I tried to build a ML Text to Image App with Stable Diffusion in 15 Minutes

What's happening guys, welcome to the sixth episode of CodeThat!? I think
So there's been a lotta talk about text to image generation using machine learning...well I thought I would give it a crack and try to whip up a Python App that could do it.
And along comes Stable Diffusion, an open source SOTA model for text to image generation from Stability AI, well the rest is history. In this ep we focus on using the Stable Diff model through Hugging Face Diffusers and build up an app using Tkinter so that you can use it on your desktop with nothing more than a 4GB GPU.
Get the Code: github.com/nicknochnack/Stabl...
Oh, and don't forget to connect with me!
LinkedIn: bit.ly/324Epgo
Facebook: bit.ly/3mB1sZD
GitHub: bit.ly/3mDJllD
Patreon: bit.ly/2OCn3UW
Join the Discussion on Discord: bit.ly/3dQiZsV
Happy coding!
Nick
P.s. Let me know how you go and drop a comment if you need a hand!
#machinelearning #codingchallenge #tkintertutorial #python

[@pon1]

I've wanted to make a Stable Diffusion UI ever since the model became public, but didn't know where to start as I'm not used to Python, but now you've given me a great start! Thanks!

[@rohitchan007]

Hey Nick. You're my favourite KZbinr of all time. Thank you so much for sharing your knowledge with us. I have learnt so much from you.

[@NicholasRenotte]

Oh that means a ton to hear @Rohit! I'm so glad you're enjoying it!

[@Quantumvp]

@@NicholasRenotte Hi Nick I have tried to complete the project but when i get to the end and ready to deploy I get this raise EnvironmentError( OSError: There was a specific connection error when trying to load CompVis/stable-diffusion-v1-4: (Request ID: eYm7eENfp-7CbfSsEEf53)..

[@rakeshkumarrout2629]

hey nick thank you for bringing content like these .This is really so helpful .How to learn everything about diffusion models.How it works.tech behind it and how it works.make a small diffusion model from scartch.

[@NicholasRenotte]

Code it here team: github.com/nicknochnack/StableDiffusionApp

[@NicholasRenotte]

@@ShineSincere check the github repo, I updated it to include the file. You just need to get your token from Hugging Face hub

[@patricklynch6871]

Awesome work as always, Nich!

[@nazarzaki44]

I enjoy your videos Nick! Thank you so much for the hard work and sharing

[@einsteinsboi]

Woohooo! You did it!!! AMAZING!! Super impressive work Nick!

[@NicholasRenotte]

WE MADE IT MARY!!!! 😂😂

[@harshpanchal7412]

Such a Great idea and execution sir, big help for the project 🙌✨

[@Don69Muk]

I like how you deliver the content. Good job dude

[@gabrielvalentim197]

Hey Nick. Thank you very much for your content. I really like your videos and they helps me understand more and more about ML!

[@NicholasRenotte]

I'm so glad you're enjoying them @Gabriel!

[@atunraseayomide2504]

You have to be my best youtuber yet. You push me to do more daily, you are an inspiration Nicholas !!

[@NicholasRenotte]

That means a ton @Atunrase!! Keep at it!!

[@atunraseayomide2504]

@@NicholasRenotte 😁💯💯

[@anirbanpatra3017]

Is there a way to deploy this project??

[@rayaneghilene5152]

This is very entertaining and exciting content, thank you so much for sharing such great work with us

[@fustigate8933]

Thanks for looking into this particular field!

[@NicholasRenotte]

Anytime @Fustigate!! glad you enjoyed it!

[@hanemellethy9036]

That's awesome. I like the video and learning more from you. Thanks for that wonderful video. I share your videos with my students 😀 keep it up. Thanks Nicholas

[@NicholasRenotte]

Thanks so much @Hanem!!

[@egemenaksu]

hey Nick! I believe that the code link in the description is a link to another project of yours. Absolutely amazing video as always, keep up the good work. Cheers!

[@NicholasRenotte]

Updated, thanks a mil @Egemen!

[@PrabhuKiranKonda]

Woah!! That's incredible. Great as always.

[@NicholasRenotte]

Thanks a mil @Prabhu!

