0 release includes robust text-to-image models trained using a brand new text encoder (OpenCLIP), developed by LAION with support. Stable Diffusion Models. x Models SD v2. 4 model through the Hugging Face diffusers and transformers library. 5 v1. Stable DIffusion API. It is primarily used to generate detailed images conditioned on text descriptions, though it can also be. 19 ott 2022. We follow the original repository and provide basic inference scripts to sample from the models. The term model of communication refers to a conceptual model employed to explain the human communication process. Create a folder called "stable-diffusion-v1" there. 0 Stability AI's official release for base 2. These instructions download and set up the CompVis Stable Diffusion v1. These instructions download and set up the CompVis Stable Diffusion v1. These instructions are based on. It pulls relevant Python packages that allow the model to run on most discrete consumer graphics GPUs with ONNX Runtime atop the DirectML execution provider. 24 nov 2022. download our depth-conditional stable diffusion model and the . Privacy and Security for Stable Diffusion and LLMs with Nicholas Carlini - Full Interview: https://twimlai. It is primarily used to generate detailed images conditioned on text descriptions . Windows のローカル下に画像生成 AI である Stable Diffusion を. It pulls relevant Python packages that allow the model to run on most discrete consumer graphics GPUs with ONNX Runtime atop the DirectML execution provider. The model was pretrained on 256x256 images and then finetuned on 512x512 images. models\Stable-diffusion文件夹里面 7. We provide a reference script for. download our depth-conditional stable diffusion model and the . In this case, Waifu Diffusion v1. Artificial Intelligence (AI) art is currently all the rage, but most AI image generators run in the cloud. 5 model. 0 Stability AI's official release for base 2. High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach*, Andreas Blattmann*, Dominik Lorenz, Patrick Esser,. Contact Changelog Stable Diffusion Stable Diffusion v2. Redshift Diffusion [74f4c61c] This is the fine-tuned Stable Diffusion model trained on high resolution 3D artworks. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. A handy GUI to run Stable Diffusion, a machine learning toolkit to generate images from. 18 feb 2023. Model Details Developed by: Robin Rombach, Patrick Esser Model type: Diffusion-based text-to-image generation model Language (s): English License: CreativeML Open RAIL++-M License Model Description: This is a model that can be used to generate and modify images based on text prompts. There are community sites for people to share and download Stable Diffusion models. Please carefully read the model card for a full outline of the limitations of this model and we welcome your feedback in making this technology better. Download a PDF of the paper titled LCM-LoRA: A Universal Stable-Diffusion Acceleration Module, by Simian Luo and 8 other authors. Stable Diffusion DreamBooth Models ModelsTextual Inversion ModelsDreamBooth Modelssdmodels Stable Diffusion DreamBooth Models Page updates automatically daily. Interactive visualization of stable diffusion image embeddings February 26, 2023 — Written by Marc Päpper — ⏰ 7 min read # machinelearning # visualization This article covers: Lexica’s API Download of images Embedding the images with CLIP Data Download Visualization t-SNE Visualization UMAP Interactive visualization with Bokeh. Stable Diffusion. Lexica provides an API which can be used to query images matching some keyword / topic. Diffusion is important for several reasons:. This is a permissive license that allows for commercial and non-commercial usage. 55GB and contains the main models used by NovelAI, located in the stableckpt folder. There are community sites for people to share and download Stable Diffusion models. These instructions download and set up the CompVis Stable Diffusion v1. naclbit/trinart_stable_diffusion_v2: An SD-1. Other than the generative model, the 2. 5Basil + 0. The extension is available for download today. 