LORA + Checkpoint Model Training GUIDE - Get the BEST RESULTS super easy

Подписаться 225 тыс.

Просмотров 310 тыс.

50% 1

This LORA + Checkpoint Model Training Guide explains the full process to you. Learn how to select the best images. How to key word tag the Images for Lora and Checkpoint Training. How may steps and Epochs to use in Training. How to Merge Models to get better results.
#### Link from my Video ####
Join my Discord: / discord
Bulk Resize: bulkresizephotos.com/en
Kohya-ss Install: github.com/bmaltais/kohya_ss
Booru Dataset Tag Manager: github.com/starik222/BooruDat...
SD 1.5 Training Model: huggingface.co/runwayml/stabl...
Support my Channel:
/ @oliviosarikas
Subscribe to my Newsletter for FREE: My Newsletter: oliviotutorials.podia.com/new...
How to get started with Midjourney: • Midjourney AI - FIRST ...
Midjourney Settings explained: • Midjourney Settings Ex...
Best Midjourney Resources: • 😍 Midjourney BEST Reso...
Make better Midjourney Prompts: • Make BETTER Prompts - ...
My Facebook PHOTOGRAPHY group: / oliviotutorials.superfan
My Affinity Photo Creative Packs: gumroad.com/sarikasat
My Patreon Page: / sarikas
All my Social Media Accounts: linktr.ee/oliviotutorials

Хобби

Опубликовано:

9 май 2023

Ссылка:

Скачать:

Готовим ссылку...

Добавить в:

Мой плейлист

Посмотреть позже

Комментарии : 351

@OlivioSarikas Год назад

#### Link from my Video #### Join my Discord: discord.gg/XKAk7GUzAW Bulk Resize: bulkresizephotos.com/en Kohya-ss Install: github.com/bmaltais/kohya_ss Booru Dataset Tag Manager: github.com/starik222/BooruDatasetTagManager/releases/tag/v1.6.3 SD 1.5 Training Model: huggingface.co/runwayml/stable-diffusion-v1-5/tree/main

@yokipop9467 Год назад

make tutorial finetune on kohya please..

@tripleheadedmonkey6613 Год назад

Great video, but aren't HyperNetwork's also an option? Is there any reason why we'd use Lora's over Hyper Networks? So far I've gotten better results training HyperNetworks, but admittedly Lora's had only just arrived on the scene when I was experimenting.

@user-hs9ti5mk4n Год назад

everytime I paste the cmd i get ''fatal: could not create leading directories of 'kohya_ss.\setup.bat': Invalid argument'' can anyone help

@ima5ami416 9 месяцев назад

do you know how feasible it is to install Stable Diffusion on a Mac? for example Mac Mini M2 Pro? Will it work by running it on a virtual machine to windows or will it be better via bootcamp? or is there a Mac direct version?

@DivinityIsPurity Год назад

I like this guy, he's like a nerdy hugging bear man you wana hold and thank for making such cool helpful channel.

@sub-jec-tiv Год назад

Best comment of the day 🥇

@technoprincess95 10 месяцев назад

Sometimes i think he is AI

@Xanderfied 9 месяцев назад

"Hugging face guy" lol

@bargbikernes31 7 месяцев назад

Down bad

@user-uh7nz5wl3x Год назад

This is the most comprehensive model training tutorial I've found on RU-vid. Thank you for making this video!

@thefablestudio 8 месяцев назад

Your guide on LORA and Checkpoint Model Training is a game-changer. The merging trick you shared is pure gold. Subscribed! 🙌

@JustFeral Год назад

Dude I watch all your videos even if I already know what it's about just to bump your numbers. Same reason for this comment. You're killing it.

@user-ps6ns1sb4f Год назад

Thank you very much. Your detailed introduction is very rare, and many of the details have been very helpful to me.