[@NoahElRhandour]

wow thats an awesome idea for a video !!! PS: you are a really great youtuber i enjoy your content a lot

[@NicholasRenotte]

Thank you so much @Noah!!

[@selcukozdemir8941]

That was really inspiring. I learned a lot from this video and I hope everyone else do too.

[@aimanifest]

I absolutely love your videos my friend. You’ll be absolutely BLOWN away at the implementation this AI can achieve. My page has over 10 animations created with SD, and if you’re not interested, just check out all the other pages that use SD to create animations. What a world we live in. Truly insane!

[@NicholasRenotte]

Sweet!!

[@varunvijaywargi5497]

Hey Nicholas, I have been away from AI since almost a year now but this video is sort of pushing me to start looking back into it. Awesome one mate !! Let us catch up for a coffee some day in city.

[@NicholasRenotte]

VARUN! Hell yes, whenever you're ready let's do it!

[@jacob4316]

@@NicholasRenotte What city is that? I'd like to link up and discuss a business opportunity. I need a good dev!

[@SimonLam2024]

I enjoy this very much. I didn't know we can Text To Image in this way.

[@NicholasRenotte]

🙏🙏🙏 pretty cool right?!

[@mrziedaan]

He Nicholas! Thanks for your great videos, it would be awesome if you made a video about making your own difussion model.

[@trevorsatori]

Love your content, keep it up brotha 💎

[@NicholasRenotte]

SATORI DIGITAL!!! Thanks a million for checking it out :)

[@saviruedirisinghe3751]

Thank you so much for sharing your knowledge with us. I have learn so much from you.

[@sapnilpatel1645]

The video is amazing. learned a lot. Thanks for making it.

[@alecubudulecu]

This is awesome. But I agree with some of the comments that I wish you would slow down and just reach this stuff. It’s awesome and we can follow along. But while you are an awesome coder … your an even better educator

[@youdontknow8729]

BRO I HAVE FOUND DIAMOND WHILE I WAS SEARCHING FOR GOLD ---- THANK YOU FOR THE GREAT CONTENT

[@NicholasRenotte]

Ohhhhhh man, thank you soooooo much!!

[@michaelzumpano7318]

That was exhilarating!

[@SAHIL.SINGHYT]

good work king, love you

[@chienlingliu]

well done ! thank you for sharing this !

[@jojo23srb]

Hey Nick, awesome tutorial! Do you know if it's possible to do this same thing using Intel CPUs? I've tried specifying 'cpu' as my device but am getting some errors.

[@yusufhenry9365]

Bravo Brave coach!! Some of us might be needing a slow step by step explanation, so as to be on the same page

[@NicholasRenotte]

🙏 🙏 🙏 will probably do a walkthrough on a live stream!

[@yusufhenry9365]

@@NicholasRenotte that would be much appreciated by the community Thank you Sir!

[@yusufhenry9365]

@@NicholasRenotte that would be much appreciated by the community Thank you Sir!

[@alicanakca8116]

Love these challenges!

[@NicholasRenotte]

🙏🙏🙏

[@StarDust1510]

This made my day!!! Thanks a lot!

[@NicholasRenotte]

Thanks a mil for watching it @StarDust, ya made my day tuning in!!

[@juangabrielvillamizar9871]

You are great, God bless you and continue to give you wisdom

[@ramrayavarapu7321]

Astonishing brother, learned many things, Could you please share how you got the image text pairs dataset Also please tell me which one is better STABLE DIFFUSION or GAN

[@aimanifest]

Also, would be interested in a discord bit code that episode! lol

[@AIFocus01]

Thanks for this great content.Which version of python was used for this project?

[@ahmetcals3651]

Yeahh finally you did it! I'm curious about where you learn all bunch of stuff? What are your recourses? How long preparation it takes to make a tutorial video for example?

[@NicholasRenotte]

A lot of it is just random googling and reading! I normally give myself one to two days to learn the code and then a day to do the challenge and record.

[@ahmetcals3651]

Keep going what you doin! Learning a lot from you :)

[@TheFahad318]

Inspirational 🔥

[@webdesignsbytom]

amazing work.

