I'm using 13 images now with 4 unique backgrounds and clothes, can you tell me how many images are n

G

gio3000.•3/18/25, 7:58 AM

On massive compute, is it possible for dreamboth to access my dataset in a Cloud? Space is too limited on massive compute

JJackie Hello, I am new to training DreamBooth. May I ask if the Kaggle Notebook on Patr...

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Furkan Gözükara SECourses•3/18/25, 1:32 PM

yes but it may require new hyper parameters

F

Furkan Gözükara SECourses•3/18/25, 1:32 PM

kaggle book we have supports SDXL with dual GPU

Ssai_150 I'm using 13 images now with 4 unique backgrounds and clothes, can you tell me h...

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Furkan Gözükara SECourses•3/18/25, 1:32 PM

more better

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Furkan Gözükara SECourses•3/18/25, 1:32 PM

13 low

Ggio3000.On massive compute, is it possible for dreamboth to access my dataset in a Cloud...

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Furkan Gözükara SECourses•3/18/25, 1:32 PM

yes

F

Furkan Gözükara SECourses•3/18/25, 1:32 PM

i recommend hugging face but you can use any

F

Furkan Gözükara SECourses•3/18/25, 1:32 PM

by the way first you have to download

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Furkan Gözükara SECourses•3/18/25, 1:32 PM

to massed compute

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🍭🎀 𝒜𝓋𝒶 𝐹𝓇𝒾𝑔𝑔 🎀🍭•3/19/25, 6:26 AM

Hey. Is it now best to use sdpa instead of xformers for both lora and fine tuning? Doing both flux and sdxl

�

🍭🎀 𝒜𝓋𝒶 𝐹𝓇𝒾𝑔𝑔 🎀🍭•3/19/25, 6:26 AM

@Furkan Gözükara SECourses

�🍭🎀 𝒜𝓋𝒶 𝐹𝓇𝒾𝑔𝑔 🎀🍭Hey. Is it now best to use sdpa instead of xformers for both lora and fine tunin...

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Furkan Gözükara SECourses•3/19/25, 8:58 AM

i feel almost same but xformers just a little bit better

�

🍭🎀 𝒜𝓋𝒶 𝐹𝓇𝒾𝑔𝑔 🎀🍭•3/19/25, 2:03 PM

Thanks Dr

P

ProRost•3/19/25, 4:04 PM

I have two questions about DreamBooth training:

Is it possible to install Super (super resolution upscaler) on MacBook? As far as I understand, Super can be run on macOS, but it is important to note that some features may require CUDA support (which is limited on MacBook). If you have already used it on Mac, please share your experience!
Is it possible to do a full SDXL Dreamboot or Dreamboot FLUX training via Google Colab? Or, in your experience, is it better to use cloud services such as Massed Compute or RunePod (I heard recommendations from Doc)?

I would be grateful for advice on the best option.

Thanks!

J

JP.Lonb•3/19/25, 5:36 PM

Hello Furkan,
Here is JP. I recently contacted you on YouTube to report a difficulty that I have performing a with Dreambooth Flux training with Kohya and you suggested to contact you through discord, thus here I am. Let me just first say that I really appreciate what you are doing here for all of us noobs interested in AI creation. I am a 60 years old doctoral program manager (with also several PhD students coming from Turkey!) in chemistry and I only discovered recently this interesting area of AI picture creation. How fascinating! But without your great tutorials, I would certainly not manage! I watch them again and again until I finally manage to solve my problems.

J

JP.Lonb•3/19/25, 5:36 PM

Coming to the latest problem, I do not manage to create any Flux dreambooth with your Kohya installation on my PC, unfortunately. I was already successful with Kohya Flux Lora trainings, also with OT Finetuning SDXL trainings, all loca trainings on my PC, but now there seem to be a problem (crash) at the moment Kohya wants to save the first safesensors file. I am running the training on a RTX4080 super with 16GB VRAM (could not afford more, unfortunately), choose your 16GB config (which leads to a VRAM usage of about 14,4 GB, shared usage of 18,3/31.5). Speed is approximately 5s/it, which is ok, I think. I tried with different number of steps (200, 100 ….down to much less), had started with 124 pics (1 repeat), am now down to 15 to for testing purpose. Everything goes fine until Kohya tries to save the first intermediate epoch/safetensor file. Then it crashes, terminates the training, as if it could not save the file. I tried to have it saved at many different places, it makes no difference. Could it be that the size is too big? As already mentioned, I had no problem with the Kohya Flux Loras and OT SDXL Finetunings.

