ULTIMATE FREE LORA Training In Stable Diffusion! Less Than 7GB VRAM!

LORA is a fantastic and pretty recent way of training a subject using your own images for stable diffusion. Say goodbye to expensive VRAM requirements and hello to this innovative new way of fine-tuning! In this video I will show you how to train a LORA weight using the kohya ss GUI with less than 7GB of VRAM and how you can then use those LORA weights inside stable diffusion!
Did you manage to train a LORA weight? Let me know in the comments!
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[@gamingthunder6305]

could you make a tutorial how to train a style?

[@aaronhhill]

I literally JUST asked some of the guys in the Stable Diffusion Reddit how to train a Lora and figured I'd check here to see if there was a video, and as usual you do not disappoint. My hats off to you, good sir! Thanks again for all your hard work!!!!

[@Dragon211]

I can't believe how easy it is to make your own lora. I've wanted to generate images of lesser known characters for months now but no loras existed because they aren't popular enough, thank you for this.

[@legend_of_ray]

This is great! Thanks for keeping us up to date on these things. I honestly prefer having the training separate from my stable diffusion installation. Very easy to follow tutorial. I know the work it takes for these video's, much appreciated.

[@LuizHenriqueMiranda]

I generated a LoRA model in 12 minutes with my 3060Ti (8GB VRAM) using 30 images and the Basic Settings config file. Just had to adjust "Mixed Precision" and "Save Precision" to "FP16" instead of "BF16" and select "AdamW" in the "Optimizer" dropdown instead of "AdamW8bit". Thanks Aitrepeneur for this tutorial and all other tutorials you have made. They were very helpful to me. Much appreciated!

[@ssajmon83]

I had the problem "returned non-zero exit status 1" Your changes solved the problem ;)

[@wangchi_]

this worked for me as well - thanks!

[@The_Harsh_Truth]

Thanks. I was wondering if my Rtx 3060ti could handle it. Now I will try it too.

[@AdnyanaPriatna]

thx, but in my pc its give me adamW errors, so i disabled it and now it works. im using 2060 super

[@Bookedtuyo]

this worked for me too! Thank you! but I have a few question, what is the difference? better training results? it is faster? because I still don't notice a difference

[@brynbulloch]

I don't know what it is, but something about the way you explain things quickly but with such great detail is exactly perfect. I'm a little older than the rest of you guys, but I am able to (pretty much) keep up with the new methods and tools for SD thanks primarily to THIS channel. My 16 y.o. grandson now calls ME with SD questions. Thank you, Aitrepreneur. You are very much appreciated!

[@artavenuebln]

same same. He explains just so well and doesnt leave out steps, other people assume you "just know"

[@aaronhhill]

I wish my grandson was old enough to come to me with questions about SD!! I can't wait until he's old enough to understand art, I plan on teaching him everything I know. He'll be 5 this year.

[@warsin8641]

ikr it's way better than reading tbh

[@Utoko]

@@aaronhhill I mean there is a lot "for now knowledge", the field is moving so fast. In 1 year most of the "how you do this" stuff will be way different and easier.

[@aaronhhill]

@@Utoko This is very true. I mean, most of the core principles may remain, and obviously the core principles of art will stay the same: perspective, composition, style, but yes the way things are done now will be very different in a year and far easier. My hope is that diffusion will change or become something radically different in the same way that GAN and Diffusion are different.

[@mj7532]

Thaaaaank you!!! I went through so many videos and text guides and nothing worked because there was some obscure error just sabotaging everything. Now I'm up and running with a functional GUI thanks to you. Again, thank you! Great guide!

[@mjrodriguez2025]

This dude does such a great job walking through the steps and explaining everything.

[@beantacoai]

Excellent Video Thank you! One slight snag though, your json config file also changes all the directory folders to your personal file paths so people may get an error unless they reset the paths in the folders tab to their own file paths.

[@JustMaier]

Gotta say I love seeing the community come together to create content like this. Thanks 🙏

[@danieljfdez]

Absolutely amazing results!! Much better than training embeddings as previous explained method!! Thanks a lot!!

[@kennethone6687]

embeddings are so unpredictable sometimes....this is so on the point it's impressive.

[@allligatoahr4945]

im new to this and try to learn everything important. your channel is such a BIG help! THANK YOU

[@sazarod]

just a note the provided config file appears to set "mixed precision" and "saved precision" to bf16 which leads to an error, and needs to be changed to fp16 manually

[@maxnami]

I was wondering why didn't work on me and was that! thanks !!! also it defaul call the model "adams"

[@sazarod]

@@maxnami yeah, and the default paths have K's settings, but otherwise it all works great!

