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Software Engineering Courses (SECourses)•15mo ago

I made a script. You want?

I made a script. You want?

Software Engineering Courses (SECourses)Join

Hello everyone. I am Dr. Furkan Gözükara. PhD Computer Engineer. SECourses is a dedicated YouTube channel for the following topics : Tech, AI, News, Science, Robotics, Singularity, ComfyUI, SwarmUI, ML, Artificial Intelligence, Humanoid Robots, Wan 2.2, FLUX, Krea, Qwen Image, VLMs, Stable Diffusion

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Furkan Gözükara SECourses

@everyone Qwen Image 2511 is truly a massive upgrade compared to 2509. Full step by step how to use tutorial published and i have compared as well https://youtu.be/YfuQuOk2sB0 If you can upvote, leave a comment I appreciate that: https://www.reddit.com/r/comfyui/comments/1pv9snm/qwen_image_edit_2511_is_a_massive_upgrade/

Furkan Gözükara SECourses · 2d ago

Furkan Gözükara SECourses

@everyone After doing massive research our Wan 2.2 LoRA training tutorial is ready and published thankfully https://youtu.be/ocEkhAsPOs4 If you can upvote, leave a comment I appreciate that: https://www.reddit.com/r/comfyui/comments/1pscwvr/wan_22_complete_training_tutorial_text_to_image/

Furkan Gözükara SECourses · 5d ago

Furkan Gözükara SECourses

@everyone After doing massive research our Z Image Turbo LoRA training tutorial is ready and published thankfully https://youtu.be/ezD6QO14kRc If you can upvote, leave a comment I appreciate that: https://www.reddit.com/r/comfyui/comments/1pedr0v/zimage_turbo_lora_training_with_ostris_ai_toolkit/

Furkan Gözükara SECourses · 4w ago

ar.1

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ar.1•10/20/24, 11:43 AM

yeah sure if you dont mind sharing that would be great

Vinch

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VinchOP•10/20/24, 11:44 AM

The instructions are in the top of the file

fit_in_buckets.py12.22KB

Vinch

VVinch The instructions are in the top of the file

ar.1

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ar.1•10/20/24, 11:46 AM

amazing thank you bro, ill use it on my next test

Vinch

VVinch I made a script. You want?

ar.1

A

ar.1•10/20/24, 11:47 AM

how did you come up with the idea to have min number of images per bucket ? did you notice it improves anything ?

ar.1

Aar.1 how did you come up with the idea to have min number of images per bucket ? did ...

Vinch

V

VinchOP•10/20/24, 11:55 AM

It is because if you work with batches and you have buckets turned on. A batch will only contain images from a single bucket. So if you have buckets with 1 image. That means that it has to duplicate that single image 7 times to fill a batch, Making it basically ineffective.

Vinch

VVinch It is because if you work with **batches** and you have __buckets__ turned on. A...

ar.1

A

ar.1•10/20/24, 11:55 AM

makes sense

Furkan Gözükara SECourses

FFurkan Gözükara SECourses way lower than I expect

ar.1

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ar.1•10/20/24, 1:44 PM

what speed where you getting ?

ar.1

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ar.1•10/20/24, 1:44 PM

Ive got H100 going now, its caching latents

ar.1

Aar.1 what speed where you getting ?

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 1:55 PM

let me check video part

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 1:55 PM

i am still editing :d

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 1:55 PM

21.21 second

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 1:55 PM

batch size 7

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 1:56 PM

by the way if dataset cant be divided into 7 exactly, you wont get very accurate speed

Furkan Gözükara SECourses

FFurkan Gözükara SECourses 21.21 second

ar.1

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ar.1•10/20/24, 2:03 PM

so H100, batch size 12 I getting 16s/it

ar.1

A

ar.1•10/20/24, 2:04 PM

65GB GPU memory usage

ar.1

Aar.1 so H100, batch size 12 I getting 16s/it

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:08 PM

wow nice

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:08 PM

almost 1 second / it per image

ar.1

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ar.1•10/20/24, 2:09 PM

I can probably fit 14 batch size

Furkan Gözükara SECourses

FFurkan Gözükara SECourses almost 1 second / it per image

ar.1

A

ar.1•10/20/24, 2:12 PM

so with H100 at $3 per hour, 10k images with 15 epochs (batch size 12) is gonna cost around $170

ar.1

Aar.1 so with H100 at $3 per hour, 10k images with 15 epochs (batch size 12) is gonna ...