7GB) used in the original model . AbsoluteReality Stable Diffusion Models for Architecture 8. Interactive visualization of stable diffusion image embeddings February 26, 2023 — Written by Marc Päpper — ⏰ 7 min read # machinelearning # visualization This article covers: Lexica’s API Download of images Embedding the images with CLIP Data Download Visualization t-SNE Visualization UMAP Interactive visualization with Bokeh. Rename sd-v1-4. My 16+ Tutorial Videos For Stable Diffusion - Automatic1111 and Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Pix2Pix, Img2Img, NMKD, How To Use Custom Models on Automatic and Google Colab (Hugging Face, CivitAI, Diffusers, Safetensors), Model Merging , DAAM. Download PDF Abstract: Stable Diffusion and ControlNet have achieved excellent results in the field of image generation and synthesis. 5 Inpainting; v1. (You can use your own model too). 55GB and contains the main models used by NovelAI, located in the stableckpt folder. Additional models are. Stable Diffusion is a deep learning, text-to-image model released in 2022. You can download the image using the download button. com/go/618🔔 Subscribe to our channel for more gre. In the Stable Diffusion checkpoint dropdown menu, select the model you want to use with ControlNet. Part 1: Getting Started: Overview and Installation Part 2: Stable Diffusion Prompts Guide Part 3: Stable Diffusion Settings Guide Part 3: Models Part 4: LoRAs Part 5: Embeddings/Textual Inversions Part 6: Inpainting Part 7: Animation Where to find Stable Diffusion models? To keep up with the newest models, check Civitai. Part 1: Getting Started: Overview and Installation Part 2: Stable Diffusion Prompts Guide Part 3: Stable Diffusion Settings Guide Part 3: Models Part 4: LoRAs Part 5: Embeddings/Textual Inversions Part 6: Inpainting Part 7: Animation Where to find Stable Diffusion models? To keep up with the newest models, check Civitai. 2使用IDM下载，直接复制链接创建下载（网盘链接--链接： 百度网盘 请输入提取码 提取码：anyh） 6. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. Diffusers Integration. 4的模型（4GB左右，可能要下载一会），基本够用（ CompVis/stable-diffusion-v-1-4-original · Hugging Face ） 6. ControlNet Scribbles (Image courtesy of ControlNet) Other models. Released in August 2022 by Stability AI, v1. ckpt", and copy it into the folder (stable-diffusion-v1) you've made. (You can use your own model too). Download PDF Abstract: Stable Diffusion and ControlNet have achieved excellent results in the field of image generation and synthesis. Stability AI now features version 1. High-Resolution Image Synthesis with Latent Diffusion Models - GitHub. LoRA，英文全称Low-Rank Adaptation of Large Language Models，直译为大语言模型的低阶适应，这是微软的研究人员为了解决大语言模型微调而开发的一项技术。. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. If you are interested in better stable diffusion reference only models such as in future work and have idle computing resources, feel free to contact me. These instructions download and set up the CompVis Stable Diffusion v1. The latest version, 3. On a GeForce RTX 4090, it runs 7x faster than the top implementation on Macs with an Apple M2 Ultra. The Stable Diffusion 2. Stable Diffusion is a deep learning, text-to-image model released in 2022. ckpt to use v1. Checkpoints (หลัก) : stable-diffusion-webui\models\Stable-diffusion. 26 ott 2022. You can download and run the model on your own computer (if you have a powerful . 5; v1. To use it with a custom model, download one of the models in the "Model Downloads" section, rename it to "model. The most popular Stable Diffusion user interface is AUTOMATIC1111’s Stable Diffusion WebUI. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. SD GitHub. The latest version, 3. 1 base model (512-base) Download the model file ( v2-1_512-ema-pruned. ; Depth Map – Like depth-to-image in Stable diffusion v2, ControlNet can infer a. 0 and fine-tuned on 2. Updated 24 days ago • 757 • 4 CompVis/stable-diffusion-v1-2 • Updated Dec 19, 2022 • 655 • 22. Stable Diffusion is a highly advanced photo and digital art generation SaaS platform that empowers users of all ages to visualize digital art using a powerful deep. com and HuggingFace. 5Basil + 0. Dall-E 2: Dall-E 2 revealed in April 2022, generated even. On the plus side, moving ahead, the new DreamStudio app will provide additional functionality, stability, and a more seamless user experience. 