[@viveknath6073]

Woh You are Amazing And your content is massive ❤ everyone is Impressed When you challenge yourself for building new things in less time with accuracy I want this type of confidence to improve myself and Do something new 😌thanks Nic for providing a lot of knowledge craziness about ML and AI ❤️😌 it will help us

[@NicholasRenotte]

I'm so glad you enjoyed it @Vivek!! Also love that you love my slight craziness LOL, gotta keep it fun!!

[@viveknath6073]

@@NicholasRenotte yehh bro please provide this type contant i love it brooooh

[@-_BahauddinTaha]

Hey, Nick, Great Video. Learned something new! I've a question, Is there any way to do it, if you don't have a GPU support on your pc???

[@NicholasRenotte]

You can definitely do it, it'll just take a lot longer to generate!

[@mife-3200]

Hi) Did you download the AI model beforehand or you just connected with API?

[@ndumisomhlongo1125]

you're my role model

[@meanamin2463]

Hello there , amazing tutorial , but i have a question that i am stuck with , what is the Auth_Token in the api file , is it python auth token for the enviroment or what ? I have been away from Python for a while now , so i am confused i would appreciat your hlep , cheers

[@out-of-sight]

This is amazing. That's it. 👌

[@user-lx4xe5nm8v]

Hello Nicholas, please build an app that can generate a talk video from an image and text like in D-ID. Thank you very much. Your work is awesome, I can learn a lot.

[@TheCopernicus1]

Awesome mate!

[@NicholasRenotte]

Cheers @Bass!

[@bartoszhojnacki2233]

Congrats on completing it! Another cool video. I think you are a bit harsh to yourself - i mean loading the model etc shouldn't "consume" the time :D

[@NicholasRenotte]

Hahahaha, true, I think I just get too hyped up in the moment and forget to pause and do stuff. I completely forgot to turn on the RGB lights on my desk as well normally they're the red and blue ones from prev code that challenges

[@suyashwagade3738]

nice one!!

[@ebenezeroseiappiah7107]

Good job!

[@huzi46]

Congrats you did it man🎉🎉🎉🎉

[@NicholasRenotte]

WE did it!! Thanks a mil @huzi!!

[@huzi46]

@@NicholasRenotte really love the work you put in with ur vids, keep it up man you’re doing an excellent job ❤️

[@rickyroxas3130]

Can you make a Traffic Sign Detection video next time sir? I really appreciated all of your works. Thank you.

[@NicholasRenotte]

You got it!

[@freehawk78]

Great video! Would it be possible to make the Stable Diffusion API work in a standard website let's say a WP or another CMS, giving the user the possibility to generate the images from that page?

[@CG23]

which extension need to install please tell full setup like how you create stable bud and how we publish file

[@zohaibshaik]

Hey NIck. While checking your project i ran into few issues which python version have you used I'm currently using 3.6.0

[@SergeiKasimov135]

Hey Nick! I watched your video and I really like it. However, I have a problem with cuda. The error is "out of memory". Can you help with it, please? I've already checked a lot of websites to solve it,but nothing helped.

[@amineproductions3055]

i love bro i hope you still make vidois in future more an more thank you

[@gplgomes]

Hei bro, the link was for the Titanic and not for the Stable.

[@hayagreevsivakumar9188]

Hahahah best video Ive seen about python, fun anxious and exciting!!

[@VenkyBeast]

Amazing! I almost thought that you gonna lose this challenge. lol.

[@NicholasRenotte]

LOL for once I was like nottt todayyy!

[@Slayer-33]

Teach me your ways baby Jebus!

[@Dujana-2018]

Hey Nick you are awesome man. I have learned so many crazy things from you. Can this will run on CPU?

[@NicholasRenotte]

Thanks a mil @Daud! Sure can it'll just take longer to generate.

[@wgb-10]

Amazing stuff man. You did it within the time frame! Let's celebrate with an amazon gift card 😂

[@NicholasRenotte]

I was soooooo tempted to just give it away for fun @Wesley!! Might add it to the pot for the next one?!

[@wgb-10]

@@NicholasRenotte Nah its fine 😂

[@jeaywilson2168]

Great video Nicholas. What specifications do you advice I look for in a laptop I can use for about two years as a beginner in DL? I'm looking to get a hp pavilion 16gb RAM 512 gb SSD (or 1 tb SSD) Ryzen 7 5600h RTX 3050ti Do I need to be concerned about screen specifications? Are these specs good enough?

