Deploying to gh-pages from @ dstackai/dstack@3a8cc3f 🚀

Author: peterschmidt85

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+  <a href="#introducing-passive-gpu-health-checks" class="md-nav__link">
+    <span class="md-ellipsis">
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+        Introducing passive GPU health checks
+      
+    </span>
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+  
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+    <span class="md-ellipsis">
+      
+        Introducing passive GPU health checks
+      
+    </span>
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+        <li class="md-nav__item">
+  <a href="#introducing-passive-gpu-health-checks" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        Introducing passive GPU health checks
+      
+    </span>
+  </a>
+  
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+    <div class="md-post__meta md-meta">
+      <ul class="md-meta__list">
+        <li class="md-meta__item">
+          <time datetime="2025-08-12 00:00:00+00:00">August 12, 2025</time></li>
+        
+          <li class="md-meta__item">
+            in
+            
+              <a href="./" class="md-meta__link">Changelog</a></li>
+        
+        
+          
+          <li class="md-meta__item">
+            
+              3 min read
+            
+          </li>
+        
+        
+      </ul>
+      
+    </div>
+  </header>
+  <div class="md-post__content md-typeset">
+    <h2 id="introducing-passive-gpu-health-checks"><a class="toclink" href="../gpu-helth-checks/">Introducing passive GPU health checks</a></h2>
+<p>In large-scale training, a single bad GPU can derail progress. Sometimes the failure is obvious — jobs crash outright. Other times it’s subtle: correctable memory errors, intermittent instability, or thermal throttling that quietly drags down throughput. In big experiments, these issues can go unnoticed for hours or days, wasting compute and delaying results.</p>
+<p><code>dstack</code> already supports GPU telemetry monitoring through NVIDIA DCGM <a href="../../docs/guides/metrics/">metrics</a>, covering utilization, memory, and temperature. This release extends that capability with passive hardware health checks powered by DCGM <a href="https://docs.nvidia.com/datacenter/dcgm/latest/user-guide/feature-overview.html#background-health-checks">background health checks</a>. With these, <code>dstack</code> continuously evaluates fleet GPUs for hardware reliability and displays their status before scheduling workloads.</p>
+<p><img src="https://dstack.ai/static-assets/static-assets/images/gpu-health-checks.png" width="630"/></p>
+
+    
+      <nav class="md-post__action">
+        <a href="../gpu-helth-checks/">
+            <span>Continue reading</span>
+            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
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-          <time datetime="2025-02-19 00:00:00+00:00">February 19, 2025</time></li>
-        
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-            in
-            
-              <a href="./" class="md-meta__link">Changelog</a></li>
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-            
-              2 min read
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-  <div class="md-post__content md-typeset">
-    <h2 id="auto-shutdown-for-inactive-dev-environmentsno-idle-gpus"><a class="toclink" href="../inactivity-duration/">Auto-shutdown for inactive dev environments—no idle GPUs</a></h2>
-<p>Whether you’re using cloud or on-prem compute, you may want to test your code before launching a
-training task or deploying a service. <code>dstack</code>’s <a href="../../docs/concepts/dev-environments/">dev environments</a>
-make this easy by setting up a remote machine, cloning your repository, and configuring your IDE —all within 
-a container that has GPU access.</p>
-<p>One issue with dev environments is forgetting to stop them or closing your laptop, leaving the GPU idle and costly. With
-our latest update, <code>dstack</code> now detects inactive environments and automatically shuts them down, saving you money.</p>
-<p><img src="https://dstack.ai/static-assets/static-assets/images/inactive-dev-environments-auto-shutdown.png" width="630"/></p>
-
-    
-      <nav class="md-post__action">
-        <a href="../inactivity-duration/">
-            <span>Continue reading</span>
-            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
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blog/changelog/index.html

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+        <li class="md-nav__item">
+  <a href="#auto-shutdown-for-inactive-dev-environmentsno-idle-gpus" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        Auto-shutdown for inactive dev environments—no idle GPUs
+      
+    </span>
+  </a>
+  
+</li>
+      
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+    <span class="md-ellipsis">
+      
+        Auto-shutdown for inactive dev environments—no idle GPUs
+      
+    </span>
+  </a>
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+  <a href="#auto-shutdown-for-inactive-dev-environmentsno-idle-gpus" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        Auto-shutdown for inactive dev environments—no idle GPUs
+      
+    </span>
+  </a>
+  
+</li>
+      
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   <header class="md-post__header">
 
+    <div class="md-post__meta md-meta">
+      <ul class="md-meta__list">
+        <li class="md-meta__item">
+          <time datetime="2025-02-19 00:00:00+00:00">February 19, 2025</time></li>
+        
+          <li class="md-meta__item">
+            in
+            
+              <a href="../../" class="md-meta__link">Changelog</a></li>
+        
+        
+          
+          <li class="md-meta__item">
+            
+              2 min read
+            
+          </li>
+        
+        
+      </ul>
+      
+    </div>
+  </header>
+  <div class="md-post__content md-typeset">
+    <h2 id="auto-shutdown-for-inactive-dev-environmentsno-idle-gpus"><a class="toclink" href="../../../inactivity-duration/">Auto-shutdown for inactive dev environments—no idle GPUs</a></h2>
+<p>Whether you’re using cloud or on-prem compute, you may want to test your code before launching a
+training task or deploying a service. <code>dstack</code>’s <a href="../../../../docs/concepts/dev-environments/">dev environments</a>
+make this easy by setting up a remote machine, cloning your repository, and configuring your IDE —all within 
+a container that has GPU access.</p>
+<p>One issue with dev environments is forgetting to stop them or closing your laptop, leaving the GPU idle and costly. With
+our latest update, <code>dstack</code> now detects inactive environments and automatically shuts them down, saving you money.</p>
+<p><img src="https://dstack.ai/static-assets/static-assets/images/inactive-dev-environments-auto-shutdown.png" width="630"/></p>
+
+    
+      <nav class="md-post__action">
+        <a href="../../../inactivity-duration/">
+            <span>Continue reading</span>
+            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
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