02k • 29 OFA-Sys/small-stable-diffusion-v0. This repository contains Stable Diffusion models trained from scratch and will be continuously updated with new checkpoints. Download the pre-trained model (5. Why do I want to bring Stable Diffusion online? With limited local compute resources, the Stable Diffusion model takes a long time to generate quality images. 16 dic 2022. Download the pre-trained model (5. With Stable Diffusion XL, you can create descriptive images with shorter prompts and generate words within images. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. Checkpoints (หลัก) : stable-diffusion-webui\models\Stable-diffusion. Use the tokens redshift style in your prompts for the effect. 28 nov 2022. Installation On Windows and Linux only: pip install torch torchvision --extra-index-url https://download. 28 nov 2022. 02k • 29 OFA-Sys/small-stable-diffusion-v0. 24 nov 2022. We will use the Habana PyTorch stable diffusion reference model,. Patrick von Platen 39593d5650. One of the first questions many people have about Stable Diffusion is the license this model is published under and whether the generated. Download INDIGOv01. 0 Stable Diffusion v1. In the Stable Diffusion checkpoint dropdown menu, select the model you want to use with ControlNet. Additional models are. In the Stable Diffusion checkpoint dropdown menu, select the model you want to use with ControlNet. Waifu Diffusion. The API returns image URLs, sizes and other things like the prompt used to generate the image and its seed. It is a Latent Diffusion Model that uses two fixed, pretrained text encoders (OpenCLIP-ViT/G and CLIP-ViT/L). Robin Rombach1,2, Andreas Blattmann1,2, Dominik Lorenz1,2 . It is primarily used to generate detailed images conditioned on text descriptions, though it can also be. 22 ago 2022. More coming soon. For these, use_ema=False will load and use the non-EMA weights. 0 Stable Diffusion v1. Privacy and Security for Stable Diffusion and LLMs with Nicholas Carlini - Full Interview: https://twimlai. Stable Diffusion 1. Checkpoints (หลัก) : stable-diffusion-webui\models\Stable-diffusion. It can be confusing navigating the huggingface site to find the link of the model file, so here are the links for . Created by the researchers and engineers from Stability AI, CompVis, and LAION, “Stable Diffusion” claims the crown from Craiyon, formerly known as DALL·E. My 16+ Tutorial Videos For Stable Diffusion - Automatic1111 and Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Pix2Pix, Img2Img, NMKD, How To Use Custom Models on Automatic and Google Colab (Hugging Face, CivitAI, Diffusers, Safetensors), Model Merging , DAAM. 16 dic 2022. The most popular Stable Diffusion user interface is AUTOMATIC1111’s Stable Diffusion WebUI. Model Access Each checkpoint can be used both with Hugging Face's 🧨 Diffusers library or the original Stable Diffusion GitHub repository. Stable Diffusion. Use the tokens redshift style in your prompts for the effect. Among them, civitai and Hugging Face are the most popular ones. Stable Diffusion UI is an easy to install distribution of Stable Diffusion, the leading open source text-to-image AI software. Edit Models filters. Getting Started With Stable Diffusion Ng Wai Foong in Towards Data Science How to Fine-tune Stable Diffusion using Textual Inversion Anjana Samindra Perera in MLearning. Stable Diffusion Reference Only Automatic Coloring 0. org/whl/cu116 $python -m pip . 13 GB). 5 [81761151] [a9263745] Stable Diffusion VAE ft-mse-original Stable Diffusion . 0 Stability AI's official release for base 2. These instructions download and set up the CompVis Stable Diffusion v1. 25 gen 2023. ckpt sd-v1-4-full-ema. 5 model. One of the first questions many people have about Stable Diffusion is the license this model is published under and whether the generated. พอเรา Copy Model ลงใน Folder ตามที่ผมแนะนำแล้ว คือ เอาไว้ใน Folder เหล่านี้. Stable Diffusion DreamBooth Models ModelsTextual Inversion ModelsDreamBooth Modelssdmodels Stable Diffusion DreamBooth Models Page updates automatically daily. 最早的Stable Diffusion模型其实不支持LoRa的，后来才加入了对LoRa的支持，据说，Simo Ryu是第一个让Stable Diffusion. 55GB and contains the main models used by NovelAI, located in the stableckpt folder. 