[@Rentoa]

thank you! i was wondering what i did wrong..... 😄

[@dzft3w]

I read somewhere bf16 is not supported for some hardware. Mine is working

[@turkeycannon161]

I was staring at my screen wondering what the hell was wrong, started looking at the comments and saw this, you just saved me hours of wondering what I was doing wrong.

[@kiktamo]

Thank you for all the info. So far I'll say the "Save training state" option is also pretty useful for if you get something workable but it needs a little more training just give it another round using the last state saved in the model folder. As a heads up though the next training needs either the same amount or same images as the first or it won't start. I figured that out the hard way when I tried lowering the amount of images for one pass.

[@spartanbdx]

Legend! Learnt so much from your videos my guy. Keep up gods work. 🙌

[@ethanfink373]

Omg I went from 400 steps taking 3 hours to 6minutes with these settings compared to one of your other tutorials. You're an absolute legend.

[@BernardMaltais]

Awesome video! Thank you for making this. This should help bring the power of LoRA to many more folks out there!

[@lefourbe5596]

i saw your videos before but couldn't make it run. now it freaking work thx to you and Kei. awesome work !

[@Aitrepreneur]

Thank you Bernard for making the hard work for everyone ;)

[@gamingthunder6305]

lora and hypernet are really good for changing the style of a model.

[@Einscrest]

Thank you also! So awesome for you to even maintain a github repo.

[@SuperEpic-vb8nq]

Honestly, you need to talk about Kohya gui in general. A local dreambooth installation with a visual ui is exactly what i've been looking for.

[@iamtheoaa]

Love you videos my friend. I've learned a lot!

[@odawgthat3896]

Got my first ever lora model made! Thanks a lot supreme Ai Overlord!

[@revenger681]

Your tutorials are very good. I am brand new to all of this and have been able to easily follow along. You move and speak quite fast, but that's ok - this is youtube and I can keep rewinding. Your style is much preferred to some who talk too slow and take 25 minutes to get to the point, or others who show just results without explaining details. You do both very well. I can rewind, pause and take notes, and follow along. Thank you very much for this! Next I want to find out if I can continue to further train lora like we did SD model training like in your other videos. What I mean is: can you add more training to an existing lora? Can I start a basic one then train it further?

[@a1lazydog]

In case anyone is following along, you no longer need to Set-ExecutionPolicy unrestricted for the newer versions.

[@crobinso2010]

at 3:00 mark

[@SpikyRoss]

Thank you sir for always providing tutorials for new tools!

[@rule25dhub]

Love it thank you! Your channel has been super helpful.

[@lurker668]

Just fixed my problem, had to swich bp16 to fp16 mixed precision. Thank you for that tutorial!

[@Y0y0Jester]

What card?

[@lurker668]

@@Y0y0Jester rtx 2070 8G

[@Y0y0Jester]

@@lurker668 nice, exactly the same here.

[@Kwipper]

Can you please make an up-to-date version of this video. The setup process is vastly different.

[@lukashere7803]

It's pretty similar, the biggest difference is the Kohya setup, and if you just read the messages in powershell, you should get it down easily

[@adydeejay]

Extremely useful and very well documented tutorial. Thank you! 👍

[@BrogramFilmss]

Been waiting on this video!

[@Dante02d12]

IMPORTANT NOTE : If you don't choose a custom model specifically, this process downloads a LOT of data, which isn't explained in this video. I clicked on "Train model", and it's started to download multiple files that are more than 3GB each. Ther's more than 15GB to download so the training works.

[@bryantho5050]

Thank you so much for this, was extremely annoying trying to do this with my bandwidth and I already had SD 1.5 locally as well.

[@sofiiseize]

Hi ! Where I need to go for do this ? how /were I choose that custom model ?

[@MeowsyDancer]

this

[@TheXanUser]

From those of use with meager cards, thank you for including the minimum VRAM in title!!! Hate getting all excited about new AI only to find out after hours of trying that its not possible on my card. (yet)

[@alejin9646]

Did it work for you? I don't want to make another installation attempt so that it doesn't work at the end XD. I only have 4GB of VRAM

[@0ntimetaiment921]

@@alejin9646 Pretty sure 4GB will not be enough. I have 8GB and it sometimes crashes due to low memory.

[@xclavo3]

Thank you for teaching us so much!

[@popixel]

Again... I have followed many tutorials online, and yours is the only one that worked. Great job on explaining things, the others always skipped explanations.

