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    <title>Hugging-Face on Stephen Krings</title>
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      <title>Making Hugging Face Image Generation Fit on a 12GB RTX 5070</title>
      <link>https://stephenkrings.com/posts/hugging-face-image-generation-rtx-5070-cpu-offload/</link>
      <pubDate>Tue, 14 Jul 2026 19:58:00 -0600</pubDate>
      <guid>https://stephenkrings.com/posts/hugging-face-image-generation-rtx-5070-cpu-offload/</guid>
      <description>&lt;p&gt;Goal: wiring Hugging Face models into my local llm (Ollama) app, testing prompt-following, and seeing how far I can push a 12GB RTX 5070 before the system starts leaning hard on the CPU.&lt;/p&gt;
&lt;p&gt;The short version: it works, but only because the stack is allowed to spill parts of the model back to system memory.&lt;/p&gt;
&lt;h2 id=&#34;the-current-setup&#34;&gt;The current setup&lt;/h2&gt;
&lt;p&gt;The image UI lives on my web server, but the GPU does not. The request path looks like this:&lt;/p&gt;</description>
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