@mastixmc Год назад

One of your best videos so far!!! And currently my favorite RU-vidr for SD. Greetings to Vienna from Stuttgart, Germany. Sascha

@zimnelredoran9985 Год назад

I may have missed the Lora training, I followed the Kohya installation and the checkpoint training. Thanks for all the excellent content, Olivio!

@ScaryStoriesNYC 11 месяцев назад

Te trouble with all these tutorials is that when I spend an entire day following them, the software I see does not ever seem to match the software in the video. When I reach an error screen, I never know why and I have no comprehension of what to do about it. It's quite daunting for an artist who thought the only thing he would have to master in life was using a pencil and a brush. :(

@jakehajek7116 Год назад

Really love your content, thank you for taking the time to produce and share it!

@BrandosLounge Год назад

I've been waiting on a video like this for ages! Thank you so much

@sebastianh.9211 Год назад

A really helpful and informative video. In addition, and I find this particularly important, your pronunciation is also really super. For me, as a non-native speaker, this is very important. In many videos, people just mumble to themselves, or you can not understand them so well for technical reasons. With your videos I found the first time someone I can really understand excellent and crystal clear. 😊

@planetfrog2 Год назад

Thanks Olivio, I was just thinking I needed a guide like this after getting tired of google colab. This will be invaluable - your're a super star!

@1lllllllll1 28 дней назад

I am so grateful for your detailed tutorials, step by step instructions. A big thank you.

@BernardMaltais Год назад

Fantastic job Olivio! I really appreciate the work you do!

@viplivesmatter 6 месяцев назад

6:33 Lora and Models 17:50 Lora Training: files and folders 18:53 KoyaSS: the software to train the models

@electropentatonic 9 месяцев назад

Of everything I learned, you blew my mind with the f2 trick

@powerofpeople123 11 месяцев назад

You take your time, talk with no rush but also go straight to the point. Thanks a lot, really helping me now that most tutorials are outdated

@RompinDonkey-bv8qe 2 месяца назад

Agreed, he gets the pace just right. Not easy to do, some people take too much time with no benefit, some too fast and hard to follow. The balance here is just right 👌

@user-zb9qe8qe3d Год назад

Super cool! Please continue describe this topic for us in your next videos, I am waiting for those

@beantacoai 11 месяцев назад

Thank you for this awesome guide! Anything about regularization images would also be fantastic.

@SaberOW Год назад

Lol I was just looking for an updated LoRA guide, great timing thank you!

@bobchang325 Год назад

Thank you very very much! This lecture has answered a lot of my questions.

@dagrinde1 Год назад

Thanks for this informative video. I have been trying to figure this out for awhile, so this was right on time

@musikrausch2675 Год назад

Danke! :) Thanks Olivio for your many great explanation videos and tutorials and that you made the effort to really go through every step of the setup and first usage of kohya. I needed exactly this to get to a starting point of the mysterious journey of training my own models/loras and now I can finally experiment on my own.

@jgodvliet Год назад

So cool, thanks for the indepth explanation 👍

@N1ghtR1der666 Год назад

the taging changes a fair bit depending on if your trying to train a topic or a style or a specific person and it would be nice to show the differences there. i see in on another video they explained how you should tag everything you DONT want to be a part of your lora unless you are training for a single person or thing, and I wold like to see a more in depth dive into tagging and its effects

@Beltalowda55 Год назад

The tagging strategy is a pretty confusing. I've also seen tutorials that say you should tag only the things you DO want to be part of your lora/model. And some tutorials say to not use tags at all and let the AI figure it all out. And should you use a unique "keyword" tag to train it to that particular unique "keyword" to use in the prompts? I've tried different the approaches but didn't get any conclusive results. They were all pretty bad and didn't work as expected. 🤨 A video from Olivio covering just the tagging aspect with a demo for each approach would be awesome.

