Stable diffusion m1. 0 or later recommended) arm64 version of Python; PyTorch 2.

5 in about 30 seconds… on an M1 MacBook Air. Going forward --opt-split-attention-v1 will not be recommended. The speed on AUTOMATIC1111 is quite different. Insta Feb 8, 2024 · A new folder named stable-diffusion-webui will be created in your home directory. quark. You can play your favorite games remotely while you are away. brew install cmake protobuf rust. This is due to the larger size of the SDXL Turbo model. Nov 30, 2023 · Stable Diffusion v1. 最初 apple/ml-stable-diffusion に従ってPython環境を構築し、モデルを手元で変換して、プログラムを実行して画像を生成していたのですが、めっちゃ簡単な方法を見つけたので Unlock your imagination with the advanced AI canvas. This is one of the really big advantages of a unified memory architecture in which the CPU and GPU can access the same memory without needing to be Dec 1, 2022 · Thanks to Apple engineers, you can now run Stable Diffusion on Apple Silicon using Core ML! This Apple repo provides conversion scripts and inference code based on 🧨 Diffusers, and we love it! To make it as easy as possible for you, we converted the weights ourselves and put the Core ML versions of the models in the Hugging Face Hub. No dependencies or technical knowledge needed. Feb 20, 2023 · Try the Stable Diffusion, and ChilloutMix, and LoRA to generate the images on Apple M1. safetensors (safe . We've seen Stable Diffusion running on M1 and M2 Macs, AMD cards, and old NVIDIA cards, but they tend to be difficult to get running and are more prone to problems. Jan 7, 2023 · Step 1 - Install Rust. 1, Hugging Face) at 768x768 resolution, based on SD2. 但是好像涉及这种人工智能的项目都需要比较好的显卡来进行模型的运算，我们普通的 PC 一般只有内置的显卡 The snippet below demonstrates how to use the mps backend using the familiar to() interface to move the Stable Diffusion pipeline to your M1 or M2 device. 最後還會介紹如何下載 Stable Diffusion 模型，並提供一些熱門模型的下載連結。. The model and the code that uses the model to generate the image (also known as inference code). to() interface to move the Stable Diffusion pipeline on to your M1 or M2 device: Automatic 1111 is a game changer for me. 上記公式サイト通りに以下の手順を踏みます。. Increasing the adoption of on-device ML Oct 6, 2022 · 2023/07/29時点の情報に最新化し、automatic1111-ver1. Note: Stable Diffusion v1 is a general text-to-image diffusion Apr 15, 2023 · Most GPUs require at least 24gb of ram to run 512×512 stable diffusion images (without using lower resolution models). Install it on your Android, iOS and tvOS device. Apr 1, 2024 · The Mac M1 is a game-changer when it comes to stable diffusion. 1. This article guides you to generate images locally on your Apple Silicon Mac by running Stable Diffusion in MLX. You also can’t disregard that Apple’s M chips actually have dedicated neural processing for ML/AI. Use rustup to install the Rust compiler (rustc) and the Rust package manager (cargo). Behind the scenes it executes this command in your local Stable Diffusion directory: This could be either because there's not enough precision to represent the picture, or because your video card does not support half type. Now that Stable Diffusion is successfully installed, we’ll need to download a checkpoint model to generate images. 但问题是，在 Feb 22, 2023 · M1 MacでStable Diffusionしたい人が試すときの一番簡単で高速な方法（M1 Mac GPUでの実行）. 0 and 2. Run Stable Diffusion. 5 takes 35 seconds with 20 steps. There are 3 ways people normally recommend Mac users run Stable Diffusion locally: AUTOMATIC1111's WebUI. Dans cet article, nous vous présenterons un guide étape par étape pour installer et utiliser Stable Diffusion sur votre Mac. Dec 15, 2023 · AMD's RX 7000-series GPUs all liked 3x8 batches, while the RX 6000-series did best with 6x4 on Navi 21, 8x3 on Navi 22, and 12x2 on Navi 23. rustup-init. This is a temporary workaround for a weird issue we have detected: the first inference pass produces A Mac mini is a very affordable way to efficiently run Stable Diffusion locally. . Here's AUTOMATIC111's guide: Installation on Apple Silicon. 