It tries to minimize any seams for showing up in the end result by gradually denoising all tiles one step at the time and randomizing tile positions for every step. T2I-Adapter-SDXL - Canny. ipynb","contentType":"file. The ComfyUI Nodes support a wide range of AI Techniques like ControlNET, T2I, Lora, Img2Img, Inpainting, Outpainting. Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work) You should see the ui appear in an iframe. g. 0workflow primarily provides various built-in stylistic options for Text-to-Image (T2I), generating high-definition resolution images, facial restoration, and switchable functions such as Controlnet easy switching（canny and depth）. style transfer is basically solved - unless other significatly better method can bring enough evidences in improvementsOn-chip plasmonic circuitry offers a promising route to meet the ever-increasing requirement for device density and data bandwidth in information processing. They'll overwrite one another. T2I-Adapter is an efficient plug-and-play model that provides extra guidance to pre-trained text-to-image models while freezing the original large text-to-image models. A node system is a way of designing and executing complex stable diffusion pipelines using a visual flowchart. Make sure you put your Stable Diffusion checkpoints/models (the huge ckpt/safetensors files) in: ComfyUImodelscheckpoints How do I share models between another UI and ComfyUI? . py","path":"comfy/t2i_adapter/adapter. Both of the above also work for T2I adapters. Yeah, suprised it hasn't been a bigger deal. Core Nodes Advanced. ComfyUI ControlNet aux: Plugin with preprocessors for ControlNet, so you can generate images directly from ComfyUI. 5. 309 MB. The workflows are meant as a learning exercise, they are by no means "the best" or the most optimized but they should give you a good understanding of how ComfyUI works. ComfyUI The most powerful and modular stable diffusion GUI and backend. This ui will let you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. I think the a1111 controlnet extension also supports them. net モデルのロード系 まずはモデルのロードについてみていきましょう。 CheckpointLoader チェックポイントファイルからModel(UNet)、CLIP(Text. If you have another Stable Diffusion UI you might be able to reuse the dependencies. Load Checkpoint (With Config) The Load Checkpoint (With Config) node can be used to load a diffusion model according to a supplied config file. The input image is: meta: a dog on grass, photo, high quality Negative prompt: drawing, anime, low quality, distortion[2023/9/05] 🔥🔥🔥 IP-Adapter is supported in WebUI and ComfyUI (or ComfyUI_IPAdapter_plus). Read the workflows and try to understand what is going on. ComfyUI is the Future of Stable Diffusion. We release T2I. ci","path":". In this ComfyUI tutorial we will quickly c. {"payload":{"allShortcutsEnabled":false,"fileTree":{"comfy/t2i_adapter":{"items":[{"name":"adapter. NOTICE. 1: Enables dynamic layer manipulation for intuitive image. I am working on one for InvokeAI. A ControlNet works with any model of its specified SD version, so you're not locked into a basic model. Please share workflow. Simply download this file and extract it with 7-Zip. The demo is here. Ardan - Fantasy Magic World (Map Bashing)At the moment, my best guess involves running ComfyUI in Colab, taking the IP address it provides at the end, and pasting it into the websockets_api script, which you'd run locally. 5D Clown, 12400 x 12400 pixels, created within Automatic1111. If you have another Stable Diffusion UI you might be able to reuse the dependencies. py --force-fp16. Find and fix vulnerabilities. T2i - Color controlNet help. 0本地免费使用方式WebUI+ComfyUI+Fooocus安装使用对比+105种风格中英文速查表【AI生产力】基础教程，【AI绘画·11月最新. Info. Title: Udemy – Advanced Stable Diffusion with ComfyUI and SDXL. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". • 2 mo. Launch ComfyUI by running python main. py. The Load Image (as Mask) node can be used to load a channel of an image to use as a mask. main T2I-Adapter / models. T2I-Adapter. 私はComfyUIを使用し始めて3日ぐらいの初心者です。 インターネットの海を駆け巡って集めた有益なガイドを一つのワークフローに私が使う用にまとめたので、それを皆さんに共有したいと思います。 このワークフローは下記のことができます。 [共通] ・画像のサイズを拡大する(Upscale) ・手を. If you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes and comfyui_controlnet_aux has write permissions. Skip to content. To launch the demo, please run the following commands: conda activate animatediff python app. Crop and Resize. I think the a1111 controlnet extension also. こんにちはこんばんは、teftef です。. 0 、 Kaggle. safetensors" Where do I place these files? I can't just copy them into the ComfyUI\models\controlnet folder. pickle. This feature is activated automatically when generating more than 16 frames. 