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‎404.html‎

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‎blog/amd-mi300x-inference-benchmark/index.html‎

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<a href="#exporting-gpu-cost-and-other-metrics-to-prometheus" class="md-nav__link">
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Exporting GPU, cost, and other metrics to Prometheus
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</span>
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</a>
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<a href="#exporting-gpu-cost-and-other-metrics-to-prometheus" class="md-nav__link">
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Exporting GPU, cost, and other metrics to Prometheus
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</a>
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<time datetime="2025-04-01 00:00:00+00:00">April 1, 2025</time></li>
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<li class="md-meta__item">
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in
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<a href="../../category/monitoring/" class="md-meta__link">Monitoring</a>,
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<a href="../../category/nvidia/" class="md-meta__link">NVIDIA</a></li>
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2 min read
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<div class="md-post__content md-typeset">
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<h2 id="exporting-gpu-cost-and-other-metrics-to-prometheus"><a class="toclink" href="../../prometheus/">Exporting GPU, cost, and other metrics to Prometheus</a></h2>
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<h3 id="why-prometheus" style="display:none"><a class="toclink" href="../../prometheus/#why-prometheus">Why Prometheus</a></h3>
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<p>Effective AI infrastructure management requires full visibility into compute performance and costs. AI researchers need
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detailed insights into container- and GPU-level performance, while managers rely on cost metrics to track resource usage
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across projects.</p>
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<p>While <code>dstack</code> provides key metrics through its UI and <a href="../../dstack-stats/"><code>dstack stats</code></a> CLI, teams often need more granular data and prefer
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using their own monitoring tools. To support this, we’ve introduced a new endpoint that allows real-time exporting all collected
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metrics—covering fleets and runs—directly to Prometheus.</p>
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<p><img src="https://github.com/dstackai/static-assets/blob/main/static-assets/images/dstack-prometheus-v3.png?raw=true" width="630"/></p>
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<nav class="md-post__action">
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<a href="../../prometheus/">
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</article>
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‎blog/archive/ambassador-program/index.html‎

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‎blog/beyond-kubernetes-2024-recap-and-whats-ahead/index.html‎

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