J

JP.Lonb•3/19/25, 5:37 PM

When Kohya tries to save the first safetensors file, it does not say anything, but just crashes. My screen goes dark for a couple of minute. Then I can again check what happened. The console says that the training has ended. I can end you the full log, if you want to try to see what happened. It starts with “--- Logging error ---
Traceback (most recent call last):
File "C:\Python310\lib\logging__init.py", line 1104, in emit
self.flush()
File "C:\Python310\lib\logging__init.py", line 1084, in flush
self.stream.flush()
OSError: [Errno 22] Invalid argument
Call stack:
File "C:\Python310\lib\threading.py", line 973, in _bootstrap
self._bootstrap_inner()
etc. “

J

JP.Lonb•3/19/25, 5:37 PM

Following the advices of ChatGPT, I check for critical errors in the “Windows Event Viewer Logs“ and found indeed several ones at the time of the crash. I can send you the evtx file, if it helps. I also looked into the “reliability monitor” and there you can also see warnings and application failures at the crash time. What can be the reason?!
Thanks for your help in advance!
Greetings from Berlin
JP

PProRost I have two questions about DreamBooth training: 1. Is it possible to install Sup...

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Furkan Gözükara SECourses•3/19/25, 6:54 PM

you mean SUPIR i suppose. our app works on windows but i have no idea can be run on mac which i dont think so

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Furkan Gözükara SECourses•3/19/25, 6:55 PM

but you can use on even a free kaggle

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Furkan Gözükara SECourses•3/19/25, 6:55 PM

you can do SDXL on kaggle for free

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Furkan Gözükara SECourses•3/19/25, 6:55 PM

on colab look kaggle code

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Furkan Gözükara SECourses•3/19/25, 6:55 PM

and you can run on paid colab

JJP.Lonb Coming to the latest problem, I do not manage to create any Flux dreambooth with...

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Furkan Gözükara SECourses•3/19/25, 6:56 PM

hi i would recommend this

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Furkan Gözükara SECourses•3/19/25, 6:56 PM

uninstall your python and reinstall as shown in this video

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Furkan Gözükara SECourses•3/19/25, 6:56 PM

and reinstall kohya too

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Furkan Gözükara SECourses•3/19/25, 6:56 PM

are you using our kohya installer,?

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Furkan Gözükara SECourses•3/19/25, 6:56 PM

https://youtu.be/DrhUHnYfwC0

YouTubeSECourses

How to Install Python, CUDA, cuDNN, C++ Build Tools, FFMPEG & Git T...

If you are interested in using AI, generative AI applications, open source applications in your computer, than this is the most fundamental and important tutorial that you need. In this tutorial I show and explain how to properly install appropriate Python versions accurately, how to switch between different Python versions, how to install diffe...

P

ProRost•3/20/25, 11:29 AM

and tell me where to find kaggle code? my main task is to make a photo of the generation with the face of a real person, but replace the body with another. Is there an option how to do this? gpt chat tells me that I should do a full training of dreambooth, then somehow place it in 3D, longer modify or replace the body. What do you advise? Also, I will need generations without censorship (18+)

PProRost and tell me where to find kaggle code? my main task is to make a photo of the ge...

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Furkan Gözükara SECourses•3/20/25, 11:30 AM

forget kaggle for anything NSFW and i dont support NSFW either

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Furkan Gözükara SECourses•3/20/25, 11:30 AM

kaggle will ban your account immediately

P

ProRost•3/20/25, 12:55 PM

I agree Doc, I am also against it but I was asked to help with this request. If without NSFW, what would be the best way?

PProRost I agree Doc, I am also against it but I was asked to help with this request. If ...

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Furkan Gözükara SECourses•3/20/25, 2:01 PM

kaggle works for SDXL and SD 1.5 training

P

ProRost•3/20/25, 2:25 PM

but based on this video https://www.youtube.com/watch?v=FvpWy1x5etM I concluded that Flax Fal Fine tuning has much better detailing. If you compare SDXL and SD 1.5, the XL version will win in detailing by a lot. Honestly, I am very grateful for your work and contribution to the development of neural networks.

YouTubeSECourses

FLUX Full Fine-Tuning / DreamBooth Training Master Tutorial for Win...

If you want to train FLUX with maximum possible quality, this is the tutorial looking for. In this comprehensive tutorial, you will learn how to install Kohya GUI and use it to fully Fine-Tune / DreamBooth FLUX model. After that how to use SwarmUI to compare generated checkpoints / models and find the very best one to generate most amazing image...

PProRost but based on this video https://www.youtube.com/watch?v=FvpWy1x5etM I concluded ...

F

Furkan Gözükara SECourses•3/20/25, 2:45 PM

FLUX is 10 times better than SDXL

G

gio3000.•3/20/25, 3:35 PM

Hi everyone and @Furkan Gözükara SECourses
I have a paired dataset with images before and after retouching (color correction, defect removal on face and body, skin color amelioration). I want to train a generative model to automate this process at scale.

