Now You Can Full Fine Tune / DreamBooth Stable Diffusion XL (SDXL) with only 10.3 GB VRAM via OneTrainer
Tags: beginners, tutorial, python, ai
Published: 2024-03-26 04:26:35

<h2 style="margin-left:0px;">Now You Can Full Fine Tune / DreamBooth Stable Diffusion XL (SDXL) with only 10.3 GB VRAM via OneTrainer — Both U-NET and Text Encoder 1 is trained — Compared 14 GB config vs slower 10.3 GB Config</h2>
<p style="margin-left:0px;"><strong>Full config and instructions are shared here : </strong><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/96028218"><strong><u>https://www.patreon.com/posts/96028218</u></strong></a></p>
<p style="margin-left:0px;">Used SG161222/RealVisXL_V4.0 as a base model and OneTrainer to train on Windows 10 : <a target="_blank" rel="noopener noreferrer" href="https://github.com/Nerogar/OneTrainer"><u>https://github.com/Nerogar/OneTrainer</u></a></p>
<p style="margin-left:0px;">The posted example x/y/z checkpoint comparison images are not cherry picked. So I can get perfect images with multiple tries.</p>
<p style="margin-left:0px;"><strong>Trained 150 epochs, 15 images and used my ground truth 5200 regularization images : </strong><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/massive-4k-woman-87700469"><strong><u>https://www.patreon.com/posts/massive-4k-woman-87700469</u></strong></a></p>
<p style="margin-left:0px;">In each epoch only 15 of regularization images used to make DreamBooth training affect</p>
<p style="margin-left:0px;">As a caption only “ohwx man” is used, for regularization images just “man”</p>
<p style="margin-left:0px;"><strong>You can download configs and full instructions here : </strong><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/96028218"><strong><u>https://www.patreon.com/posts/96028218</u></strong></a></p>
<p style="margin-left:0px;">Hopefully full public tutorial coming within 2 weeks. I will show all configuration as well</p>
<p style="margin-left:0px;">The tutorial will be on our channel : <a target="_blank" rel="noopener noreferrer" href="https://www.youtube.com/SECourses"><u>https://www.youtube.com/SECourses</u></a></p>
<p style="margin-left:0px;">Training speeds are as below thus durations:</p>
<p style="margin-left:0px;">RTX 3060 — slow preset : 3.72 second / it thus 15 train images 150 epoch * 2 (reg images concept) : 4500 steps = 4500 * 3.72 / 3600 = 4.6 hours</p>
<p style="margin-left:0px;">RTX 3090 TI — slow preset : 1.58 second / it thus : 4500 * 1.58 / 3600 = 2 hours</p>
<p style="margin-left:0px;">RTX 3090 TI — fast preset : 1.45 second / it thus : 4500 * 1.45 / 3600 = 1.8 hours</p>
<p style="margin-left:0px;">A quick tutorial for how to use concepts in OneTrainer : <a target="_blank" rel="noopener noreferrer" href="https://youtu.be/yPOadldf6bI"><u>https://youtu.be/yPOadldf6bI</u></a></p>
<p style="margin-left:auto;">&nbsp;</p>
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