[@NicholasRenotte]

Screen specs don't matter too much, but the GPU does if you want to get into deep learning! In a laptop you'll kind of be a little limited either way but a 3050ti is a great start!

[@jeaywilson2168]

@@NicholasRenotte Thanks, I was also hoping that perhaps I could use cloud services like paperspace, that'd suffice right? I just have a lot of questions, and being a novice I'd appreciate if you could guide me on my journey. Can I follow you socials, like twitter?

[@shreyasnair994]

Hey Nicholas can you please post a video about using aws recognition for real time object detection and triggering a raspberry pi when certain objects are detected using aws lambda, I really would like to know if its even possible and if yes how it can be done.

[@jgvisk1041]

Nick, your videos are amazing, but I was wondering if you would be willing to release the requirements.txt for the environments you run? I was able to follow the instructions of this challenge but then I face an error where torch says it is not compiled with cuda. I would like to make sure my versions are stable, and utilizing the requirements you have would help in troubleshooting.

[@NicholasRenotte]

Just added it to the github repo for you! Let me know how you go.

[@jgvisk1041]

@@NicholasRenotte Wanted to reply back that the requirements did the trick! I had an issue with torchvision, and your requirements.txt helped me troubleshoot how to properly install it. Thank you. Please consider releasing the requirements when you do future projects, and possibly past ones if you don't mind. I haven't been able to complete the TFOD course due to continuous errors on dependencies, even beyond the error handling you included, and don't know where to properly troubleshoot. Having a perspective of the environments you run in and version of python helps a great deal.

[@habs795]

Can you share the instructions please?

[@henkhbit5748]

Awesome Nick👍👋👋 maybe u can generate that Mercedes win an F1 race😉

[@NicholasRenotte]

LOL you’re breaking my heart Henk 😂 maybe next season?! or the one after that?!

[@joaobentes8391]

hey nick great vido again ur a machine that inspired me to start programing. So i have a problem with other project of urs , the cartpole balacing one: in this line n_state, reward, done, info = env.step(action) it gives me a error when i run it it says : "ValueError: too many values to unpack (expected 4)" then i put down a truncated var like i saw in opaigym rep but after that it gives me another error while training the model it says: "ValueError: Error when checking input: expected flatten_1_input to have shape (1, 4) but got array with shape (1, 2)" and im cannot understand why could u pls explain if u know whats happening? thanks a keep up the good work!!!! : ) peace

[@NicholasRenotte]

Double check your neural net, this would indicate that your output layer is expecting something like [[1,0,0,1]] but is getting [[1,0]]

[@jeewan3108]

I am a lot confused with the virtual environment and global enviroments in pyhton, it is becoming so hard to import a specific verison of a module in a pyton project. Please make a video on working with virtual enviroments and how to keep them usefull everytime like you as a pro.

[@Genicist]

congrats for completing this lol....but howdo you make those text animations also

[@NicholasRenotte]

LOL a ton of final cut pro and After Effects 😅

[@gplgomes]

I liked this. Is it possible to use my picture and mix with Ai scenes using this approach? Signing a big fan.

[@NicholasRenotte]

Apparently it is: huggingface.co/spaces/fffiloni/stable-diffusion-inpainting i haven't tried it yet though @Geraldo!

[@hope-kz6tb]

Thank you soooooooooooo much

[@shaikhsara3952]

Which python Version does it need and is it mandatory a GPU computer to run this or installing torch without GPU option will be okay also it can't import many classes what shall I do please help me out?

[@ihebbibani7122]

Hi Nicholas , what changes should we make to make it run on CPU ? Thank you

[@adamalazzawi]

device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") I guess

[@vigneshpadmanabhan]

Amazing video as always… I’m not able to install some of those libraries while following the video.. where to find Authtoken?

[@NicholasRenotte]

1. Create a new python file called authtoken.py 2. To that add a variable called auth_token 3. Get your user token from hugging face and set the auth_token variable to that value Should look like this auth_token="ahjkhkjhkh

[@habs795]

What are the basic software requirements for this project? Can you share the instructions?

[@yolow8126]

bro your big brain I have a question how do you know to work with which liberay in .py

[@NicholasRenotte]

A lot of it is research and experimentation!