[@giustex]

If you use the red button under Generate to show the Lora files, like I do, you don't need to install the Additional network extension, it uses a completely different folder for lora files (it looks for them in the extension folder, not in the model folder). I train my lora files with the Kohya gui and don't use his extension, and the files work anyway

[@endymion3213]

great tutorial, thank you! Anything you recommend for training styles using this method?

[@keng4574]

Hopefully he makes a vid on that as well. Definitely interested in styles for LoRA

[@jameshughes3014]

Thank you so much for this. This is awesome.

[@plateo_3234]

Thanks for this video. I've finally trained my first LORA. Other guides were not working on my side.

[@cohan000]

3:23: Instead just write "Powershell" or "cmd" in the URL-bar of the folder you're in

[@Anonymous-gu2pk]

I think I must have a different version of Powershell, because the commands didn't work there. Had to use "cmd" instead.

[@SuperTakeoff]

@@Anonymous-gu2pk 🙏🙏

[@videowatcher551]

or you could Shift + Right Click "Open Powershell Window Here".

[@androidemulation5952]

small note: make sure you have +14GB in the C drive because when you run it for the first time it will download many files (it will download them in a folder inside your user folder called ".cache" without quotes.) also, if you faced this error "Error no kernel image is available for execution on the device", then just disable the 8bit adam option. finally, don't forget to switch bf16 to pf16 in the precision options.

[@TheWizardBattle]

Thank you so much it wouldn't work for me until I disabled 8bit adam although I don't recall getting that exact error.

[@silverhands5850]

Yup, 8 bit adam was a problem for me too.

[@androidemulation5952]

@@TheWizardBattle Glad to help. I did run into that error too and spent a lot of time looking for a solution, so I shared this to help others save time.

[@Disorbs]

thanks i had the same issues with the drive space then the 8bit error haha, also if the lora is not quite there yet how can i retrain the same lora or do i have to get different images and retrain again? or should i mess with the learning rates?

[@Kasatonov-Vadim]

Thanks!

[@stefanismx]

Excellent, just thank you for your work.

[@kimweeng5358]

My G, perfectly explained and easy to follow. solid like and subscribe

[@DM-dy6vn]

3:23 [WIN10] to start the PowerShell in the open folder, just hold SHIFT and then right click on it, and choose "Open PowerShell in this folder" from the popup menu.

[@AurrenTV]

My basic system security alarms go off like crazy watching most these videos XD

[@ameet21]

Bro I love your explanation... You are the best! cause you explain things in proper detail where others Lora training video I watch those dumbshit start anywhere and like there tutorial like they bloody doing favor on us they don't even mention why the heck those folders so for viewer we think there is something inside in those folders. but you are the guy who explain you created it so that big help for viewer to understand

[@rruu11]

thank you very much!!!! it turned out really great!

[@levigrey2309]

Any chance you can make an updated tutorial. The GitHub is completely different now and following the new instructions I can’t get it to work at all.

[@brunomendoza5478]

Thanks a lot! I was able to create a Lora for a character that sadly has too few fanarts. The result was mind blowing!

[@buketerbil4778]

hey how long did it take you if you don't mind me asking

[@brunomendoza5478]

@@buketerbil4778 about 10-15 minutes. I used only 10 images. Ryzen 7 5800X3D RTX 4070Ti

[@michaelm7901]

Thank you for the training.

[@sergeyitdes]

What advice would you have if you need to create LoRa for different characters in the same style? For example, the basic Stable Diffusion models don't know how to generate scenes from Futurama. How can I train one LoRa model to be able to get Futurama characters by including their names in the prompt? In Tagger I can make a text description for each source picture, the style 'futurama' and names of the characters can be entered there, but how to use descriptions to pictures in Kohya GUI?

[@odawgthat3896]

Do we need to set the instance and class prompt using this method? I saw that you still used ohwx person, as you didn't highlight it in the video I thought it would be good to double check :)

[@loszhor]

Thank you for the information.

[@serta5727]

Actually useful Lora tutorial for stable diffusion ❤😊

[@oyentemaniatico]

Great video. What would be different if I wanted to train a Style instead of a face? How does LORA training compare against Dreambooth? Are the results on par or is DB still better? I also see a lot of LORAs extracted from checkpoints, I never found how to do that.

[@taihuynhuc3135]

You should lower the repeats to around 2 to 10 depends on the dataset, higher the epochs number and lower unet learning rate and text encoder lr when training style.

[@oyentemaniatico]

@@taihuynhuc3135 this is useful, thanks man

[@TutorialesGeekReal]

Great tutorial, can you please share with us how to keep training our first model, to get more similar results? or if you already explained it on another video, point us to the correct path! Thank you again!