5 & 2. 1 or V2. 0 or later recommended) arm64 version of Python; PyTorch 2. 0 (Sonoma). com/AUTOMATIC1111/stable-diffusion-webui/discussions/15073 SDXL1. 0-v) at 768x768 resolution. Install the latest version of Python: $ python3 -V. Extremely fast and memory efficient (~150MB with Neural Engine) Runs well on all Apple Silicon Macs by fully utilizing Neural Engine. （インストールされていなければ）ターミナルを開いて https://brew. It will help developers minimize the impact of their ML inference workloads on app memory, app responsiveness, and device battery life. There are 2 types of models that can be downloaded - Lora and Stable Diffusion: Stable Diffusion models have . Feb 24, 2023 · Swift 🧨Diffusers: Fast Stable Diffusion for Mac. The powerful software's flexibility, high compatibility with emerging technologies, and ability to run locally have earned it a privileged spot among AI enthusiasts. In this article, you will find a step-by-step guide for installing and running Stable Diffusion on Mac. Stable Diffusion 1. It's a one-click installer hosted on GitHub that runs Stable Diffusion locally on the computer. Stable diffusion là một model được open-source gần đây bởi một công ty tên là Stability AI, điểm đặc biệt của stable diffusion đó chính là khả năng tạo ra generative art rất chân thực ( nếu có prompt chuẩn có thể không phân biệt được với họa sĩ vẽ). So, SDXL Turbo is still slower. 1 require both a model and a configuration file, and image width & height will need to be set to 768 or higher when generating Apr 17, 2023 · Stable Diffusion est une intelligence artificielle de conversion de texte en image qui peut être exécutée sur des ordinateurs personnels tels que les Mac M1 ou M2. Mar 9, 2023 · 本文將分享如何在 M1 / M2 的 Macbook 上安裝 Stable Diffusion WebUI。. Move the Real-ESRGAN model files from realesrgan-ncnn-vulkan-20220424-macos/models into stable-diffusion/models. The AI canvas serves as your co-pilot, seamlessly blending human creativity with AI capabilities. May 25, 2023 · Stable Diffusion の登場によって「AI でイラストを作成したい！」「自分好みのアニメキャラを生成したい！」そんな方も増えてきているのではないでしょうか。そこで本記事では Mac M1 で Stable Diffusion web UI をインストールし、AI 画像生成する方法をお伝えします！ May 15, 2024 · Stable Diffusion is a text-to-image AI that can be run on personal computers like Mac M1 or M2. I made my article by adding some information to that one. À voir aussi : Comment installer Llama CPP (Meta) en local sur un Mac (Apple Silicon M1) Avec l Sep 2, 2022 · そんなMacユーザーに向けて、「Stable DiffusionをM1・M2チップ搭載Macのローカル上で実行する方法」についてオープンソースの機械学習モデルを Dec 1, 2022 · Thanks to Apple engineers, you can now run Stable Diffusion on Apple Silicon using Core ML! This Apple repo provides conversion scripts and inference code based on 🧨 Diffusers, and we love it! To make it as easy as possible for you, we converted the weights ourselves and put the Core ML versions of the models in the Hugging Face Hub. Returning to our terminal, we want to We would like to show you a description here but the site won’t allow us. Stable UnCLIP 2. 4. Run chmod u+x realesrgan-ncnn-vulkan to allow it to be run. SD 2. 今回はM1のものととi5の第8世代のものの2つで検証します。. Step 2: Double-click to run the downloaded dmg file in Finder. 想想都兴奋。. sh から brew をインストール /bin/bash -c Jun 27, 2023 · Apple have released resources for running Stable Diffusion natively on Apple Silicon - This is a native Apple Core ML implementation on Apple Silicon. PSPlay/ MirrorPlay has been optimized to provide streaming experiences with the lowest possible latency. Jul 10, 2023 · The Stable Diffusion community has worked diligently to expand the number of devices that Stable Diffusion can run on. It is intended to be a lazier way to generate images, by allowing you to focus on writing prompts instead of messing with the command line. macOS computer with Apple silicon (M1/M2) hardware; macOS 12. 