Would Pix2Pix (GANs) be the best choice, or are diffusion models, flux , vision transformers, or other supervised methods better for high-fidelity, production-ready retouching?

Looking for insights on the most effective approach. Thanks!

Ggio3000.Hi everyone and <@205854764540362752> I have a paired dataset with images befor...

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Furkan Gözükara SECourses•3/20/25, 6:31 PM

sadly i dont know what can be best way for automating atm

U

umrfarooq•3/21/25, 8:55 PM

Hi @Furkan Gözükara SECourses ,

I need some advice as I have been struggling with Lora training for a product. I tried with and without captions (without was worse).

Problems I'm Facing

Trigger words don't work consistently. For example, if I use "KOKUMKF2512NVYP2," sometimes I get some kind of device (see trigger_word_image) and sometimes a dress but with different colors and the same pattern.
When I use prompts where I explain the dress and background, I get a blue dress, but each time the dress color appears in different shades.
Hands are distorted a lot.
When I prompt it to generate on different body types, it doesn't work.

## What I Have Tried So Far

No Caption Lora:

batch_size: 2
steps: 4000

batch_size: 2
steps: 4000

batch_size: 2
steps: 4000

batch_size: 2
steps: 4000

Captioned Lora (see screenshot for dataset):

batch_size: 2
steps: 3500
sample caption: a person seated on a wooden chair against a dark gray paneled wall. The background is simple with wooden flooring visible. The model is wearing KOKUMKF2512NVYP2 with a KOKUMKF2512NVYP2DUPATTA draped across their lap and extending to the floor. The model is accessorized with pearl-like earrings, bracelets, and embellished footwear. Their hands are positioned casually, with one resting on their lap and the other on the arm of the wooden chair. The setting appears to be an indoor studio environment with minimalist decor, highlighting the seated figure against the contrasting background.

batch_size: 2
steps: 3500
sample caption: a person seated on a wooden chair against a dark gray paneled wall. The background is simple with wooden flooring visible. The model is wearing KOKUMKF2512NVYP2 with a KOKUMKF2512NVYP2DUPATTA draped across their lap and extending to the floor. The model is accessorized with pearl-like earrings, bracelets, and embellished footwear. Their hands are positioned casually, with one resting on their lap and the other on the arm of the wooden chair. The setting appears to be an indoor studio environment with minimalist decor, highlighting the seated figure against the contrasting background.

batch_size: 2
steps: 3500
sample caption: a person seated on a wooden chair against a dark gray paneled wall. The background is simple with wooden flooring visible. The model is wearing KOKUMKF2512NVYP2 with a KOKUMKF2512NVYP2DUPATTA draped across their lap and extending to the floor. The model is accessorized with pearl-like earrings, bracelets, and embellished footwear. Their hands are positioned casually, with one resting on their lap and the other on the arm of the wooden chair. The setting appears to be an indoor studio environment with minimalist decor, highlighting the seated figure against the contrasting background.

batch_size: 2
steps: 3500
sample caption: a person seated on a wooden chair against a dark gray paneled wall. The background is simple with wooden flooring visible. The model is wearing KOKUMKF2512NVYP2 with a KOKUMKF2512NVYP2DUPATTA draped across their lap and extending to the floor. The model is accessorized with pearl-like earrings, bracelets, and embellished footwear. Their hands are positioned casually, with one resting on their lap and the other on the arm of the wooden chair. The setting appears to be an indoor studio environment with minimalist decor, highlighting the seated figure against the contrasting background.

Mixed Lora of cloth and model head (see screenshot for dataset):

batch_size: 1
steps: 4000
sample caption for model headshot image: The image shows a zoya_aurage looking off to the side with a neutral expression. The background is a solid gray color creating a minimal, studio-like setting. zoya_aurage is positioned in a profile-like pose with bare shoulders visible, creating a clean and professional portrait composition.

batch_size: 1
steps: 4000
sample caption for model headshot image: The image shows a zoya_aurage looking off to the side with a neutral expression. The background is a solid gray color creating a minimal, studio-like setting. zoya_aurage is positioned in a profile-like pose with bare shoulders visible, creating a clean and professional portrait composition.

batch_size: 1
steps: 4000
sample caption for model headshot image: The image shows a zoya_aurage looking off to the side with a neutral expression. The background is a solid gray color creating a minimal, studio-like setting. zoya_aurage is positioned in a profile-like pose with bare shoulders visible, creating a clean and professional portrait composition.

batch_size: 1
steps: 4000
sample caption for model headshot image: The image shows a zoya_aurage looking off to the side with a neutral expression. The background is a solid gray color creating a minimal, studio-like setting. zoya_aurage is positioned in a profile-like pose with bare shoulders visible, creating a clean and professional portrait composition.

trigger_word_image92.12KB

trigger_word_image_256.77KB

prompt_sample663B

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umrfarooq•3/21/25, 9:06 PM

Thank you so much for doing amazing research and sharing with us. And Sorry for the little long message I just want to share as much detail as possible. And is full finetuning is a good choice for this specific use case or not?

