>instance_types</code> - (Optional) The cloud-specific instance types to consider for provisioning (e.g., <code>[p3.8xlarge, n1-standard-4]</code>).<a class="headerlink" href="#instance_types" title="Permanent link">&para;</a></h4>
+<h4 class="reference-item" id="reservation"><code>reservation</code> - (Optional) The existing reservation for the instances.<a class="headerlink" href="#reservation" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="spot_policy"><code>spot_policy</code> - (Optional) The policy for provisioning spot or on-demand instances: <code>spot</code>, <code>on-demand</code>, or <code>auto</code>. Defaults to <code>on-demand</code>.<a class="headerlink" href="#spot_policy" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="_retry"><a href="#retry"><code>retry</code></a> - (Optional) The policy for resubmitting the run. Defaults to <code>false</code>.<a class="headerlink" href="#_retry" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="_retry_policy"><a href="#retry_policy"><code>retry_policy</code></a> - (Optional) The policy for resubmitting the run. Deprecated in favor of <code>retry</code>.<a class="headerlink" href="#_retry_policy" title="Permanent link">&para;</a></h4>
@@ -6235,6 +6325,7 @@ <h4 class="reference-item" id="replicas"><code>replicas</code> - (Optional) The
 <h4 class="reference-item" id="_scaling"><a href="#dstack.api.Scaling"><code>scaling</code></a> - (Optional) The auto-scaling rules. Required if <code>replicas</code> is set to a range.<a class="headerlink" href="#_scaling" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="name"><code>name</code> - (Optional) The run name.<a class="headerlink" href="#name" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="image"><code>image</code> - (Optional) The name of the Docker image to run.<a class="headerlink" href="#image" title="Permanent link">&para;</a></h4>
+<h4 class="reference-item" id="user"><code>user</code> - (Optional) The user inside the container, <code>user_name_or_id[:group_name_or_id]</code> (e.g., <code>ubuntu</code>, <code>1000:1000</code>). Defaults to the default <code>image</code> user.<a class="headerlink" href="#user" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="privileged"><code>privileged</code> - (Optional) Run the container in privileged mode.<a class="headerlink" href="#privileged" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="entrypoint"><code>entrypoint</code> - (Optional) The Docker entrypoint.<a class="headerlink" href="#entrypoint" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="working_dir"><code>working_dir</code> - (Optional) The path to the working directory inside the container. It's specified relative to the repository directory (<code>/workflow</code>) and should be inside it. Defaults to <code>"."</code> .<a class="headerlink" href="#working_dir" title="Permanent link">&para;</a></h4>
@@ -6250,6 +6341,7 @@ <h4 class="reference-item" id="commands"><code>commands</code> - (Optional) The
 <h4 class="reference-item" id="backends"><code>backends</code> - (Optional) The backends to consider for provisioning (e.g., <code>[aws, gcp]</code>).<a class="headerlink" href="#backends" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="regions"><code>regions</code> - (Optional) The regions to consider for provisioning (e.g., <code>[eu-west-1, us-west4, westeurope]</code>).<a class="headerlink" href="#regions" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="instance_types"><code>instance_types</code> - (Optional) The cloud-specific instance types to consider for provisioning (e.g., <code>[p3.8xlarge, n1-standard-4]</code>).<a class="headerlink" href="#instance_types" title="Permanent link">&para;</a></h4>
+<h4 class="reference-item" id="reservation"><code>reservation</code> - (Optional) The existing reservation for the instances.<a class="headerlink" href="#reservation" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="spot_policy"><code>spot_policy</code> - (Optional) The policy for provisioning spot or on-demand instances: <code>spot</code>, <code>on-demand</code>, or <code>auto</code>. Defaults to <code>on-demand</code>.<a class="headerlink" href="#spot_policy" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="_retry"><a href="#retry"><code>retry</code></a> - (Optional) The policy for resubmitting the run. Defaults to <code>false</code>.<a class="headerlink" href="#_retry" title="Permanent link">&para;</a></h4>
 <h4 class="reference-item" id="_retry_policy"><a href="#retry_policy"><code>retry_policy</code></a> - (Optional) The policy for resubmitting the run. Deprecated in favor of <code>retry</code>.<a class="headerlink" href="#_retry_policy" title="Permanent link">&para;</a></h4>

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