11. I tried to use the IP adapter node simultaneously with the T2I adapter_style, but only the black empty image was generated. Style models can be used to provide a diffusion model a visual hint as to what kind of style the denoised latent should be in. Hypernetworks. gitignore","path":". bat you can run to install to portable if detected. 12. r/comfyui. Image Formatting for ControlNet/T2I Adapter: 2. T2I style CN Shuffle Reference-Only CN. Any hint will be appreciated. 5 contributors; History: 32 commits. ComfyUI Community Manual Getting Started Interface. A hub dedicated to development and upkeep of the Sytan SDXL workflow for ComfyUI he workflow is provided as a . For t2i-adapter, uncheck pixel-perfect, use 512 as preprocessor resolution, and select balanced control mode. ComfyUI Guide: Utilizing ControlNet and T2I-Adapter. 2. I've used style and color they both work but I haven't tried keyposeComfyUI Workflows. 0 tutorial I'll show you how to use ControlNet to generate AI images usi. ComfyUI promises to be an invaluable tool in your creative path, regardless of whether you’re an experienced professional or an inquisitive newbie. You can assign the first 20 steps to the base model and delegate the remaining steps to the refiner model. ComfyUI - コーディング不要なノードベースUIでStable Diffusionワークフローを構築し実験可能なオープンソースインターフェイス！ControlNET、T2I、Lora、Img2Img、Inpainting、Outpaintingなどもサポート. ipynb","contentType":"file. Thanks Here are the step-by-step instructions for installing ComfyUI: Windows Users with Nvidia GPUs: Download the portable standalone build from the releases page. I just deployed #ComfyUI and it's like a breath of fresh air for the i. ComfyUI gives you the full freedom and control to create anything. Thank you for making these. . 6 there are plenty of new opportunities for using ControlNets and sister models in A1111,Get the COMFYUI SDXL Advanced co. ，【纪录片】你好 AI 第4集 未来视界，SD两大更新，SDXL版controlnet 和WebUI 1. Adjustment of default values. ComfyUI gives you the full freedom and control to create anything you want. Image Formatting for ControlNet/T2I Adapter: 2. Install the ComfyUI dependencies. Shouldn't they have unique names? Make subfolder and save it to there. Contains multi-model / multi-LoRA support and multi-upscale options with img2img and Ultimate SD Upscaler. Software/extensions need to be updated to support these because diffusers/huggingface love inventing new file formats instead of using existing ones that everyone supports. ComfyUI/custom_nodes以下. ControlNet 和 T2I-Adapter 的框架都具备灵活小巧的特征， 训练快，成本低，参数少，很容易地被插入到现有的文本-图像扩散模型中 ，不影响现有大型. Cannot find models that go with them. Welcome to the Reddit home for ComfyUI a graph/node style UI for Stable Diffusion. Q&A for work. Core Nodes Advanced. For Automatic1111's web UI the ControlNet extension comes with a preprocessor dropdown - install instructions. py has write permissions. TencentARC and HuggingFace released these T2I adapter model files. If you get a 403 error, it's your firefox settings or an extension that's messing things up. The sliding window feature enables you to generate GIFs without a frame length limit. Nov 9th, 2023 ; ComfyUI. Embark on an intriguing exploration of ComfyUI and master the art of working with style models from ground zero. setting highpass/lowpass filters on canny. This repo contains examples of what is achievable with ComfyUI. So far we achieved this by using a different process for comfyui, making it possible to override the important values (namely sys. The interface follows closely how SD works and the code should be much more simple to understand than other SD UIs. coadapter-canny-sd15v1. Install the ComfyUI dependencies. This subreddit is just getting started so apologies for the. Then you move them to the ComfyUImodelscontrolnet folder and voila! Now I can select them inside Comfy. [2023/8/30] 🔥 Add an IP-Adapter with face image as prompt. 1. Note: these versions of the ControlNet models have associated Yaml files which are required. pth. There is now a install. Install the ComfyUI dependencies. 「AnimateDiff」では簡単にショートアニメをつくれますが、プロンプトだけで思い通りの構図を再現するのはやはり難しいです。 そこで、画像生成でおなじみの「ControlNet」を併用することで、意図したアニメーションを再現しやすくなります。 