Here is some more details:

For the dataset:
Dress: 16 images
Model/Person: 9 headshot images generated by comfy consistent character workflow

I also tried using both lora (dress and person) to create images in SwarmUI but results are disappointing. The major importance for me is to get the pattern of dress, color of dress and person wearing wearing that dress. Please let me know If you need any other details. Please guide me to the right direction. Thanks again

H

hau•3/21/25, 9:09 PM

@Furkan Gözükara SECourses hey, really enjoyed your videos.

would appreciate a deep-dive comparing the following methods:

full dreambooth on flux (extremely memory intensive)
dreambooth lora on flux
full dreambooth on flux + then extract the lora via SVD
plain flux lora
plan flux full finetune

J

Joshua A•3/22/25, 1:19 AM

@Furkan Gözükara SECourses I am trying out dreambooth training on runpod using your guide. I got it to run but out of memory on a 4090.

Any guidance would be helpful.

------------------------------------
torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 48.00 MiB. GPU 0 has a total capacity of 23.64 GiB of which 20.81 MiB is free. Process 3037847 has 23.62 GiB memory in use. Of the allocated memory 23.08 GiB is allocated by PyTorch, and 86.61 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables)"

Uumrfarooq Hi <@205854764540362752> , I need some advice as I have been struggling with Lo...

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Furkan Gözükara SECourses•3/22/25, 2:07 AM

hey your trigger word is wrong. it is many multiple words combination

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Furkan Gözükara SECourses•3/22/25, 2:07 AM

i recommend watch this video no skip

F

Furkan Gözükara SECourses•3/22/25, 2:07 AM

https://youtu.be/FvpWy1x5etM

YouTubeSECourses

FLUX Full Fine-Tuning / DreamBooth Training Master Tutorial for Win...

If you want to train FLUX with maximum possible quality, this is the tutorial looking for. In this comprehensive tutorial, you will learn how to install Kohya GUI and use it to fully Fine-Tune / DreamBooth FLUX model. After that how to use SwarmUI to compare generated checkpoints / models and find the very best one to generate most amazing image...

Hhau <@205854764540362752> hey, really enjoyed your videos. would appreciate a deep-...

F

Furkan Gözükara SECourses•3/22/25, 2:08 AM

i already did and full dreambooth on flux works as low as 6 GB GPUs

F

Furkan Gözükara SECourses•3/22/25, 2:08 AM

with 64 GB RAM : https://youtu.be/FvpWy1x5etM

YouTubeSECourses

FLUX Full Fine-Tuning / DreamBooth Training Master Tutorial for Win...

If you want to train FLUX with maximum possible quality, this is the tutorial looking for. In this comprehensive tutorial, you will learn how to install Kohya GUI and use it to fully Fine-Tune / DreamBooth FLUX model. After that how to use SwarmUI to compare generated checkpoints / models and find the very best one to generate most amazing image...

JJoshua A <@205854764540362752> I am trying out dreambooth training on runpod using your g...

F

Furkan Gözükara SECourses•3/22/25, 2:08 AM

yes which config you used?

F

Furkan Gözükara SECourses•3/22/25, 2:08 AM

and are your images all 1024x1024?

FFurkan Gözükara SECourses yes which config you used?

J

Joshua A•3/22/25, 2:14 AM

Yes. All images are 1024. The config is 24GB_GPU_22900MB_7.3_second_it_Tier_1.

Mentioning this because I think it's strange. I am noticing when I add the preset to kohya preset nothing changes. I have to go through and manually change everything. and when I save the config. It doesn't save. refreshing the browser will erase all data.

I have 200gb storage, 30 gb of local storage like you say in the video.

JJoshua A Yes. All images are 1024. The config is 24GB_GPU_22900MB_7.3_second_it_Tier_1. ...

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Furkan Gözükara SECourses•3/22/25, 2:14 AM

that means you didnt load config accurately

I'm using 13 images now with 4 unique backgrounds and clothes, can you tell me how many images are n

Problems I'm Facing

No Caption Lora:

Captioned Lora (see screenshot for dataset):

Mixed Lora of cloth and model head (see screenshot for dataset):

Similar Threads

Similar Threads

Problems I'm Facing

No Caption Lora:

Captioned Lora (see screenshot for dataset):

Mixed Lora of cloth and model head (see screenshot for dataset):

Similar Threads