[@flowerpixel]

worked!! subscribed!

[@jucabalmacabro]

u are the man. THx and keep the good work

[@Fongletto]

Is there any difference to creating a concept instead of a character? Can you do a tutorial on making clothes/poses/styles as well.

[@paulheavens1170]

Great video! Quick Q, how would the training method change for: a) A style b) a specific object in a picture

[@itskiggu]

The methods for person/face/object/style/concept/etc are pretty similar. The main change I notice is how you prompt to change focus. In the txt file you want to describe everything that you don't want trained as a concept that also appears in the image. It's hard to properly explain without examples, @kasukanra does a great job of describing this in their video "kasucast #13".

[@bassdrop001]

Thanks, managed to train my LoRA in 7 minutes with your config, 150 steps - 14 images

[@exakelgaming]

The pre-made json files helped a bunch because I was seeing different results even though I followed all the settings. Before using the config file the loss rate was jumping all over the place and after using your config file the loss rate stabilized. I think the erratic loss rate was why my loras weren't working out. I dunno what settings were different to mine but i use your config file for a base.

[@astralastra5844]

one thing, on windows 11 (idk about windows 10) u can just type 'cmd' or 'powershell' without brackets in folder address bar and press enter and it will open in that folder so no need to go to it via CD and address paste

[@daconl]

Works also in Win10

[@Aitrepreneur]

I knew for cmd but not for powershell, thanks!

[@kaijin5996]

Please K do another tutorial for training local LORA's:) we will appreciate that:p

[@ortizgab]

Yessss!!! It works like a charm!

[@eunoiafineart2108]

thanks for making this LORA vid.

[@brian10508]

I accidentally select "no" for the mixed precision instead of fp16 in enviroment setting and got error when training is there a way to change it? or i have to reinstall the Kohya_ss Thank u for the great explanation!

[@lurker668]

How many input photos is best? Is more better or there is a limit where results can downgrade? Edit: so im experimenting with amount (100 at the moment) of training photos. And best results get when i use lower number than 100_subject catalog name. Im using 30 at the moment and get best results into mixing face into model. Could be that i overtrain at some point but theere is no way to preview training live. Or there is but i cant find the catalog with generations.

[@johnsmitht11]

I followed these steps, used the config file, and had much more success than trying to figure out settings on my own. Thank you. The trick for me was limiting the number of photos to 20 and using more repeats (100) like you suggested to get close to the 1500 step count with only 1 epoch. I also used only 512x512 images for both img and reg. This creates a usable LORA in about 20 minutes on a 3060 card, at about 1.8 it/sec.

[@aduong13]

are you use 3060 12GB?

[@Mirko_ai]

About 9 min with an old RTX 2080 8GB and 19 images. Great Tutorial, thanks :)

[@Xotchkass]

3:48 in poweshell cd doesn't need /d do change drive. PS doesn't even uses slashes for parameters, it uses dashes like bash

[@itskiggu]

Thank you, it wasn't working with the /d and then I tried with just "cd E:\Kohya" and it worked

[@garrickgreathouse]

Information in this tutorial no longer corresponds to the links provided.

[@vibitzo6590]

Thanks for your time

[@vishalkhombare]

Awesome Awesome Tut!!

[@tdfilmstudio]

Can you make another tutorial for the Dreambooth section of the Kohya GUI please? Thanks in Advance

[@Aitrepreneur]

I plan to yes :)

[@tiebei2548]

@@Aitrepreneur Is your basic settings file not set up for using a GPU? When I followed the steps to this video, it rained on my CPU and not my GPU. Is it Dreambooth LoRA that defaults to CPU? I noticed the setting for CPU cores butt nothing for GPU.

[@vjexmixv]

Unfortunately, the installation has changed completely in the meantime. Could you please make an update video? Although the installation instructions are actually clear, I can't get it to work because several errors occur. Thanks for your videos

[@somecrazyusername]

Your videos are really clear for instructions. Love it. Unfortunately, this software has evolved a lot and lots of this does not apply. It would be great if you could do an updated version. OMW to check out your other pages to see if there is something posted on those.

[@GyroO7]

Great work

[@KingQuetzal]

will this work on a 2080 super 8 GB VRAM? Also how much more RAM does it take to do 786x786 for high a resolution dataset? Does the number of input images effect the VRAM usage? Where can I download more ram? and bears thanks as always!

[@DanielPartzsch]

Thanks. If you have a strong enough graphics card and don't mind how long a training takes what gives you the best quality and most consistent results for training a face? Dreambooth, textual inversion or Lora (or something else maybe)? Also from my understanding, only with Lora and textual inversion you can use the training results with various models whereas a dreambooth training is always tied to the model you've trained it with, is this correct? Thank you!