必要な準備 ComfyUIでAnimateDiffとControlNetを使うために. These originate all over the web on reddit, twitter, discord, huggingface, github, etc. r/StableDiffusion. Enjoy over 100 annual festivals and exciting events. There is now a install. I just started using ComfyUI yesterday, and after a steep learning curve, all I have to say is, wow! It's leaps and bounds better than Automatic1111. If you have another Stable Diffusion UI you might be able to reuse the dependencies. SDXL Best Workflow in ComfyUI. Advanced Diffusers Loader Load Checkpoint (With Config) Conditioning. for the Animation Controller and several other nodes. detect the face (or hands, body) with the same process Adetailer does, then inpaint the face etc. When comparing T2I-Adapter and ComfyUI you can also consider the following projects: stable-diffusion-webui - Stable Diffusion web UI stable-diffusion-ui - Easiest 1-click way to install and use Stable Diffusion on your computer. These are not in a standard format so I feel like a script that renames the keys would be more appropriate than supporting it directly in ComfyUI. outputs CONDITIONING A Conditioning containing the T2I style. ), unCLIP Fashions, GLIGEN, Mannequin Merging, and Latent Previews utilizing TAESD. • 3 mo. Just enter your text prompt, and see the. 7 Python The most powerful and modular stable diffusion GUI with a graph/nodes interface. 投稿日 2023-03-15; 更新日 2023-03-15 If you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes, ComfyUI_I2I, and ComfyI2I. These are optional files, producing. Launch ComfyUI by running python main. T2I adapters are faster and more efficient than controlnets but might give lower quality. The following node packs are recommended for building workflows using these nodes: Comfyroll Custom Nodes. My system has an SSD at drive D for render stuff. ComfyUI checks what your hardware is and determines what is best. Liangbin add zoedepth model. Please share your tips, tricks, and workflows for using this software to create your AI art. Go to the root directory and double-click run_nvidia_gpu. ComfyUI is the Future of Stable Diffusion. The ControlNet input image will be stretched (or compressed) to match the height and width of the text2img (or img2img) settings. To better track our training experiments, we're using the following flags in the command above: ; report_to="wandb will ensure the training runs are tracked on Weights and Biases. b1 are for the intermediates in the lowest blocks and b2 is for the intermediates in the mid output blocks. Reply reply{"payload":{"allShortcutsEnabled":false,"fileTree":{"models/controlnet":{"items":[{"name":"put_controlnets_and_t2i_here","path":"models/controlnet/put_controlnets_and. Check some basic workflows, you can find some in the official web of comfyui. This checkpoint provides conditioning on depth for the StableDiffusionXL checkpoint. ComfyUI is a powerful and modular Stable Diffusion GUI with a graph/nodes interface. YOU NEED TO REMOVE comfyui_controlnet_preprocessors BEFORE USING THIS REPO. Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work) You should see the ui appear in an iframe. ci","contentType":"directory"},{"name":". . Most are based on my SD 2. Learn about the use of Generative Adverserial Networks and CLIP. r/StableDiffusion • New AnimateDiff on ComfyUI supports Unlimited Context Length - Vid2Vid will never be the same!!!ComfyUIの基本的な使い方. The ComfyUI Nodes support a wide range of AI Techniques like ControlNET, T2I, Lora, Img2Img, Inpainting, Outpainting. 🤗 Diffusers is the go-to library for state-of-the-art pretrained diffusion models for generating images, audio, and even 3D structures of molecules. Stable Diffusion is an AI model able to generate images from text instructions written in natural language (text-to-image. With this Node Based UI you can use AI Image Generation Modular. "diffusion_pytorch_model. Update Dockerfile. Learn some advanced masking skills, compositing and image manipulation skills directly inside comfyUI. Mindless-Ad8486. FROM nvidia/cuda: 11. This is a collection of AnimateDiff ComfyUI workflows. 04. A ComfyUI Krita plugin could - should - be assumed to be operated by a user who has Krita on one screen and Comfy in another; or at least willing to pull up the usual ComfyUI interface to interact with the workflow beyond requesting more generations. 5. 0 to create AI artwork. Recently a brand new ControlNet model called T2I-Adapter style was released by TencentARC for Stable Diffusion. , ControlNet and T2I-Adapter. 