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‎404.html‎

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

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<h1 id="benchmarking-llama-31-405b-on-8x-amd-mi300x-gpus">Benchmarking Llama 3.1 405B on 8x AMD MI300X GPUs<a class="headerlink" href="#benchmarking-llama-31-405b-on-8x-amd-mi300x-gpus" title="Permanent link">&para;</a></h1>
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<p>At <code>dstack</code>, we've been adding support for AMD GPUs with <a href="../../docs/concepts/fleets/#ssh">SSH fleets</a>,
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<p>At <code>dstack</code>, we've been adding support for AMD GPUs with <a href="../../docs/concepts/fleets/#ssh-fleets">SSH fleets</a>,
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so we saw this as a great chance to test our integration by benchmarking AMD GPUs. Our friends at
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<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>, who build top-tier
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bare metal compute for AMD GPUs, kindly provided the hardware for the benchmark.</p>
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<summary>Set up an SSH fleet</summary>
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<p>Hot Aisle provided us with SSH access to the machine. To make it accessible via <code>dstack</code>,
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we created an <a href="../../docs/concepts/fleets/#ssh">SSH fleet</a> using the following configuration:</p>
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we created an <a href="../../docs/concepts/fleets/#ssh-fleets">SSH fleet</a> using the following configuration:</p>
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<p><div editor-title="hotaisle.dstack.yml"> </p>
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<div class="highlight"><pre><span></span><code><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">fleet</span>
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<p><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>
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is the primary sponsor of this benchmark, and we are sincerely grateful for their hardware and support. </p>
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<p>If you'd like to use top-tier bare metal compute with AMD GPUs, we recommend going
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with Hot Aisle. Once you gain access to a cluster, it can be easily accessed via <code>dstack</code>'s <a href="../../docs/concepts/fleets/#ssh">SSH fleet</a> easily.</p>
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with Hot Aisle. Once you gain access to a cluster, it can be easily accessed via <code>dstack</code>'s <a href="../../docs/concepts/fleets/#ssh-fleets">SSH fleet</a> easily.</p>
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<h3 id="runpod">RunPod<a class="headerlink" href="#runpod" title="Permanent link">&para;</a></h3>
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use <a href="https://runpod.io/" target="_blank">RunPod <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>. In

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