10 or higher. Guidelines I follow this guideline to setup the Stable Diffusion running on my Apple M1. 那岂不是相当于把一个插画师随身携带了？. Stable Diffusion is open source, so anyone can run and modify it. Hey, is there a tutorial to run the latest Stable Diffusion Version on M1 chips on MacOS? I discovered DiffusionBee but it didn't support V2. Stable Diffusion is a text-to-image AI that can be run on personal computers like Mac M1 or M2. The most Oct 17, 2023 · Here are the steps to get Automatic 1111's Stable Diffusion Web UI up and running on MacOS - tested on 14. Feb 7, 2023 · Move the . This model allows for image variations and mixing operations as described in Hierarchical Text-Conditional Image Generation with CLIP Latents, and, thanks to its modularity, can be combined with other models such as KARLO. /cert. The above model is finetuned from SD 2. NVIDIA製のグラボを積んだWindowsマシンよりは遅いですが、M1 Macの醍醐味はその Hey everyone, Tried everything and still can’t use Stable Diffusion on my computer. 2, along with code to get started with deploying to Apple Silicon devices. 5 is the most popular. Once this done - restart Web-UI and choose the model from the dropdown menu. We would like to show you a description here but the site won’t allow us. This is a temporary workaround for a weird issue we have detected: the first inference pass produces Sep 3, 2023 · Stable Diffusion has quickly become the preferred image generator for people deeply interested in the world of artificial intelligence-generated visual art. 想想看，不花一分钱去租或者买 GPU ，就能在本地出图。. All rights belong to its creators. If not, proceed the STEP2. ckpt) Stable Diffusion 1. Highly accessible: It runs on a consumer grade laptop/computer. A dmg file should be downloaded. Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Again, using an Apple M1, SDXL Turbo takes 6 seconds with 1 step, and Stable Diffusion v1. RTX NVIDIA GPUs are the only GPUs natively supported by Stable Here's a good guide to getting started: How to install and run Stable Diffusion on Apple Silicon M1/M2 Macs. Stable Diffusion V2. Dec 24, 2022 · 在 M1 芯片的 Mac 上部署 Stable Diffusion AI 绘图. com/AUTOMATIC1111/stable-diffusion-webui. 10. Try setting the "Upcast cross attention layer to float32" option in Settings > Stable Diffusion or using the --no-half commandline argument to fix this. Apr 14, 2023 · この記事では、M1とRTX搭載のPCとでStable Diffusionの比較をしていきます。. Dec 18, 2022 · Posted18 Dec 2022. I have a M1 MacBook Pro with macOS Monterey 12. Comes with a one-click installer. Here I’m trying it out on a MacBook (though the code also works on iPhones and Features. Download the official Stable Diffusion 1. Usage $ stable-diffusion-rest-api [options] Options --cert Path to the SSL certicate (default . The model was pretrained on 256x256 images and then finetuned on 512x512 images. 0. 0-v is a so-called v-prediction model. 0 Inpainting网盘：https://pan. Intel's Arc GPUs all worked well doing 6x4, except the PSPlay/ MirrorPlay offers you the possibility to remote control your PS5/ PS4 without limitations. Companion desktop app for the self-hosted M1 Mac version of Stable Diffusion. Stable Diffusion UI , is a one click install UI that makes it easy to create easy AI generated art. cpkt models to the stable-diffusion folder. AUTOMATIC1111. In this Stable Diffusion. 13 (minimum version supported for mps) The mps backend uses PyTorch’s . 5 Inpainting (sd-v1-5-inpainting. Today, we are excited to release optimizations to Core ML for Stable Diffusion in macOS 13. Generate images locally and completely offline. I was able to generate 512×512 and 768×768 images with my 16gb mac mini m1. I don't know exactly what speeds you'll get exactly with the webui-user. The Swift package relies on the Core ML model files generated by python_coreml_stable_diffusion. 今は Mac 版が配布されているので比較的簡単です。. 