@fritt_wastaken Год назад

@@Beltalowda55 captions are what a model uses to try and predict what the picture should look like during training. Difference between predicted and actual image is used to adjust the model in the right direction. So it should be obvious that you want to describe everything that is not a part of the concept you're trying to learn, to help the model to make a correct prediction and narrow the direction for the learning. Keyword is added for the model to associate the concept with that keyword, that helps to preserve sanity. It sould be noted though that the training process does not actually differentiate what you're trying to learn in any way. All it does is it tries to match a predicted image with the actual image. That means it can associate to your concept any other or multiple tags you used in unpredictable ways, basically splitting the concept between them. To mitigate that, no tag except a keyword should be used too frequently (in my experience 30-50% is the limit)

@Gh0sty.14 Год назад

I don't even bother tagging anymore when training a person.

@hcfgaming401 10 месяцев назад

@@fritt_wastakenI wish you had some videos up to talk about this. I think I understand what you're saying but some of it is a little fuzzy. Thank you for the info nonetheless.

@STSchwanitz 8 месяцев назад

Thank you for guiding me with this excellent video!

@MrHuman002 8 месяцев назад

That tag manager is really cool, thanks for that.

@activemotionpictures Год назад

Thank you for explaining very clearly all the concepts that apply to creating LORAs. I really appreciate the info in the video.

@MrGTAmodsgerman Год назад

This video was really needed. Thanks for that

@DmitriySokhach Год назад

You are my hero today! ❤ I was searching for exact this topic weekly for last 2 months 😂 Last time was this morning. Not sure if I go to sleep now or give it a try 😅

@bloomandfly6687 Год назад

Allez dormir heureux si vous etes fatigué. Vous serez frais le lendemain pour rêvé éveillé.

@Whisper_InThe_Rain Год назад

this video helped me understand a lot for another project im working on for langague model to use LoRAs to beef and nudge the actual model.

@edmoartist Год назад

Thanks so much for this video! really appreciate it

@ShiroMev14 7 месяцев назад

THX! I learned so much! You are amazing

@antoine-ce4oe Год назад

nice ive been waiting for this video !

@OlivioSarikas Год назад

Took me forever to record this ;)

@zz-sf1bm 9 месяцев назад

lovely vid, keep on these good works!

@caseyj789456 4 месяца назад

Thanks a lot I get more information about training now 😊

@ysy69 Год назад

Excellent Tutorial!!!!

@bgill7475 Год назад

Thank you so much for this ❤

@oaahmed7515 Год назад

Wow wow wow what a man. I was waiting for this video

@OlivioSarikas Год назад

Hope you enjoy it and it help you a lot :)

@oaahmed7515 Год назад

@@OlivioSarikas thx oli

@burgerhattingh8625 5 месяцев назад

This is awesome, thanks. I think you did a great job on disseminating the critical information concisely, I wish more tutorials were done like this. I have a question, how would training for an illustration style, using real photos for face reference differ, if at all?

@nikoleifalkon Год назад

24:08 the same when you said "512x512" is in the past, the same goes to folder structure, is not necessary to create 3 folders, only the image folder and the inside folder with your dataset, for model and log you can leave the main folder "Neon" and the files will be saved there with no problems, I discovered that by accident and no issues after.

@ScreamToTheSkyS Год назад

was waiting on this update !

@Max-Blaze Год назад

Thank you for explaining

@audiogus2651 Год назад

Would love to see something like this but from the perspective of objects, not portraits.

@jackyngan3251 11 месяцев назад

Same

@kallamamran Год назад

Great explanation!

@ghilesbardi Год назад

Thank you so much sir, I love your YT channel ! =)

@OlivioSarikas Год назад

Thank you :)

@MartinGall1 11 месяцев назад

Thanks for the F2 rename files trick... I didn't know about it, you just saved me hours of renaming 😄

@danielbenson506 10 месяцев назад

Fantastic tutorial Olivio! Love all your AI videos. Can you use LORA to train other objects and keep them consistent? Using your technique, I've been trying to create a LORA of a specific baseball glove and a specific helmet, and apply it to an image of a baseball player in stadium. Most of the outputs I get are quite monstrous like 10 finger alien gloves. I've given it a ton of data like close up/medium shots of the glove from multiple angles, medium and wide shot of someone wearing the glove. Still nothing works. Any thoughts on how to train a LORA to keep something like a glove consistent? I'm using using SD v1.5 pruned, photon v1, realistic vision v40 as the checkpoints in A1111.

