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‎index.html

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‎index.xml

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<description>&lt;h1 id=&#34;deploying-llms-in-production&#34;&gt;Deploying LLMs in Production&lt;/h1&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;In this post, I will share my experience deploying LLMs in production. I will cover the challenges I faced, the solutions I found, and the lessons I learned along the way.&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://github.com/vllm-project/production-stack/&#34;&gt; Reference repo &lt;/a&gt;&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://github.com/davidgao7/homelab&#34;&gt; Code for people in hurry &lt;/a&gt;&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h2 id=&#34;setup-automated-deployments-to-the-aks-cluster--optional-&#34;&gt;Setup automated deployments to the AKS cluster ( optional )&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://learn.microsoft.com/en-us/azure/aks/automated-deployments&#34;&gt; Reference &lt;/a&gt;&lt;/li&gt;&#xA;&lt;/ul&gt;</description>
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<description>&lt;h1 id=&#34;deploying-llms-in-production&#34;&gt;Deploying LLMs in Production&lt;/h1&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;In this post, I will share my experience deploying LLMs in production. I will cover the challenges I faced, the solutions I found, and the lessons I learned along the way.&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;ol&gt;&#xA;&lt;li&gt;first I managed to find a gpu from runpod to experience one complete conversation(multi-inferences).&lt;/li&gt;&#xA;&lt;li&gt;now I know that if you want to deploy this in production, you not only need multiple gpu like the one&#xA;I&amp;rsquo;m using in the following writing, you also need a system to help you manage resources (i.e. Kubernetes).&#xA;2.1. so they have the solution called &lt;code&gt;vllm production-stack&lt;/code&gt;&#xA;Got to find a cluster with powerful GPUs, OR I could just deploy the stack, since now I&amp;rsquo;ve experienced model inference. But it will be hard to tell if I deploy it successfully or not&amp;hellip; ~(- &amp;lt;_ -)&amp;gt;&lt;/li&gt;&#xA;&lt;/ol&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&#xA;&lt;p&gt;&lt;a href=&#34;https://github.com/vllm-project/production-stack/&#34;&gt;Reference repo&lt;/a&gt;&lt;/p&gt;</description>
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‎posts/array-summary/index.html

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<title>Array Summary // davidgao7 blog</title>
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