8 seconds to generate a 512×512 image at 50 steps using Diffusion Bee in Dec 26, 2023 · Fig 1: Generated Locally with Stable Diffusion in MLX on M1 Mac 32GB RAM. Apr 10, 2023 · MacbookでStable Diffusionを試した記事です。. TL;DR Stable Diffusion runs great on my M1 Macs. M1 Mac搭建Novel AI（Stable Diffusion）本地部署详细教程. As well as generating predictions, you can hack on it, modify Dec 7, 2022 · New stable diffusion model ( Stable Diffusion 2. It runs faster than the webui on my previous M1 Macmini (16GB RAM, 512 GB SSD), and I'm happy with it (although it was a little more expensive :D). なので非常にNVIDIAのグラボが人気なのですが、そのほかの May 15, 2024 · Stable Diffusion is a text-to-image AI that can be run on personal computers like Mac M1 or M2. Un guide sera bientôt disponible sur notre site pour apprendre à utiliser Stable Diffusion plus en détail. The Draw Things app makes it really easy to run too. 5 (v1-5-pruned-emaonly. source venv/bin/activate. Recently (around 14 December 2022), Apple’s Machine Learning Research team published “Stable Diffusion with Core ML on Apple Silicon” with Python and Swift source code optimized for Apple Silicon (M1/M2) on Github apple/ml-stable-diffusion. 5 model by clicking on the button below. Stable Diffusion enables creative applications such as image editing, in-painting, out-painting and more. Dec 1, 2022 · タイトルの通り M1 MacBook Pro で Stable Diffusion を動かしました。今回はあえてローカルで動かしていますが、試すだけであれば Google Colab で動かす方が早くて楽かもしれません:p. Stable DiffusionではRTXやGTXなどのNVIDIAのグラボがよく使われており、高画質かつ大量の画像を高速に出力できてしまいます。. Some popular official Stable Diffusion models are: Stable DIffusion 1. Using InvokeAI, I can generate 512x512 images using SD 1. Dec 4, 2022 · As a Mac user, am I doomed not to be able to run Stable Diffusion as well as a Windows user would? Fear not! Today we're going to talk about Invoke AI, a full-featured Stable Diffusion fork that has an excellent Mac M1 version. It’s a web interface is run locally (without Colab) that let’s you interact with Stable diffusion with no programm Stable Diffusion 2 (SD2) has been released and the diffusers library already supports it. 0-base, which was trained as a standard noise-prediction model on Sep 23, 2022 · Cài đặt stable diffusion trên Apple M1. Novel AI本质上是一个通过AI生成小说的网站，自带一个使用文字或图片制作小说插图的功能，不过现在被大家拿来干啥用，我就不再多说了。. Dec 17, 2022 · Out of the foundational models, Stable Diffusion v1. It lets you generate and edit images using prompts and human drawing. 但问题是，在 The snippet below demonstrates how to use the mps backend using the familiar to() interface to move the Stable Diffusion pipeline to your M1 or M2 device. How to Install Stable Diffusion on Mac (Apple Silicon M1/M2) How to Install Stable Diffusion on Mac. 它跟Stable Diffusion的关系大致来说就是Novel AI官方宣称它们在Stable StableDiffusion, a Swift package that developers can add to their Xcode projects as a dependency to deploy image generation capabilities in their apps. Here are the install options I will go through in this article. 1 on MacOS M1 Pro. Diffusion Sep 16, 2022 · Before beginning, I want to thank the article: Run Stable Diffusion on your M1 Mac’s GPU. We recommend to “prime” the pipeline using an additional one-time pass through it. 19. 😳 In the meantime, there are other ways to play around with Stable Diffusion. And when you're feeling a bit more confident, here's a thread on How to improve performance on M1 / M2 Macs that gets into file tweaks. 1 require both a model and a configuration file, and image width & height will need to be set to 768 or higher when generating images: Apr 8, 2023 · Draw Things: AI Generationというアプリを使えば、ローカル環境でiPadからStable Diffusionを動かすことができるようです。. 