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:29 PM

looks like way expensive compared to A6000

Furkan Gözükara SECourses

FFurkan Gözükara SECourses looks like way expensive compared to A6000

ar.1

A

ar.1•10/20/24, 2:30 PM

yeah thats what im thinking

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:30 PM

10k images 15 epochs would take 53$

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:30 PM

0.31 cent per hour

ar.1

A

ar.1•10/20/24, 2:30 PM

much better

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:31 PM

yep

Furkan Gözükara SECourses

FFurkan Gözükara SECourses yep

ar.1

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ar.1•10/20/24, 2:32 PM

we cant do multi gpu with A6000 dreambooth finetuning right?

ar.1

A

ar.1•10/20/24, 2:33 PM

I wish there was option to add more SSD in massed compute

ar.1

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ar.1•10/20/24, 2:34 PM

256GB on the A6000 isnt that great

ar.1

Aar.1 we cant do multi gpu with A6000 dreambooth finetuning right?

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:34 PM

yes you need 80 gb gpus

ar.1

Aar.1 I wish there was option to add more SSD in massed compute

Vinch

V

VinchOP•10/20/24, 2:34 PM

I keep having to upload checkpoints and delete them to make room for the next checkpoint

Vinch

VVinch I keep having to upload checkpoints and delete them to make room for the next ch...

ar.1

A

ar.1•10/20/24, 2:34 PM

yeah its a pain haha

ar.1

A

ar.1•10/20/24, 2:34 PM

Has anyone tried A100

ar.1

A

ar.1•10/20/24, 2:35 PM

I wonder its speed against the H100 as its almost half the price

Vinch

VVinch I keep having to upload checkpoints and delete them to make room for the next ch...

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:39 PM

you can delete existing apps and models

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:39 PM

shown in new coming video

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:39 PM

also yes i agree 256 GB disk space is very limiting for flux fine tuning :/

Furkan Gözükara SECourses

FFurkan Gözükara SECourses shown in new coming video

ar.1

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ar.1•10/20/24, 2:40 PM

very eager to watch it, whats the ETA ?

dsienra

D

dsienra•10/20/24, 2:40 PM

@Dr. Furkan Gözükara this is cool!!!

ar.1

Aar.1 very eager to watch it, whats the ETA ?

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:40 PM

still editing

dsienra

Ddsienra @Dr. Furkan Gözükara this is cool!!!

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 2:40 PM

this is next hopefully after i published video to test

dsienra

D

dsienra•10/20/24, 2:42 PM

sounds very promising!!!

snowmonkey

S

snowmonkey•10/20/24, 2:51 PM

Does anyone have experience creating serverless Comfy API endpoint on RunPod ?
I keep getting "Max retries reached while waiting for image generation" with fresh installation of https://github.com/blib-la/runpod-worker-comfy

dsienra

D

dsienra•10/20/24, 4:44 PM

@Dr. Furkan Gözükara Update https://huggingface.co/nyanko7/flux-dev-de-distill Lora training. 3 people same class in 1 lora with regularization, regularization captions just the class, lr 0.00005 unet and Te, very interesting results, high diversity on the class on inference on regular flux-dev, promoting for the trained subjects high resemblance, one curious thing a . on the prompt produces a total different image, for example same seed "Name class" different image than "Name class." is like the . works like a separation in the prompt, more to test, if you will use regularization use only the class for the captions, on previous tests I used captioned regularization and it produces unpredictable and unconcistent results. more things to test

nyanko7/flux-dev-de-distill · Hugging Face

nyanko7/flux-dev-de-distill · Hugging Face

Furkan Gözükara SECourses

FFurkan Gözükara SECourses this is next hopefully after i published video to test

dsienra

D

dsienra•10/20/24, 5:02 PM

Now training De-distilled same dataset with no regularization for testing new output preservation script

snowmonkey

Ssnowmonkey Does anyone have experience creating serverless Comfy API endpoint on RunPod ? ...

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 5:44 PM

this is totally pro stuff. only runpod team may help you for free

dsienra

Ddsienra @Dr. Furkan Gözükara Update https://huggingface.co/nyanko7/flux-dev-de-distill L...

Furkan Gözükara SECourses

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Furkan Gözükara SECourses•10/20/24, 5:45 PM

thanks for the info

dsienra

Ddsienra Now training De-distilled same dataset with no regularization for testing new ou...

Furkan Gözükara SECourses

F

Furkan Gözükara SECourses•10/20/24, 5:45 PM

great way to find all

Furkan Gözükara SECourses

FFurkan Gözükara SECourses 10k images 15 epochs would take 53$

ar.1

A

ar.1•10/20/24, 6:09 PM

and 160 hours !!!

ar.1

A

ar.1•10/20/24, 6:09 PM

thats the only problem

ar.1

A

ar.1•10/20/24, 6:11 PM

I can get A6000 ada or L40S which may be a bit faster, although 3x the price

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