2 will no longer detect missing nodes unless using a local database. If you want to open it. T2I-Adapter, and Latent previews with TAESD add more. It is similar to a ControlNet, but it is a lot smaller (~77M parameters and ~300MB file size) because its only inserts weights into the UNet instead of copying and training it. Load Style Model. Several reports of black images being produced have been received. 0 is finally here. How to use ComfyUI controlnet T2I-Adapter with SDXL 0. Last update 08-12-2023 本記事について 概要 ComfyUIはStable Diffusionモデルから画像を生成する、Webブラウザベースのツールです。最近ではSDXLモデルでの生成速度の早さ、消費VRAM量の少なさ（1304x768の生成時で6GB程度）から注目を浴びています。 本記事では手動でインストールを行い、SDXLモデルで画像. I myself are a heavy T2I Adapter ZoeDepth user. ai has now released the first of our official stable diffusion SDXL Control Net models. Create. If you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes and comfyui_controlnet_aux has write permissions. Only T2IAdaptor style models are currently supported. Embark on an intriguing exploration of ComfyUI and master the art of working with style models from ground zero. If you want to open it in another window use the link. e. A few days ago I implemented T2I-Adapter support in my ComfyUI and after testing them out a bit I'm very surprised how little attention they get compared to controlnets. ComfyUI operates on a nodes/graph/flowchart interface, where users can experiment and create complex workflows for their SDXL projects. py --force-fp16. For T2I, you can set the batch_size through the Empty Latent Image, while for I2I, you can use the Repeat Latent Batch to expand the same latent to a batch size specified by amount. The easiest way to generate this is from running a detector on an existing image using a preprocessor: For ComfyUI ControlNet preprocessor nodes has "OpenposePreprocessor". Provides a browser UI for generating images from text prompts and images. This video is 2160x4096 and 33 seconds long. The subject and background are rendered separately, blended and then upscaled together. Quick fix: correcting dynamic thresholding values (generations may now differ from those shown on the page for obvious reasons). No external upscaling. Support for T2I adapters in diffusers format. Updated: Mar 18, 2023. ControlNet added "binary", "color" and "clip_vision" preprocessors. mv loras loras_old. If you're running on Linux, or non-admin account on windows you'll want to ensure /ComfyUI/custom_nodes and comfyui_controlnet_aux has write permissions. [ SD15 - Changing Face Angle ] T2I + ControlNet to. Its image compostion capabilities allow you to assign different prompts and weights, even using different models, to specific areas of an image. ip_adapter_t2i-adapter: structural generation with image prompt. Find quaint shops, local markets, unique boutiques, independent retailers, and full shopping centres. Saved searches Use saved searches to filter your results more quicklyText-to-Image Diffusers stable-diffusion-xl stable-diffusion-xl-diffusers t2i_adapter License: creativeml-openrail-m Model card Files Files and versions CommunityComfyUI Community Manual Getting Started Interface. LibHunt Trending Popularity Index About Login. Download and install ComfyUI + WAS Node Suite. It will download all models by default. although its not an SDXL tutorial, the skills all transfer fine. We find the usual suspects over there (depth, canny, etc. There is no problem when each used separately. ) but one of these new 1. gitignore","contentType":"file"},{"name":"LICENSE","path":"LICENSE. , color and. 42. 3 2,517 8. Upload g_pose2. T2I Adapter is a network providing additional conditioning to stable diffusion. 0 at 1024x1024 on my laptop with low VRAM (4 GB). いつもよく目にする Stable Diffusion WebUI とは違い、ノードベースでモデル、VAE、CLIP を制御することができます. 9 ? How to use openpose controlnet or similar? Please help. Step 4: Start ComfyUI. pth. zefy_zef • 2 mo. ClipVision, StyleModel - any example? Mar 14, 2023. arnold408 changed the title How to use ComfyUI with SDXL 0. Not only ControlNet 1. After an entire weekend reviewing the material, I think (I hope!) I got the implementation right: As the title says, I included ControlNet XL OpenPose and FaceDefiner models. 100. CLIP_vision_output The image containing the desired style, encoded by a CLIP vision model. and all of them have multiple controlmodes. Step 2: Download the standalone version of ComfyUI. 