4 (sd-v1-4. Sep 4, 2022 · python3 -m virtualenv venv. If you run into issues during installation or runtime, please refer to the FAQ section. Use --disable-nan-check commandline argument to Apr 5, 2023 · Et voila, vous savez désormais comment installer et utiliser Stable Diffusion 1. pem) --concurrency Number of concurrent image generation tasks (default 1) --cors Whether to enable CORS (default true) --delete-incomplete Delete all incomplete image generation tasks before starting the server (default false) --inpaint-image-model Path to the inpaint image model checkpoint Sep 12, 2022 · 而随着最近 PyTorch 对苹果 ARM 芯片支持的完善，你现在完全可以在自己的 M1/M2 Mac 上面运行 Stable Diffusion ，来获得绘图结果了。. ckpt with all the scripts removed) and needs to be placed into the models/Stable-diffusion directory. May 19, 2023 · M1 MacBook AirでStable Diffusion（アプリ版・web UI版）を使い始める初心者向け私的メモ 2022年に登場して昨今のAIブームを巻き起こしたきっかけのひとつになった画像生成AIプログラム（とここでは便宜上そう呼ぶ）、 Stable Diffusion 。 はじめに今話題のStable Diffusionを触ってみた。あちこちドツボにハマったのでうまく行った手順を残しておく。先駆者様^1の記事の丸パクリスペクト環境M1 MBAmacOS M… High-performance image generation using Stable Diffusion in KerasCV with support for GPU for Macbook M1Pro and M1Max. Step 1: Go to DiffusionBee’s download page and download the installer for MacOS – Apple Silicon. With WW We would like to show you a description here but the site won’t allow us. 1 and iOS 16. Restart Terminal to reload your PATH environment variable to include Cargo package manager. 如果你從來沒有接觸過 Today, we are excited to release optimizations to Core ML for Stable Diffusion in macOS 13. We are almost there… on this final step, we want to run Stable Diffusion. 5, but uses OpenCLIP-ViT/H as the text encoder and is trained from scratch. You’ll be able to run Stable Diffusion using things like InvokeAI, Draw Things (App Store), and Diffusion Bee (Open source / GitHub). Github更新介绍：https://github. It leverages a bouquet of SoTA Text-to-Image models contributed by the community to the Hugging Face Hub, and converted to Core ML for blazingly fast performance. cn/s/656afd3bce60【我的 而随着最近 PyTorch 对苹果 ARM 芯片支持的完善，你现在完全可以在自己的 M1/M2 Mac 上面运行 Stable Diffusion ，来获得绘图结果了。. 0 (recommended) or 1. 6 or later (13. Clone the web UI repository by running git clone https://github. This implementation is specifically optimized for the Apple Neural Engine (ANE), the energy-efficient and high-throughput engine for ML inference on Apple silicon. Apple's Silicon M1 and M2 Macs offer a unique environment for running Stable Diffusion. brew install rustup. The HuggingFace upgrade has support for 768x768 higher resolution Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. ckpt (TensorFlow checkpoint) or . Select Option 1. 5 (download link: v1-5-pruned-emaonly. Its installation process is no different from any other app. 最近这几个月，互联网上有关 AI 的消息非常热门，不管是 AI 绘图还是 ChatGPT AI 问答机器人都非常有意思。. 1-768. STEP1. Learn how to optimize and deploy Stable Diffusion, a text-to-image generation model, on Apple devices using Core ML. sh file I posted there but I did do some testing a little while ago for --opt-sub-quad-attention on a M1 MacBook Pro with 16 GB and the results were decent. Afterwards whenever you want to run Stable Diffusion you will need to run this. Activate the virtualenv just created. Stable Diffusion is a text-to-image model that generates photo-realistic images given any text input. If you don't have any, see Downloading Stable Diffusion Models below. Install Python V3. 5 takes 41 seconds with 20 steps. 2023/07/08追記、ただ、速度を追求するならレンタル Unzip it (you'll get realesrgan-ncnn-vulkan-20220424-macos) and move realesrgan-ncnn-vulkaninside stable-diffusion (this project folder). 1. Its powerful hardware, optimized software, and unified memory architecture combine to deliver a seamless and reliable diffusion experience. Though slightly different from Windows, the installation process on Mac is user-friendly and caters to the powerful capabilities of Apple's hardware. MLX is an Apr 22, 2023 · DiffusionBee is one of the easiest ways to run Stable Diffusion on Mac. Install rustup packager for rust. What makes Stable Diffusion unique ? It is completely open source. You may have to give permissions in Nov 26, 2023 · まずは標準の web UI をインストールしてみます。. This actual makes a Mac more affordable in this category Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. 