20 dic 2022. Interactive visualization of stable diffusion image embeddings February 26, 2023 — Written by Marc Päpper — ⏰ 7 min read # machinelearning # visualization This article covers: Lexica’s API Download of images Embedding the images with CLIP Data Download Visualization t-SNE Visualization UMAP Interactive visualization with Bokeh. Part 1: Getting Started: Overview and Installation Part 2: Stable Diffusion Prompts Guide Part 3: Stable Diffusion Settings Guide Part 3: Models Part 4: LoRAs Part 5: Embeddings/Textual Inversions Part 6: Inpainting Part 7: Animation Where to find Stable Diffusion models? To keep up with the newest models, check Civitai. 1 base model (512-base) Download the model file ( v2-1_512-ema-pruned. 1 base model (512-base) Download the model file ( v2-1_512-ema-pruned. Stable Diffusion is an open-source text-to-image model released by stability. These instructions download and set up the CompVis Stable Diffusion v1. The model is a significant advancement in image generation capabilities, offering enhanced image composition and face generation that results in stunning visuals and realistic aesthetics. 0 Stability AI's official release for base 2. High-Resolution Image Synthesis with Latent Diffusion Models Stable. Why Models Matter in Stable Diffusion. Other than the generative model, the 2. Part 1: Getting Started: Overview and Installation Part 2: Stable Diffusion Prompts Guide Part 3: Stable Diffusion Settings Guide Part 3: Models Part 4: LoRAs Part 5: Embeddings/Textual Inversions Part 6: Inpainting Part 7: Animation Where to find Stable Diffusion models? To keep up with the newest models, check Civitai. How to Download and Install Stable Diffusion on Your PC for Free · Click on the green button named “code” to download Stale Diffusion, then click on “Download . To run Stable Diffusion locally on your PC, download Stable Diffusion from GitHub and the latest checkpoints from HuggingFace. Kenshi 5. 0 release includes robust text-to-image models trained using a brand new text encoder (OpenCLIP), developed by LAION with support from Stability AI, which greatly improves the quality of the generated images compared to earlier V1 releases. Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input. Stable Diffusion v1-5 Model Card. Stable Diffusion is a machine learning, text-to-image model developed by StabilityAI, in collaboration with EleutherAI and LAION, to generate digital images from natural. In the Stable Diffusion checkpoint dropdown menu, select the model you want to use with ControlNet. Stable-diffusion 3D models ready to view, buy, and download for free. Stable Diffusion: an image ML model that is better than DALL·E 2 on many margins *that you can download and run on your own graphics card. Select v1-5-pruned-emaonly. High-Resolution Image Synthesis with Latent Diffusion Models Stable. Note that you have to "click-request" them on each respective model repository. Additional models are. We provide stable and reliable APIs for developers to integrate AI APIs into their applications. Tested on A100 with CUDA 11. com/go/618🔔 Subscribe to our channel for more gre. epiCRealism Stable Diffusion Models for Anime Art 4. 5Basil + 0. Stable Diffusionのモデルは、デフォルトでは実行時にwebからダウンロードされ、キャッシュに保存されます。2度目以降は、キャッシュから使用されます . 4 model through the Hugging Face diffusers and transformers library. These instructions are based on. 5d tweak Stable Diffusion Models for NSFW 7. 19 ott 2022. With Stable Diffusion XL, you can create descriptive images with shorter prompts and generate words within images. 5 is now finally public and free! This guide shows you how to download the brand new, improved model straight from HuggingFace and use it. Learn how to generate an image of a scene given only a description of. Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input. 4 Websites To Download FREE Stable Diffusion AI Models Image by Jim Clyde Monge S table Diffusion is a free AI tool that can be used to generate unlimited and unique. They also each have an extension for Stable Diffusion models. Text Generation • Updated Mar 22 • 1. It is primarily used to generate detailed images conditioned on text descriptions . You can download the image using the download button. models\Stable-diffusion文件夹里面 7. Last updated. The first time you run the following command, it will download the model from . Trained for over 750 hours with meticulous hand-captioning, TD-XL surpasses other models in detail and. Robin Rombach1,2, Andreas Blattmann1,2, Dominik Lorenz1,2 . 5 model. Official civitai extension for. GZ Download BUNDLE Clone in VS Code. Stable Diffusion is a highly advanced photo and digital art generation SaaS platform that empowers users of all ages to visualize digital art using a powerful deep. woodburn jobs
