OneTrainer Fine Tuning vs Kohya SS DreamBooth & Huge Research of OneTrainer’s Masked Training
Tags: beginners, tutorial, ai, news
Published: 2024-04-04 04:41:33

<h1 style="margin-left:0px;"><strong>OneTrainer vs Kohya training. Moreover, comparative study of Masked Training effect. Full research.</strong></h1>
<ul>
    <li>
        <p style="margin-left:0px;">As some of you know, I have been doing huge research on OneTrainer recently to prepare the very best Stable Diffusion training. For this purpose, I have been for days working on the effect of masked training feature of the OneTrainer.</p>
    </li>
    <li>
        <p style="margin-left:0px;"><a target="_blank" rel="noopener noreferrer" href="https://github.com/FurkanGozukara/Stable-Diffusion/blob/main/Patreon-Posts-Index.md"><u>Patreon exclusive posts index</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">Join discord to get help, chat, discuss and also tell me your discord username to get your special rank : <a target="_blank" rel="noopener noreferrer" href="https://discord.com/servers/software-engineering-courses-secourses-772774097734074388"><u>SECourses Discord</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">So today, after doing research, I have completed more than 10 trainings and compared them. I also would like to get your ideas.</p>
    </li>
    <li>
        <p style="margin-left:0px;">The major upcoming tutorial video not ready yet but will be on SECourses hopefully for free and I will show and explain everything including training configuration and parameters.</p>
    </li>
    <li>
        <p style="margin-left:0px;">So stay subscribed and open notification bells to not miss : <a target="_blank" rel="noopener noreferrer" href="https://www.youtube.com/SECourses"><u>https://www.youtube.com/SECourses</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">For this research, I used our very best configurations.</p>
    </li>
    <li>
        <p style="margin-left:0px;">You can download Kohya configs from here : <a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/very-best-for-of-89213064"><u>https://www.patreon.com/posts/very-best-for-of-89213064</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">You can download OneTrainer presets from here : <a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/96028218"><u>https://www.patreon.com/posts/96028218</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">I used my below bad dataset for training. It is bad because it is easy to collect and i am able to compare with my previous trainings. But hopefully I will improve it and explain to everyone. The used caption during training is “ohwx man”</p>
    </li>
</ul>
<p style="margin-left:auto;">
    <picture>
        <source srcset="https://miro.medium.com/v2/resize:fit:640/format:webp/0*ZhHfP-f1doyYKCLO 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/0*ZhHfP-f1doyYKCLO 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/0*ZhHfP-f1doyYKCLO 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/0*ZhHfP-f1doyYKCLO 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/0*ZhHfP-f1doyYKCLO 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/0*ZhHfP-f1doyYKCLO 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/0*ZhHfP-f1doyYKCLO 1400w" type="image/webp" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px">
        <source srcset="https://miro.medium.com/v2/resize:fit:640/0*ZhHfP-f1doyYKCLO 640w, https://miro.medium.com/v2/resize:fit:720/0*ZhHfP-f1doyYKCLO 720w, https://miro.medium.com/v2/resize:fit:750/0*ZhHfP-f1doyYKCLO 750w, https://miro.medium.com/v2/resize:fit:786/0*ZhHfP-f1doyYKCLO 786w, https://miro.medium.com/v2/resize:fit:828/0*ZhHfP-f1doyYKCLO 828w, https://miro.medium.com/v2/resize:fit:1100/0*ZhHfP-f1doyYKCLO 1100w, https://miro.medium.com/v2/resize:fit:1400/0*ZhHfP-f1doyYKCLO 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px"><img class="image_resized" style="height:auto;width:680px;" src="https://miro.medium.com/v2/resize:fit:1313/0*ZhHfP-f1doyYKCLO" alt="" width="700" height="134">
    </picture>
</p>
<ul>
    <li>
        <p style="margin-left:0px;">When doing Kohya DreamBooth training, our ground truth manually collected 5200 man regularization images dataset used with caption of “man”.</p>
    </li>
    <li>
        <p style="margin-left:0px;">You can download raw and preprocessed this amazing dataset here : <a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/posts/massive-4k-woman-87700469"><u>https://www.patreon.com/posts/massive-4k-woman-87700469</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">Preparation of this regularization images dataset took me few weeks.</p>
    </li>
    <li>
        <p style="margin-left:0px;">When training with kohya, train images repeating was 150 and trained for 1 epoch.</p>
    </li>
    <li>