0 allows you to generate images from text instructions written in natural language (text-to-image. Please share your tips, tricks, and workflows for using this software to create your AI art. ComfyUI Weekly Update: Better memory management, Control Loras, ReVision and T2I adapters for SDXL . Thu. AI Animation using SDXL and Hotshot-XL! Full Guide Included! The results speak for themselves. github","contentType. Other features include embeddings/textual inversion, area composition, inpainting with both regular and inpainting models, ControlNet and T2I-Adapter, upscale models, unCLIP models, and more. ComfyUI-Manager is an extension designed to enhance the usability of ComfyUI. I love the idea of finally having control over areas of an image for generating images with more precision like Comfyui can provide. If you get a 403 error, it's your firefox settings or an extension that's messing things up. ci","path":". ago. Thats the closest best option for this at the moment, but would be cool if there was an actual toggle switch with one input and 2 outputs so you could literally flip a switch. 0. It's all or nothing, with not further options (although you can set the strength. An extension that is extremely immature and priorities function over form. About. As a reminder T2I adapters are used exactly like ControlNets in ComfyUI. 2. Hi, T2I Adapter is of most important projects for SD in my opinion. args and prepend the comfyui directory to sys. But is there a way to then to create. to the corresponding Comfy folders, as discussed in ComfyUI manual installation. Provides a browser UI for generating images from text prompts and images. txt2img, or t2i), or to upload existing images for further. . ComfyUI ControlNet and T2I-Adapter Examples. ComfyUI A powerful and modular stable diffusion GUI and backend. stable-diffusion-webui-colab - stable diffusion webui colab. This detailed step-by-step guide places spec. There are three yaml files that end in _sd14v1 if you change that portion to -fp16 it should work. October 22, 2023 comfyui manager. like 649. The screenshot is in Chinese version. There is no problem when each used separately. Conditioning Apply ControlNet Apply Style Model. Our method not only outperforms other methods in terms of image quality, but also produces images that better align with the reference image. Step 1: Install 7-Zip. s1 and s2 scale the intermediate values coming from the input blocks that are concatenated to the. Write better code with AI. If. 0 for ComfyUI. 3D人Stable diffusion with comfyui. Wed. Now, this workflow also has FaceDetailer support with both SDXL. To use it, be sure to install wandb with pip install wandb. This project strives to positively impact the domain of AI-driven image generation. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". ComfyUI gives you the full freedom and control to. Follow the ComfyUI manual installation instructions for Windows and Linux. Just enter your text prompt, and see the generated image. The Apply Style Model node can be used to provide further visual guidance to a diffusion model specifically pertaining to the style of the generated images. a46ff7f 8 months ago. Info. ago. With the arrival of Automatic1111 1. Prerequisites. In ComfyUI, txt2img and img2img are. In this Guide I will try to help you with starting out using this and give you some starting workflows to work with. 5 and Stable Diffusion XL - SDXL. Anyone using DW_pose yet? I was testing it out last night and it’s far better than openpose. We release two online demos: and . 6版本使用介绍，AI一键彩总模型1. Note that if you did step 2 above, you will need to close the ComfyUI launcher and start. StabilityAI official results (ComfyUI): T2I-Adapter. {"payload":{"allShortcutsEnabled":false,"fileTree":{"notebooks":{"items":[{"name":"comfyui_colab. In the end, it turned out Vlad enabled by default some optimization that wasn't enabled by default in Automatic1111. 2. Easiest Way to Install & Run Stable Diffusion Web UI on PC by Using Open Source Automatic Installer. For some workflow examples and see what ComfyUI can do you can check out: ComfyUI Examples FeaturesComfyUIの使い方なんかではなく、ノードの中身について説明していきます。以下のサイトをかなり参考にしています。 