The most notable enhancement is the brand new Stable 3D model. . Stable diffusion download model
; Depth Map – Like depth-to-image in Stable diffusion v2, ControlNet can infer a. auto_awesome_motion. You can download and run the model on your own computer (if you have a powerful . My 16+ Tutorial Videos For Stable Diffusion - Automatic1111 and Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Pix2Pix, Img2Img, NMKD, How To Use Custom Models on Automatic and Google Colab (Hugging Face, CivitAI, Diffusers, Safetensors), Model Merging , DAAM. My 16+ Tutorial Videos For Stable Diffusion - Automatic1111 and Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Pix2Pix, Img2Img,. Introduction Stable Diffusion is a powerful tool for generating images, but to unlock its full potential, you need to have the right models or checkpoints installed. Stable Diffusion Downloads Models SD v2. 0 and fine-tuned on 2. Stable Diffusion UI installs all required software components required to run Stable Diffusion plus. If you are looking for the model to use with the D🧨iffusers library, come here. add New Notebook. 18 feb 2023. These instructions are based on. ; Depth Map – Like depth-to-image in Stable diffusion v2, ControlNet can infer a. 28 nov 2022. models\Stable-diffusion文件夹里面 7. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. Redshift Diffusion [74f4c61c] This is the fine-tuned Stable Diffusion model trained on high resolution 3D artworks. com/go/618🔔 Subscribe to our channel for more gre. The original stable diffusion model. Create notebooks and keep track of their status here. The most notable enhancement is the brand new Stable 3D model. Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input, cultivates autonomous freedom . Additional models are. High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach*, Andreas Blattmann*, Dominik Lorenz, Patrick Esser,. Grab whatever version matches your system, open it, find /bin/ in the archive, extract all the DLLs there to /stable-diffusion-webui/venv/lib/site-packages/torch/lib/ replacing the ones that were there already. Stable Diffusion Reference Only Automatic Coloring 0. Stable Diffusion is a latent text-to-image diffusion model. Use the tokens redshift style in your prompts for the effect. Adding `safetensors` variant of this model. com/go/618🔔 Subscribe to our channel for more gre. F222 for Stable Diffusion is AMAZING! Originally this Model was created for anatomically correct images of females in their "birthday suite", but you can do. Model Details Developed by: Robin Rombach, Patrick Esser Model type: Diffusion-based text-to-image generation model. It pulls relevant Python packages that allow the model to run on most discrete consumer graphics GPUs with ONNX Runtime atop the DirectML execution provider. 5 v1. A company must consider factors such as the positioning of its products and services as well as production costs when setting the prices of. GZ Download BUNDLE Clone in VS Code. A handy GUI to run Stable Diffusion, a machine learning toolkit to generate images from. Artificial Intelligence (AI) art is currently all the rage, but most AI image generators run in the cloud. Additional models are. 4的模型（4GB左右，可能要下载一会），基本够用（ CompVis/stable-diffusion-v-1-4-original · Hugging Face ） 6. As explained on Qualcomm's corporate blog, Stable Diffusion is a large foundation model employing a neural network trained on a vast quantity of data at scale. Checkpoints (หลัก) : stable-diffusion-webui\models\Stable-diffusion. Grab whatever version matches your system, open it, find /bin/ in the archive, extract all the DLLs there to /stable-diffusion-webui/venv/lib/site-packages/torch/lib/ replacing the ones that were there already. Explore thousands of high-quality Stable Diffusion models, share your AI-generated art, and engage with a vibrant community of creators. 