        <p style="margin-left:0px;">You can see how to use these Kohya configurations at this video: <a target="_blank" rel="noopener noreferrer" href="https://youtu.be/EEV8RPohsbw"><u>https://youtu.be/EEV8RPohsbw</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">When doing OneTrainer training, I added a second concept and used it as a regularization images. OneTrainer don’t have DreamBooth directly so we are trying to mimic the same effect this way.</p>
    </li>
    <li>
        <p style="margin-left:0px;">OneTrainer trained for 150 epoch.</p>
    </li>
    <li>
        <p style="margin-left:0px;">So total trainings were 4500 steps for all of the experiments. Half of it trains regularization images and half trains training images.</p>
    </li>
    <li>
        <p style="margin-left:0px;">If you want to see how to load preset and train with OneTrainer here a quick video : <a target="_blank" rel="noopener noreferrer" href="https://youtu.be/yPOadldf6bI"><u>https://youtu.be/yPOadldf6bI</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">I have done the trainings on MassedCompute. We have prepared an amazing template on MassedCompute that comes with preinstalled and 1 click launchers for Automatic1111 Web UI, OneTrainer and Kohya currently.</p>
    </li>
    <li>
        <p style="margin-left:0px;">Also the template has Python 3.10.13 installed and set as default. Template also includes Hugging Face upload notebook and preinstalled Jupyterlab.</p>
    </li>
    <li>
        <p style="margin-left:0px;">Moreover, OneTrainer gave us a coupon code and thus by following the instructions in below GitHub readme file, you can use A6000 GPU on MassedCompute for only 31 cents per hour.</p>
    </li>
    <li>
        <p style="margin-left:0px;">MassedCompute full instructions : <a target="_blank" rel="noopener noreferrer" href="https://github.com/FurkanGozukara/Stable-Diffusion/blob/main/Tutorials/OneTrainer-Master-SD-1_5-SDXL-Windows-Cloud-Tutorial.md"><u>https://github.com/FurkanGozukara/Stable-Diffusion/blob/main/Tutorials/OneTrainer-Master-SD-1_5-SDXL-Windows-Cloud-Tutorial.md</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">As a base model for training RealVis XL 4 is used. So this training made on a realistic model. Therefore, the capability of the model to generated cartoon or similar images is limited. But at realism it excels.</p>
    </li>
    <li>
        <p style="margin-left:0px;">When testing OneTrainer masking feature I have followed the following steps.</p>
    </li>
    <li>
        <p style="margin-left:0px;">Masks are only used for training images not for regularization images.</p>
    </li>
    <li>
        <p style="margin-left:0px;">For masking I have used DataSet tools and masked them like below</p>
    </li>
</ul>
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    <picture>
        <source srcset="https://miro.medium.com/v2/resize:fit:640/format:webp/0*_ol0ruUFhmzHvTQo 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/0*_ol0ruUFhmzHvTQo 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/0*_ol0ruUFhmzHvTQo 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/0*_ol0ruUFhmzHvTQo 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/0*_ol0ruUFhmzHvTQo 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/0*_ol0ruUFhmzHvTQo 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/0*_ol0ruUFhmzHvTQo 1400w" type="image/webp" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px">
        <source srcset="https://miro.medium.com/v2/resize:fit:640/0*_ol0ruUFhmzHvTQo 640w, https://miro.medium.com/v2/resize:fit:720/0*_ol0ruUFhmzHvTQo 720w, https://miro.medium.com/v2/resize:fit:750/0*_ol0ruUFhmzHvTQo 750w, https://miro.medium.com/v2/resize:fit:786/0*_ol0ruUFhmzHvTQo 786w, https://miro.medium.com/v2/resize:fit:828/0*_ol0ruUFhmzHvTQo 828w, https://miro.medium.com/v2/resize:fit:1100/0*_ol0ruUFhmzHvTQo 1100w, https://miro.medium.com/v2/resize:fit:1400/0*_ol0ruUFhmzHvTQo 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px"><img class="image_resized" style="height:auto;width:680px;" src="https://miro.medium.com/v2/resize:fit:1313/0*_ol0ruUFhmzHvTQo" alt="" width="700" height="552">
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</p>
<ul>
    <li>
        <p style="margin-left:0px;">Then I have done 9 different trainings and compared Unmasked Weight. If you make Unmasked Weight 0.0 that means only the masked area which is head will be trained.</p>
    </li>
    <li>
        <p style="margin-left:0px;">If you make Unmasked Weight 1.0, it will be same as no mask is used.</p>
    </li>
    <li>
        <p style="margin-left:0px;">So I compared Unmasked Weight between 0.1 and 0.9. I didn’t include 0.1 results since it was generating images with anatomically disproportional body.</p>
    </li>
    <li>