ComfyUI 解説 (wiki ではない) comfyui. safetensors t2i-adapter_diffusers_xl_sketch. Enjoy and keep it civil. The overall architecture is composed of two parts: 1) a pre-trained stable diffusion model with fixed parameters; 2) several proposed T2I-Adapters trained to internal knowledge in T2I models and. When comparing sd-webui-controlnet and T2I-Adapter you can also consider the following projects: ComfyUI - The most powerful and modular stable diffusion GUI with a graph/nodes interface. bat you can run to install to portable if detected. The Fetch Updates menu retrieves update. Interface NodeOptions Save File Formatting Shortcuts Text Prompts Utility Nodes Core Nodes. ではここからComfyUIの基本的な使い方についてご説明していきます。 ComfyUIは他のツールとは画面の使い方がかなり違う ので最初は少し戸惑うかもしれませんが、慣れればとても便利なのでぜひマスターしてみてください。We’re on a journey to advance and democratize artificial intelligence through open source and open science. When comparing T2I-Adapter and ComfyUI you can also consider the following projects: stable-diffusion-webui - Stable Diffusion web UI stable-diffusion-ui - Easiest 1-click way to install and use Stable Diffusion on your computer. 9. Step 2: Download ComfyUI. With this Node Based UI you can use AI Image Generation Modular. Apply Style Model. In this Stable Diffusion XL 1. Aug 27, 2023 ComfyUI Weekly Update: Better memory management, Control Loras, ReVision and T2I. comfyUI和sdxl0. The text was updated successfully, but these errors were encountered: All reactions. Fizz Nodes. . The Manual is written for people with a basic understanding of using Stable Diffusion in currently available software with a basic grasp of node based programming. Provides a browser UI for generating images from text prompts and images. It will download all models by default. I have been trying to make the transition to ComfyUi but have had an issue getting ControlNet working. For some workflow examples and see what ComfyUI can do you can check out: ComfyUI Examples Installing ComfyUI FeaturesThe equivalent of "batch size" can be configured in different ways depending on the task. The extension sd-webui-controlnet has added the supports for several control models from the community. You can now select the new style within the SDXL Prompt Styler. ComfyUI gives you the full freedom and control to create anything you want. T2I-Adapter, and Latent previews with TAESD add more. Good for prototyping. T2I-Adapter is a condition control solution that allows for precise control supporting multiple input guidance models. ComfyUI provides users with access to a vast array of tools and cutting-edge approaches, opening them countless opportunities for image alteration, composition, and other tasks. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"node_wrappers","path":"node_wrappers","contentType":"directory"},{"name":"src","path":"src. and no, I don't think it saves this properly. Safetensors/FP16 versions of the new ControlNet-v1-1 checkpoints. With the presence of the SDXL Prompt Styler, generating images with different styles becomes much simpler. And also I will create a video for this. ComfyUI Manager: Plugin for CompfyUI that helps detect and install missing plugins. pickle. the CR Animation nodes were orginally based on nodes in this pack. The Load Style Model node can be used to load a Style model. 69 Online. Apply ControlNet. . There is now a install. comfyUI采用的是workflow体系来运行Stable Diffusion的各种模型和参数，有点类似于桌面软件. D: cd D:workaiai_stable_diffusioncomfyComfyUImodels. 5312070 about 2 months ago. [ SD15 - Changing Face Angle ] T2I + ControlNet to adjust the angle of the face. This ui will let you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. . These work in ComfyUI now, just make sure you update (update/update_comfyui. add zoedepth model. IP-Adapter for ComfyUI [IPAdapter-ComfyUI or ComfyUI_IPAdapter_plus] ; IP-Adapter for InvokeAI [release notes] ; IP-Adapter for AnimateDiff prompt travel ; Diffusers_IPAdapter: more features such as supporting multiple input images ; Official Diffusers Disclaimer . There is now a install. {"payload":{"allShortcutsEnabled":false,"fileTree":{"comfy/t2i_adapter":{"items":[{"name":"adapter. Users are now starting to doubt that this is really optimal. Please adjust. . So my guess was that ControlNets in particular are getting loaded onto my CPU even though there's room on the GPU. ComfyUI The most powerful and modular stable diffusion GUI and backend. 1. The fuser allows different adapters with various conditions to be aware of each other and synergize to achieve more powerful composability, especially the combination of element-level style and other structural information.