[@REY-em7fv]

hey man! such a great work. I wanted to make similar type of thing but only for car specific thing. Can you please help me where I can find model for cars.

[@Cinemaaereo]

Hi! I found your video searching for a way to add a simple Login page to my Local Stable Diffusion PC. It's impossible to find something like this! Can you do some tip about it? Thanks. Sorry for my english.

[@DhruvSharma-mh5vf]

Hey Nick i just completed coding it but when I run a pytorch_bin file is being downloaded....is it necessary to download it as you didn't downloaded it

[@f16gaming-pubgmobile95]

Can you please tell about the dataset you used for this

[@franciskhan9875]

Thanks bro

[@TheGreedyGreed420]

Where does it get the Information from?

[@anushkarthik_05]

Wow🔥🔥🔥

[@NicholasRenotte]

Ayyyy, thanks a mil @Anush!!

[@SunnyYadav-yv9ie]

Hey nick can you create a video on how to integrate with replicate stable diffusion using node js

[@lkd982]

brilliant

[@shayanshaikh534]

Is there a way I can change the batch size? I have 4GB ram but 512MB is the additional requirement as I have 1650Ti Any help please

[@bilalmoten8855]

Can you share some way of making this into an api and running on heroku rather than my own pc?

[@l3lxf]

Which app do you use for recording videos ?

[@NicholasRenotte]

OBS :)

[@nazarzaki44]

What if I would like to get more images and not only one?

[@Aidev7876]

I like your videos from the instructional aspect. However honestly I don't care of you google it or stack it or copy paste from notepad. Who cares? Just explain how it works and teach us. We are not trying to give you a grade based on speed or copy paste.

[@NicholasRenotte]

Thanks a mil @Angels Mobile! I add those constraints to make it challenging for myself as well, forces me to push myself to do better for you guys!

[@Aidev7876]

@@NicholasRenotte that's fine man. I guess I'm older than the average in this group. So the other guys may like the challenging aspect you are doing. Although my comment got 10 likes so I'm not quite sure... In real life, nobody is going to check if you used Google and actually there is a value showing how to search for help real-time cause everyone will learn from that part too. But hey. As I said. Your content is great and you do have lots of positive energy. Up-to you if you want to keep the timer and no internet check. My 1 cent 😀

[@Aidev7876]

@@domehouse79 ?

[@ProfessorThock]

He obviously had to learn all of this stuff and check the documentation beforehand anyway so it doesn’t really make much of a difference. He’s just going off memory from what he coded beforehand right? Pretty sure the 15 minute thing is just a fun/gimicky way of showing that it doesn’t have to take long to do something cool

[@Pyth_onist]

​@@NicholasRenotteplease help me out with the authtoken library it's not working on my python I've tried everything

[@raj4624]

This is called Stable diffusion SOTA model

[@ahmetcals351]

Hey Nick, the get the code link is seems wrong. It's mapping to Titanic code. Just letting you know :)

[@NicholasRenotte]

Thanks a mil @Ahmet, yeah that's my bad included the right link in the comments :)

[@minam7733]

Can I use API JSON which I fetch or extract it from a video instead of text?

[@NicholasRenotte]

Would likely be a different use case if trying to pass in video or a frame as an input!

[@maheshrudrapati4026]

Hey Nick, Your Get the Code is referring to the Titanic project, not the Text to image one. Can you please check and update it or can you share the direct link of this project excited to get my hands wet in this modle. Thanks for the great tutorial.

[@NicholasRenotte]

Cheers Mahesh, updated!

[@habs795]

Can you plz share the instructions about this project?

[@satishkumar-it2hl]

Hey Nick how can I run this code in the CPU without GPU, when I am trying to run code in the CPU getting a lot of errors can you create a video on how we can run it on the CPU

[@aryananchan5764]

did anyone else find difficulties to run this code?? I can't generate any images its showing me error:'sample'

[@gplgomes]

I couldn't find the module "authtoken" to install. Which is the link to it?

[@NicholasRenotte]

Check out the Github repo, I updated it to show how to set it up!

[@jerrycheng8537]

where in repo? sorry I cant find it

[@aisoft1891]

Aweeeeesomee