. 5, 0. It will be perfect when add Lora block weight in ComfyUI-Coziness. You can even overlap regions to ensure they blend together properly. Hires fix is just creating an image at a lower resolution, upscaling it and then sending it through img2img. 5. I've implemented a draft of the lora block weight here. There is something like tiled diffusion node but it didn't work when I tried it. 1 Stable Diffusion - Important Stuffs 2. weight could not patch. Install the ComfyUI dependencies. g. 8. Lora Stacker : Self explanatory. ComfyUI Provides a variety of ways to finetune your prompts to better reflect your intention. このリポジトリはComfyUI上でLoRAのマージを実装したものです。 ノード. I'm looking for a way to mix and match those Loras and randomize. 4. Full model fine-tuning of Stable Diffusion used to be slow and difficult, and that's part of the reason why lighter-weight methods such as Dreambooth or Textual Inversion have become so popular. To use brackets inside a prompt they have to be escaped, e. I haven't found any iformation or explanation on it. The new Efficient KSampler's "preview_method" input temporarily overrides the global preview setting set by the ComfyUI manager. I have a 3080 (10gb) and I have trained a ton of Lora with no issues. 3 participants. • 3 mo. For LyCORIS, full-model blobks used,so you need to input 26 weights. For example: Brad Pitt, in school, watercolor styleWingto commented on May 9. 8 Pixelization 2. So: Copy extra_model_paths. 3) is MASK (0 0. workflow link. This is alternative version of DPM++ 2M Karras sampler. So just add 5/6/however many max loras you'll ever use, then turn them on/off as needed. 0:. ago. You can use weight for LoRA, in this case, the weight of blocks not in LoRA is set to 1. ini file in the ComfyUI-Impact-Pack directory and change 'mmdet_skip = True' to 'mmdet_skip = False. The reason you can tune both in ComfyUI is because the CLIP and MODEL/UNET part of the LoRA will most likely have learned different concepts so tweaking them separately. ComfyUI/sd-webui-lora-block-weight - The original idea for LoraBlockWeight came from here, and it is based on the syntax of this extension. 5 CFG, 8 steps, 0. Notifications Fork 1. 1). If you take 2 minutes to look at the start of the wiki, you'll find this: So far, only Stable Diffusion 2. Growth - month over month growth in stars. For LyCORIS, full-model blobks used,so you need to input 26 weights. well. You probably just need to update your ComfyUI (git pull), as support for Control-LoRA was newly added just a few days ago. 6 LyCORIS 2. md","path":"ComfyUI-Inspire-Pack/tutorial/GlobalSeed. g. It’s pretty normal to get an imperfect image. Improving faces. WEIGHT is how strong you want the LoRA to be. You switched accounts on another tab or window. 0:LBW=B11:0,0,0,0,0,0,0,0,0,0,A,0,0,0,0,0,0;. Sargezt’s depth modelMy comfyUI backend is an API that can be used by other apps if they want to do things with stable diffusion so chainner could add support for the comfyUI backend and nodes if they wanted to. When applying Lora, strength can be set block by block. The results may not be obvious at first glance, examine the details in full resolution to see the difference. You signed out in another tab or window. 7:1. yaml. g. 35, 2)) = 0. git\ComfyUI\custom_nodes\ComfyUI-Inspire-Pack module for custom nodes: No module named 'comfy. reshape. . {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"js","path":"js","contentType":"directory"},{"name":"misc","path":"misc","contentType. 2023年4月12日 19:35. </p> </li> <li> <p dir=\"auto\">When using Lora Block Weight to partially block certain blocks within Lora, the effects can vary from one model to another. Added today your IPadapter plus. You signed out in another tab or window. r/StableDiffusion. For example, a fashion LoRA can affect the face or picture style, and so on. md","contentType":"file"},{"name. weight'. Here are samples of a simple prompt, two loras with negative te/unet values per lora of: (0,0) default, (1,0), (0,1), (1,1). Select the models and VAE. You signed in with another tab or window. sd-webui-comfyui / 嵌入式 ComfyUI 插件; cutoff / 色彩分离; lora-block-weight / LoRA权重分层设置插件; segment-anything / Segment Anything 蒙版绘制插件(SAM 插件) SuperMerger / SuperMerger; TensorRT / TensorRT支持插件; wd14-tagger / WD1. Yet another week and new tools have come out so one must play and experiment with them. In the attachments, you can either pick the imgdrop version, or the img from path. Because ComfyUI is a bunch of nodes that makes things look convoluted. It does so in a manner that the magnitude of the weight change remains constant between different lengths of tokens. ComfyUI odes. They are quick and easy to train, flexible, and produce good results, which has made them very popular. Use a lower value to follow loosely. 無論你. The lora tag(s) shall be stripped from output STRING, which can be forwarded to CLIP Text Encoder. 25. . 0. Instead of 0. In particular, the tile CN. After firing up A1111, when I went to select SDXL1. 0 it’s far too strong and you should revise the prompt instead. . VAE: kl-f8-anime2 or vae-ft-mse-840000-ema-pruned for both models. Download and install ComfyUI + WAS Node Suite. 1. You can Load these images in ComfyUI to get the full. When comparing LoRA and ComfyUI you can also consider the following projects: stable-diffusion-webui - Stable Diffusion web UI. seeds, steps, cfg scales and others. 動作が速い. 