@poponium Год назад

My hero ! many thanks

@pastuh Год назад

Video is super simple compared to others :)

@PL-808 11 месяцев назад

Perfect tutorial. Thanks for your work 😊🙏 I have noticed there is now also LoHa, have you tested, compared? Otherwise I’m very happy to use this workflow

@huexley Год назад

Thank you so much !

@ceelentzpotter2110 Год назад

Watch so many of your vids and I thought I've already subscribed to you. Until today I find out😅😅 Sub'ed anyways

@peterprutser3451 10 месяцев назад

Great stuff, thanks

@MaryBeeMusic 2 месяца назад

Thank you!!

@siriusrha Год назад

18:41....👀I didn't know that trick 👍🏻 Thanks

@ZhiwanCheung 2 месяца назад

Great video Olivio! As I am watching this, I wonder what goes into the "log" folder and "model" folder? I didn't see what those are for. Also, do we need regularization images? If so, how many?

@garrickgreathouse 11 месяцев назад

Just once I would like one of these tutorials to actually work and properly correspond to what I see when following the steps.

@farvardinmainyu1961 Год назад

Thank you Olivio.

@user-xb4pu1cp6c Год назад

Thank for sharing. 😁😁

@caglisto Год назад

Thank you! Can you create the video with the colab as well? don't know if the old ones around still work, this things change so fast!

@susankosti 4 месяца назад

Hey Legend! I fell in love with your tutorials! I have a question: this is not working on my laptop and on my server as well :( I have 2080 RTX in both. Can this be the reason? In my server there are 2x2070... do you have any other method to train models for stable diffusion?

@robertzerkin4332 9 месяцев назад

Good evening Olivio, So I just followed your guide to create my first LORA but I find myself with 22 hours of training! I must have made a mistake somewhere ;-) However, I have an RTX 4070 TI and a Core I9 13900k. 120 photos of the same model in high quality (FHD) half are faces and the other is the full length model. I chose 10 steps, I think my concern comes from there. I'm still going to let it finish just out of curiosity. Thank you for the guide which will have nevertheless been very useful to me.

@gattaplayer Год назад

Hi Olivio, thanks for this guide, it's a bundle of usefull informations. I have a question: at 30:56, when there's your Kohya full screen, I read "Learning rate: 0.00001", the default should be 0.0001, is this correct?

@thediydaddy Год назад

Would definitely like a online workflow video

@___x__x_r___xa__x_____f______ Год назад

Hey Olivio, great vidio. Really go deep and surface all in one. I have a question. The style model I want to use is Dreamlike Photorealistic, from the same people as realisticvision. In your case you trained with sd15 in Kohya-Dreambooth (with captions for training dataset), but your video is entitled Lora. With Lora I usually use class dataset and Training dataset. Not sure if that was intentional. But more to the point, should i train with SD15 and merge to Dreamlike, go apply that style? Should I also use captions? I am doing Lora,thought. Thanks

@bautibunge737 Год назад

If I understand correctly, the merge is just a weighted average of the model weights, so the shapes of the models must be the same. So you should merge your LoRA with another LoRA that fits the style you like

@gmartinez1981 11 месяцев назад

mostly installation instructions very clear but not what I was expecting

@619Shippo 11 месяцев назад

The Kohya page and download isn't the same as in this video and the setup.bat file has been updated. It doesn't ask me the same questions as it does him in the video. How did you get it to work?

@DioHard Год назад

Awesome video! Big thanks. I am starting to think that my hardware might be not up to this... whenever I run the kohya gui bat it just closes itself.

