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March 26, 2024

Now You Can Full Fine Tune / DreamBooth Stable Diffusion XL (SDXL) with only 10.3 GB VRAM via OneTrainer

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

Full config and instructions are shared here : https://www.patreon.com/posts/96028218

Used SG161222/RealVisXL_V4.0 as a base model and OneTrainer to train on Windows 10 : https://github.com/Nerogar/OneTrainer

The posted example x/y/z checkpoint comparison images are not cherry picked. So I can get perfect images with multiple tries.

Trained 150 epochs, 15 images and used my ground truth 5200 regularization images : https://www.patreon.com/posts/massive-4k-woman-87700469

In each epoch only 15 of regularization images used to make DreamBooth training affect

As a caption only “ohwx man” is used, for regularization images just “man”

You can download configs and full instructions here : https://www.patreon.com/posts/96028218

Hopefully full public tutorial coming within 2 weeks. I will show all configuration as well

The tutorial will be on our channel : https://www.youtube.com/SECourses

Training speeds are as below thus durations:

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

RTX 3090 TI — slow preset : 1.58 second / it thus : 4500 * 1.58 / 3600 = 2 hours

RTX 3090 TI — fast preset : 1.45 second / it thus : 4500 * 1.45 / 3600 = 1.8 hours

A quick tutorial for how to use concepts in OneTrainer : https://youtu.be/yPOadldf6bI

Comments (22)

J
Javi dltr · May 2, 2024

does this work with 1,5?

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · May 2, 2024

for SD 1.5 we have different config here : https://www.patreon.com/posts/very-best-config-97381002 please also watch this tutorial : https://youtu.be/0t5l6CP9eBg

T
Tom Bloomingdale · April 1, 2024

Hello! I have this set up for SDXL using the "fast" option for fine tuning. I have a 4060ti with 16gb vram. With 150 epoch, Im looking at like 35 hours training time. Am I doing something wrong?

S
SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · April 1, 2024

that means using shared vram. use lower speed. something else could be using your vram already

L
Leonardo Chocron · March 31, 2024

Hi doc! Does more images require more vram? I don't get the consistency that I have with sd1.5 using the same photos, especially in the shape and physiognomy of the face.

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · April 1, 2024

more images requires same vram it wont make difference. but more images would require lesser number of total epochs

D
Doc Snyder · March 28, 2024

With the latest version of onetrainer I get "AttributeError: 'str' object has no attribute 'is_wuerstchen'" while changing to the added preset and it doesn't load.

S
SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 28, 2024

i get same error. the guy broken previous configs i have to remake

1
100Sachen80 · March 27, 2024

Hi Furkan, would you rather do a full training on SD1.5 with your preset for 12GB cards or a full training on SDXL with your new config? Which training ist better for realistic faces whilst still enabling flexibility in the generated pictures?

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 28, 2024

SDXL is better with 12 GB

J
Joel Maynard · March 27, 2024

are you tried on runpod?

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 28, 2024

no on computer but i am gonna introduce something better hopefully

H
Hey Ooo · March 26, 2024

Does this only work with diffusers

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 26, 2024

This is standalone app OneTrainer.

E
Elevo · March 26, 2024

Thanks, I'll give it a try.

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SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 26, 2024

you are welcome

A
Art · March 26, 2024

wonderful work, Furkan!

S
SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 26, 2024

thank you so much

G
Gen Zero · March 26, 2024

I want Stable Diffusion - Automatic11119 The latest one is 2024 at Run on Colab. Please send me some tutorials. Thank you very much.

S
SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 26, 2024

Since I don't have premium colab I can't test. but our kaggle notebook should work fairly well on pro colab have you tested?

E
Ec Jep · March 26, 2024

Thx for this. How does it compare to latest kohya db TE training? I get excellent realism on kohya. From your earlier post these are very good but maybe facial detail not as good w/onetrainer. Thoughts?

S
SECourses: FLUX, Tutorials, Guides, Resources, Training, Scripts · March 26, 2024

i think both are really good. i would compare both to see which one is better for you