最早的Stable Diffusion模型其实不支持LoRa的，后来才加入了对LoRa的支持，据说，Simo Ryu是第一个让Stable Diffusion. A company must consider factors such as the positioning of its products and services as well as production costs when setting the prices of. The following list provides an overview of all currently available models. Human Pose – Use OpenPose to detect keypoints. 55GB and contains the main models used by NovelAI, located in the stableckpt folder. Introduction Stable Diffusion is a powerful tool for generating images, but to unlock its full potential, you need to have the right models or checkpoints installed. 1 1. It is identical to the page that was here. 4 model through the Hugging Face diffusers and transformers library. ckpt", and copy it into the folder (stable-diffusion-v1) you've. Human Pose – Use OpenPose to detect keypoints. 4 model through the Hugging Face diffusers and transformers library. 0 release includes robust text-to-image models trained using a brand new text encoder (OpenCLIP), developed by LAION with support. Stability AI now features version 1. ckpt> models/ldm/stable-diffusion-v1/model. You can download and install Stable Diffusion on your local computer and integrate its capabilities into applications and workflows. GZ Download BUNDLE Clone in VS Code. What Is Stable Diffusion? Stable Diffusion is an AI model that can generate images from text prompts, or modify existing images with a text prompt, much. 5Basil + 0. Among them, civitai and Hugging Face are the most popular ones. Model Page Download link v1. Many users of the DALL·E 2 beta have had complaints about the keyword-level prompt filters set in place by OpenAI, as well as the model tweaks implemented to. The most popular Stable Diffusion user interface is AUTOMATIC1111’s Stable Diffusion WebUI. In addition, it plays a role in cell signaling, which mediates organism life processes. models\Stable-diffusion文件夹里面 7. 05: Novel Ai: Stable. Model Details Developed by: Robin Rombach, Patrick Esser Model type: Diffusion-based text-to-image generation model. It pulls relevant Python packages that allow the model to run on most discrete consumer graphics GPUs with ONNX Runtime atop the DirectML execution provider. 24 nov 2022. To run Stable Diffusion locally on your PC, download Stable Diffusion from GitHub and the latest checkpoints from HuggingFace. Model type: Diffusion-based text-to-image generative model; License: CreativeML Open RAIL++-M License; Model Description: This is a model that can be used to generate and modify images based on text prompts. Stable Diffusion是一个文本到图像的潜在扩散模型，由CompVis、Stability AI和LAION的研究人员和工程师创建。它使用来自LAION-5B数据库子集的512x512图像进行训练。使用这个模型，可以生成包括人脸在内的任何图像，因为有开源的预训练模型，所以我们也可以在自己的机器上运行它，如下图所示。. Create a folder called "stable-diffusion-v1" there. Popular diffusion models include Open AI’s Dall-E 2, Google’s Imagen, and Stability AI's Stable Diffusion. 26 ott 2022. Stable Diffusion Reference Only Automatic Coloring 0. Model Details Developed by: Robin Rombach, Patrick Esser Model type: Diffusion-based text-to-image generation model Language (s): English License: CreativeML Open RAIL++-M License Model Description: This is a model that can be used to generate and modify images based on text prompts. 19 ott 2022. 下载模型 6. The most popular Stable Diffusion user interface is AUTOMATIC1111’s Stable Diffusion WebUI. 5 model. Diffusion models. And best of all, . December 7, 2022 Version 2. You can download models from these sites and use them in Stable Diffusion Web UI. 4的模型（4GB左右，可能要下载一会），基本够用（ CompVis/stable-diffusion-v-1-4-original · Hugging Face ） 6. Windows のローカル下に画像生成 AI である Stable Diffusion を. This download is only the UI tool. It pulls relevant. 0 Stable Diffusion v1. 1-base, HuggingFace) at 512x512 resolution,. 5DDOSmix #model #aimidel #stablediffusion #portrait #모델 #ai모델 #ai사진”. Built-in safety measures that scan downloaded models for malware . The original Stable Diffusion model was created in a collaboration with CompVis and RunwayML and builds upon the work: High-Resolution Image Synthesis with Latent Diffusion Models. The most notable enhancement is the brand new Stable 3D model. In this blog, we will guide you through the process of downloading and installing models in Stable Diffusion. arXiv | BibTeX. Enjoy your absolutely absurd speedup. DiffusionBee allows you to unlock your imagination by providing tools to generate AI art in a few seconds. 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