首先會提供一些 Macbook 的規格建議，接著會介紹如何安裝環境，以及初始化 Stable Diffusion WebUI。. 5とstable diffusion XLに対応しました。 はじめに WindowsやColab環境のStableDiffuisonユーザに人気のAutomatic1111がMacでも使用できるようになりました。 Clone the web UI repository by running git clone https://github. ckpt) Stable Diffusion 2. 1 en local sur un Mac avec processeur M1. First, you need to install a Python distribution that supports arm64 (Apple Silicon) architecture. DiffusionBee empowers your creativity by providing tools to generate stunning AI art in seconds. Stable Diffusion web UI もおすすめです。 May 2, 2023 · How to install and run Stable Diffusion on Apple Silicon M1/M2 Macs - Stable Diffusion Art. 結論から言って、M1は比較的実用的な画像を18から21秒で一枚生成できました。. M1 iPad Pro 11 (2021)で美少女系のモデルで25ステップ512×512の一枚の画像を35秒で生成可能です。. Apple's Core ML Stable Diffusion implementation to achieve maximum performance and speed on Apple Silicon based Macs while reducing memory requirements. You'll need to do the following:1. Whether you are a graphic designer, video editor, or a professional in any other creative field, the Mac M1 is a worthy investment that will 知乎专栏提供一个平台，让用户随心所欲地进行写作和表达自己的观点。 Discover a platform for free expression and creative writing on 知乎专栏. Back then though I didn't have --upcasting-sampling May 16, 2023 · 大家好，这期视频向大家介绍什么是Stable Diffusion，如何在苹果电脑Mac上安装，支持M1M2芯片，也支持Intel芯片。欢迎大家交流讨论。请一键三连支持我 Dec 2, 2022 · By comparison, the conventional method of running Stable Diffusion on an Apple Silicon Mac is far slower, taking about 69. That’s what has caused the abundance of creations over the past week. Transform your text into stunning images with ease using Diffusers for Mac, a native app powered by state-of-the-art diffusion models. I'm running stable-diffusion-webui on M1Mac (MacStudio 20coresCPU,48coresGPU, Apple M1 Ultra, 128GB RAM 1TB SSD). UPDATE: 29 Sept – Some people have shared that using ‘pip install protobuf==3. You need Python 3. 1 ; Any help would be much appreciated ! Clone the web UI repository by running git clone https://github. 4’ has helped resolve their errors, so there must be Mar 12, 2024 · Stable Diffusion WebUI Forgeとは Stable Diffusion WebUIをベースに、開発の簡素化・リソース管理の最適化・推論速度の高速化を行ったプラットフォーム ControlNetやFooocusを手がけたlllyasviel氏によって開発された "Forge"の名は「鍛造所」を意味し、WebUIを鍛え上げるというコンセプト 特徴は以下の通りです。 Aug 31, 2022 · Run Stable Diffusion on your M1 Mac’s GPU. 6. Same number of parameters in the U-Net as 1. New stable diffusion finetune ( Stable unCLIP 2. Install stable-diffusion-webui Download Models And download the ChilloutMix LoRA（Low-Rank Adaptation Dec 1, 2022 · Thanks to Apple engineers, you can now run Stable Diffusion on Apple Silicon using Core ML! This Apple repo provides conversion scripts and inference code based on 🧨 Diffusers, and we love it! To make it as easy as possible for you, we converted the weights ourselves and put the Core ML versions of the models in the Hugging Face Hub. You can run Stable Diffusion in the cloud on Replicate, but it’s also possible to run it locally. Stable Diffusion v1 refers to a specific configuration of the model architecture that uses a downsampling-factor 8 autoencoder with an 860M UNet and CLIP ViT-L/14 text encoder for the diffusion model. 4 (download link: sd-v1-4. 这个视频将展示Mac 上设置 Stable Diffusion WebUI，并创建您自己的第一张图片。此安装方法适合：M1, M2和Intel CPU*** 使用GPU或者CPU都能运行；*** 网络条件 May 27, 2023 · こんにちはkeiです。以前から画像生成のAIモデルである「Stable Diffusion」を公式ページなどを参考にしてプログラムを書いて使っていましたが、Stabele Diffusion をローカルでも動かせる「Stable Diffusion web UI：AUTOMATIC1111」を使いたいなと思っていました。本投稿ではAUTOMATIC1111をM1/ M2 Macのローカル環境 Sep 12, 2022 · Diffusion Bee is billed as the easiest way to run Stable Diffusion locally on an M1 Mac. Python 3. Place Stable Diffusion models/checkpoints you want to use into stable-diffusion-webui/models/Stable-diffusion. Read through the other tuorials as well. pt mm bl yi px ha ka xy sd ys