        <p style="margin-left:0px;">I also want you to analyze the images and tell me which Unmasked Weight is working best? I think 0.6 or 0.7 is best. Reduces some overtraining and still able to generate accurate anatomy having images.</p>
    </li>
    <li>
        <p style="margin-left:0px;">As you reduce the Unmasked Weight, you reduce the overtraining caused by the environment. Repeating background and clothing.</p>
    </li>
    <li>
        <p style="margin-left:0px;">You can download all images (total 24 tests) full sizes, including their PNG info and the used full prompts here : <a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/MonsterMMORPG/SECourses/resolve/main/24_comparative_test.zip"><u>click to download 1.5GB</u></a></p>
    </li>
    <li>
        <p style="margin-left:0px;">Here below the images and their prompts but they are extremely downscaled by the platform.</p>
    </li>
    <li>
        <p style="margin-left:0px;">The images are not cherry picked so many times better and perfect images can be generated easily.</p>
    </li>
    <li>
        <p style="margin-left:0px;">You can download and see test full png info in this file : <a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/file?h=101606471&amp;i=18353989"><u>test_prompts.txt</u></a></p>
    </li>
</ul>
<p style="margin-left:0px;">Download .jpg files to see bigger size.</p>
<ul>
    <li>
        <p style="margin-left:0px;"><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/file?h=101606471&amp;i=18354068"><u>test1.jpg</u></a></p>
    </li>
</ul>
<p style="margin-left:auto;">
    <picture>
        <source srcset="https://miro.medium.com/v2/resize:fit:640/format:webp/0*QX1zGG3dJd0mrkbR 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/0*QX1zGG3dJd0mrkbR 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/0*QX1zGG3dJd0mrkbR 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/0*QX1zGG3dJd0mrkbR 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/0*QX1zGG3dJd0mrkbR 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/0*QX1zGG3dJd0mrkbR 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/0*QX1zGG3dJd0mrkbR 1400w" type="image/webp" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px">
        <source srcset="https://miro.medium.com/v2/resize:fit:640/0*QX1zGG3dJd0mrkbR 640w, https://miro.medium.com/v2/resize:fit:720/0*QX1zGG3dJd0mrkbR 720w, https://miro.medium.com/v2/resize:fit:750/0*QX1zGG3dJd0mrkbR 750w, https://miro.medium.com/v2/resize:fit:786/0*QX1zGG3dJd0mrkbR 786w, https://miro.medium.com/v2/resize:fit:828/0*QX1zGG3dJd0mrkbR 828w, https://miro.medium.com/v2/resize:fit:1100/0*QX1zGG3dJd0mrkbR 1100w, https://miro.medium.com/v2/resize:fit:1400/0*QX1zGG3dJd0mrkbR 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px"><img class="image_resized" style="height:auto;width:680px;" src="https://miro.medium.com/v2/resize:fit:1313/0*QX1zGG3dJd0mrkbR" alt="" width="700" height="82">
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    <li>
        <p style="margin-left:0px;"><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/file?h=101606471&amp;i=18354070"><u>test2.jpg</u></a></p>
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</ul>
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    <picture>
        <source srcset="https://miro.medium.com/v2/resize:fit:640/format:webp/0*eJFeycUguBz2VUEf 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/0*eJFeycUguBz2VUEf 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/0*eJFeycUguBz2VUEf 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/0*eJFeycUguBz2VUEf 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/0*eJFeycUguBz2VUEf 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/0*eJFeycUguBz2VUEf 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/0*eJFeycUguBz2VUEf 1400w" type="image/webp" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px">
        <source srcset="https://miro.medium.com/v2/resize:fit:640/0*eJFeycUguBz2VUEf 640w, https://miro.medium.com/v2/resize:fit:720/0*eJFeycUguBz2VUEf 720w, https://miro.medium.com/v2/resize:fit:750/0*eJFeycUguBz2VUEf 750w, https://miro.medium.com/v2/resize:fit:786/0*eJFeycUguBz2VUEf 786w, https://miro.medium.com/v2/resize:fit:828/0*eJFeycUguBz2VUEf 828w, https://miro.medium.com/v2/resize:fit:1100/0*eJFeycUguBz2VUEf 1100w, https://miro.medium.com/v2/resize:fit:1400/0*eJFeycUguBz2VUEf 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px"><img class="image_resized" style="height:auto;width:680px;" src="https://miro.medium.com/v2/resize:fit:1313/0*eJFeycUguBz2VUEf" alt="" width="700" height="82">
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        <p style="margin-left:0px;"><a target="_blank" rel="noopener noreferrer" href="https://www.patreon.com/file?h=101606471&amp;i=18354076"><u>test4.jpg</u></a></p>
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