@KiWelten Год назад

Hey Olivio, what tool are you using to record your videos, i like the zoom on several parts of the video, but don´t know how you do it :)

@blackvx Год назад

Thank you so much, Olivio! Is the training feature on Automatic1111 still broken?

@polipano 6 месяцев назад

Thank you Olivio for this tutorial as well as for all your others. Great help. When I run my LORA models on my Automatic 1111, I get “ValueError: not enough values to unpack (expected 2, got 1)”. How can I fix that? Thanks for your help.

@SaRa1000Channel Год назад

Nice VDO as usual. You mentioned in the VDO that you will cover both Dreambooth & Dreamboot LoRA; however, there has been no Dreamboot LoRA covered. I am not sure whether both Dreambooth & Dreamboot LoRA will have the same process & pretrain model or not? For art painting style training using Dreamboot LoRA, could you please suggest an appropriate Pretrained Model, and min. total step for each Epoch. I tried 100 Steps for sample 20 images (2000 in total) but when I tested with text prompts used in the training, the results were still far from original images. Also tried with LyCORIS/LoCon but with no success. I would be very appreciated if you could demonstrate how to train a painting style like Van Gogh painting style (though it is already available in some models) showing that the result from prompts used in the training process can reproduce images used in the training.

@BubbleTea033 Год назад

Dreambooth doesn't make LORAs. It trains a model, then you can extract a LORA from that by comparing the original base model and the trained model. You can see the tabs for that in the video when he's looking over the Dreambooth GUI.

@touchdownchef Год назад

I watched the video and it was very helpful. Could you provide additional explanation about learning in DreamBooth? There is no detailed explanation about additional learning in DreamBooth on RU-vid. I tried to learn by adding clothing styles after making the model myself, but the model's face gets distorted due to additional learning. I don't know what the problem is. It would be very helpful if there were video lectures about additional learning in DreamBooth. By the way, I'm using the PC version. Thank you.

@lechefski 11 месяцев назад

Is there an option to set the set the gradients to 'None' in Kohya? That's a recommendation for 12GB vram and smaller GPUs from the DreamBooth documentation, but I can't find that option in the UI... And as always, thanks for always breaking things down for the layman Olli!

@user-gn9oe3je8b Год назад

Thanks!

@OlivioSarikas Год назад

Thank you very much 🥰👍

@edwardlee670 Год назад

great video, but is there any low vram setting? I am on 3060 with 8G but no luck getting the training started.

@aearone Год назад

Hi Olivio! I would like to know how much regularization images are needed when training a game character (in my case Rogue from Cyberpunk 2077), as she has a slightly off-topic appearance, punk clothes, hairstyle and cyberimplants. And I don't understand if I need to use regularization images when training the model. And if so, what token to use to classify this game character... It's very hard to understand. I would also like to know if I'm training LoRA at 768x768 resolution on an SD 1.5 model, and if I do need to use regularization images, what resolution should I take them in when training at this resolution? Should I use 512x512 or do I need 768x768?

@matthewmounsey-wood5299 11 месяцев назад

Hey Olivio! I love this tutorial! Do you have any plans to update it? Have a great day!

@cyrusbastankhah576 Год назад

THANK YOU! LOOK INTO LoRA MERG FEATURE!!

@K-A_Z_A-K_S_URALA 2 месяца назад

Hello friend, is there going to be anything new on Lora training program for people? I haven't heard anything in a long time, maybe there are some new software chips

@addermoth Год назад

A little tip, when installing python make sure to check the box that adds pip to environment variables, for some reason mine did not by default.

@LaBAdochnicht Год назад

mine also. I just uninstalled Python and reinstalled it over the Microsoft store. It will install pip correctly

@plattepus 11 месяцев назад

how would I know if I installed it without checking the box?