[@Aitrepreneur]

You are correct yes, I still personally prefer DB, it feels more forgiving and more precise than TI and LORA but being able to use TI or LORA with any model is really nice too

[@wagmi614]

@@Aitrepreneur when is the dreambooth with kohya tutorial dropping?

[@intoxxau]

Good results and fairly quick on a 8gb 3060 using your settings json with 1 batch, thanks

[@odawgthat3896]

Thanks a lot!

[@MisterWealth]

The kohya tutorial section is completely incorrect now. Does anyone know how to use it properly? Do I install to my Stable diffusion folder? and if so where, does it matter?

[@dkmegalegendario]

the git files have changed i think the tutorial is outdated by now,we need a new one

[@Kaherdino]

Thanks, you will always be one of the good robot. Do you know where we can find good lora models ?

[@dasomen]

Would you kindly make an update for this topic? In the past I've followed this video and it worked but apparently the newest updates to Kohya SS broke something. Thanks for the great content!

[@ItsBrody]

at 3:02 we turn off some script security thing, should we turn that back on after we installed everything?

[@Bosiks910]

For anyone with the "Error no kernel image is available for execution on the device" error. The "8bit adam" checkbox has been moved to "Optimizer" section as a dropdown instead on 2023/03/05 (v21.1.4). I have no idea which one to select but I tried until one worked.

[@LuizHenriqueMiranda]

I changed to the first one "AdamW".

[@BenyGoren]

TY VERY MUCH

[@slendertv5682]

Great tutorial and it did work. After making the LoRA, how do you add more photos to it or do you have to remake it? I thought the refine tab was it but it gives me errors when I use it.

[@paulrayner6744]

Hello, I don't know if you still read comments on older videos but thank you for the tutorial, it's clear and concise. I just have two questions: 1. If the character which I train wears gloves by default, for the images she's not wearing gloves do I just add "no gloves" or "gloveless" (is this even a word xD?) in the .txt prompt for those images? Or it's already implied she's not wearing gloves based on the other words from the prompt (beach, sauna, swimsuit etc.) for the image? 2. For the pretrained model is there any scenario in which you put a custom model there? All my custom models are based on SD 1.5. If I put a custom model do I get better quality or something?

[@thibautzoreol205]

Hey ! instead of training a caracter, can we train a style, to create our won style ? Its relly important for me 🙏

[@sunlightg]

I got a mistake pressing keybord arrow during choosing mixed precision. As a noncoder lol it took some time to understand that I just need to use numbers instead of arrows. Maybe it'll help someone with the same problem.

[@chiwa-info]

Just 30 minutes after you posted, you helped me, thanks man!

[@jaymabazza]

amazingly tutorial!

[@Grifter]

You can just shift click inside the folder and click launch powershell from this location. Just a quick tip for the future

[@Seany06]

I was trying this but getting errors at the start after copying and pasting the data into powershell near the start, it says I don't have Python installed. I do as I have SD installed(A1111) and working but I am concerned about installing this python, doesn't SD only work with an older version of Python or can i just go ahead and install it? Thanks

[@greengrendel]

I love that you say GUII like you'd say it's ya boiii

[@kennethone6687]

veeeeery good my friend, veeeeery veeery good

[@DJ_K0D4]

This is pretty cool but I would like to mention setting Execution Policies to not be signed is almost asking for trouble. Unless you are a power user I would NOT recommend doing thing. It make it way too easy to run malicious scripts/code.

[@chiwa-info]

So what do we need to do in the process, plz?

[@OnePunchHeizou]

i hope they give us a linux version soon. most people work on windows but linux does a better job and we cant use this on colab or gradient. i tried using this on runpod with docker but no luck yet! 😓

[@fredyrivas]

me too :(

[@whitevamp1051]

in the explore address bar highlight it and type pwsh and hit enter, and that will open powershell right there in that folder for you. similarly you can do the same thing for command prompt by typing cmd and hitting enter.

[@banzai316]

Good job!

[@Aitrepreneur]

Thank you! Cheers!

[@northerain]

Ran this initially and managed to train a model. However each time after that, even with low VRAM settings, I get CUDA: out of memory error no matter what settings I use, even if I drop the image size. I feel like this is a bug somewhere.

[@danbaghoi4132]

bro I have the same problem. Idk what to do.

[@edmoartist]

cant get this working, they changed the way you install it, would love a follow up video for LORAs, cheers !