@addermoth 11 месяцев назад

@@plattepus Try installing and running SD, and watch for the error in the console, It will give you a pretty noticeable verbose error saying Pip is not installed. If so just run the python install again and make sure to tick the box to install pip in the menu. Hope that helps.

@plattepus 11 месяцев назад

@@addermoth appreciate it man. Also, I'm only seeing "gui.bat" in the "kohya_ss" folder, and not "user gui.bat", but it still seems to launch it fine. And I can't tell if it installed cudnn, I put the cuddn_windows into kohya_ss, ran the command to install it, but it never said "done" or anything.

@ashutoshpanwar8986 10 месяцев назад

yes plese make a video training checkpoint models using online servers

@LaBAdochnicht Год назад

Hi, thanks for your amazing videos. But I had a lot of problems. first, the setup: you didnt show us all the ssettings in the cmd, i was really confused, second the picture tagging: it just spit out some errors. and I am really stuck at this point. So I couldnt train any modells :(

@joelekas7387 5 месяцев назад

Hey! Did you ever get around to a vid on training non-locally with colab or civit or whatnot? I can’t find a guide to that anywhere - so my 7 month late vote goes to non-local guide! :D

@Xplo8E 5 месяцев назад

Awesome video, please make video for Google colab also

@ima5ami416 9 месяцев назад

@oliviosarikas do you know how feasible it is to install Stable Diffusion on a Mac? for example Mac Mini M2 Pro? Will it work by running it on a virtual machine to windows or will it be better via bootcamp? or is there a Mac direct version? Thanks

@tomschuelke7955 Год назад

Very nice on , now on my testcomputer it seems to work now.. What i am still missing is how to create a LoRA with this tool..

@shadowtest Год назад

Hi, thanks for the amazing video, I learned so much! - I was curious, when configuring the model training, what if you set the base "pretrained" model as the one you end up using in the checkpoint merger instead of SD 1.5? Is there a difference? - Do you plan on covering on how to configure the LoRA training, or is it the same thing?

@shadowtest Год назад

on second thought, a benefit I see from using the pre-trained model as SD 1.5 is that you can checkpoint merge with other models to fit your liking if you want to change styles

@pastuh Год назад

yes, better start with SD1.5, later mix based on your style

@boya8719 Год назад

Your awasome

@supwang Год назад

NICE tutorial, could tell me how to active dark theme?

@ForsgardPeter 10 месяцев назад

Thanks. This video helped a lot. However i do have aproblem with Kohya. All the buttons are not working so cannot really do anything. The is a warnig about LD Library in Terminbal. Am i missing some files or what is going on?

@Carmidian 6 месяцев назад

When using booru manager and on the right hand side it has stuff like rocks and cars is that classed as associated with your character? I'm trying to make a comic book character stuff like what she's wearing or her long brown hair is associated but all the random stuff in the background what about that?

@ens_lucis 8 месяцев назад

Hello Olivio! What Laptop you were using in this video? I have RTX 3050 Ti and it only has 4gb vram, it is interesting that your laptop has 16gb vram.

@rudityasw.a1823 9 месяцев назад

Hai thanks for the videos I'm new on the AI generated field, so what is the difference with Checkpoint and LoRa?

@BenSchifman Год назад

I'd like a guide to do this on rubpod. Thanks!

@talktechy Год назад

when i press train. it shows this error " Not all images folders have proper name patterns "

@thevoid6756 Год назад

24:15 When Olli said "The images are not in the images folder" I got really confused. Eventually I figured out that you still have to copy your source images into the new folder, otherwise it won't have anything to tag.

@gohan2091 11 месяцев назад

Me too

@pointlesspos8440 8 месяцев назад

Does this also work well for objects: if I wanted to do product placement in images, can I successfully train a model on a specific item, such as a car, laptop, etc?

@Zettelaeum3030 Год назад

Thank you for the video! You mentioned you could do one with an online server, please, pleeeeeeease would you be so kind as to show us how to train a LORA step by step with RunPod ? 😭😭😭