40 which is what I normally get with SDXL. またHyperNetworksやLoRAといったモジュールについても説明します。. These are experimental extension features. Part 2 - (coming in 48 hours) we will add SDXL-specific conditioning implementation + test what impact that conditioning has on the generated images. You can use weight for LoRA, in this case, the weight of blocks not in LoRA is set to 1. If weight normalization is necessary, it is necessary to consider creating a new prompt that performs normalization or adding an option to the node to. Caveat: Unfortunately, the LCM LoRA does not work well with any random SD model; and you will have to use >= 8 steps with guidance between 1 and 2 to get decent video results. 0. . 9 Controlnet {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"js","path":"js","contentType":"directory"},{"name":"misc","path":"misc","contentType. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"js","path":"js","contentType":"directory"},{"name":"libs","path":"libs","contentType. 1. A good exercise is to create a workflow to compare text-to-image with and without a LoRA while keeping everything else the same. It is case-sensitive. You can Load these images in ComfyUI to get the full workflow. Examples in new edition don’t use any Lora block weight. But some tools is existing, maybe not for training, but more flexible use (merging, some fine-tune etc) I don't think that ComfyUI is intended to be used in that manner. 4发布！全新加速 解压即用 防爆显存 三分钟入门AI绘画 ☆更新 ☆训练 ☆汉化 秋叶整合包 . workflow contains workflows for ComfyUI. dev) UP主：青龙圣者Text Prompts¶. These are examples demonstrating how to do img2img. Hi all! Fair warning, I am very new to AI image generation and have only played with ComfyUi for a few days, but have a few weeks of experience with Automatic1111. Specs that come after LBW= without A= or B= are applicable for use in the Inspire Pack's Lora Loader (Block Weight) node. Here's what I've found: When I pair the SDXL base with my LoRA on ComfyUI, things seem to click and work pretty well. simple. 0:. They're both technically complicated, but having a good UI helps with the user experience. g. 16. Custom nodes for SDXL and SD1. If it's the FreeU node, you'll have to update your comfyUI, and it should be there on restart. diffusion_model. Welcome to the unofficial ComfyUI subreddit. workflow link. Stable Diffusion、UNetのすべて. 就玩这个了。. A LoRA (Low-Rank Adaptation) is a 2-9MB+ file and is functionally very similar to a hypernetwork. Afterwards, the model checkpoint will automatically be saved in the right places for the ComfyUI or AUTOMATIC1111 Web UI. Lora strength is in effect and applies to the entire Blocks. Saved searches Use saved searches to filter your results more quicklyWhen comparing LoRA and ComfyUI you can also consider the following projects: stable-diffusion-webui - Stable Diffusion web UI. This will be difficult to run on the Free GPU otherwise. git\ComfyUI\custom_nodes\ComfyUI-Inspire-Pack\lora_block_weight. py", line 144, in recursive_execute output_data, output_ui = get_output_data(obj, input_data_all). It follows the format: <lora: LORA-FILENAME: WEIGHT > LORA-FILENAME is the filename of the LoRA model, without the file extension (eg. 全てのノードはlora_mergeに入っています。 Load LoRA Weight Only: LoRAを単体で読み込みます。 LoRA LoRA from Weight: LoRAをモデルに適用します。 Merge LoRA: 二つのLoRAをマージします。 One more vote for LoRA block weight. Lecture 18: How Use Stable Diffusion, SDXL, ControlNet, LoRAs For FREE Without A GPU On Kaggle Like Google Colab. I solved it! You have to update ComfyUI, and recreate the node. The base mode is lsdxl, and it can work well in comfyui. [2023/04/11] SdWebUI の LoRA Block Weight 拡張で、LoRA の適用具合を調整するチュートリアル＆お助けツール; レビュー [2023/02/26] SdWebUI の ControlNet で利用する観点での DesignDoll の評価; インストール方法. 3, but there is an issue I came across with Hires. The order of LORA and IPadapter seems to be crucial: Workflow: Time KSampler only: 17s IPadapter->KSampler: 20s LORA->KSampler: 21s LORA->IPadapter->KSampler: 33s IPadapter->LORA->KSampler: 191s !!! Any idea why. In comfyUI, the FaceDetailer distorts the face 100% of the time and. You can skip this check with --disable-safe-unpickle commandline argument. stable-diffusion-ui - Easiest 1-click way to. モデルとLoRAの階層別マージは、txt2imgで「LoRA Block Weight」を使用する方法とほぼ同じ設定で行うことができます。 「LoRA Block Weight」の使用方法については、以下の記事で詳しく紹介されていますので、参考にしていただければ幸いです。PS内直接跑图，模型可自由控制！. The importance of parts of the prompt can be up or down-weighted by enclosing the specified part of the prompt in brackets using the following syntax: (prompt:weight). 1. Typical use-cases include adding to the model the ability to generate in certain styles, or better generate certain subjects or actions. I checked the "args" variable in txt2img. - GitHub - RockOfFire/ComfyUI_Comfyroll_CustomNodes: Custom nodes for SDXL and. 5. Right now, a lora/lycoris trained with full module fail to load in comfyUI with the following error: Full module/lycoris tested (sorry for the file size, they are supposed to be even bigger with conv layers trained :p) lora key not loade. You can use weight for LoRA, in this case, the weight of blocks not in LoRA is set to 0. The log mentions xformers, but they don't s. Examples in new edition don’t use any Lora block weight. 29 because sqrt(3 * pow(0. use control + left mouse button drag to marquee select many nodes at once, (and then use shift + left click drag to move them around) in the clip text encoding, put the cursor on a word you want to add or remove weights from, and use CTRL+ Up or Down arrow and it will auto-weight it in increments of 0. E. Automate any workflow. Inpainting a cat with the v2 inpainting model: Inpainting a woman with the v2 inpainting model: It also works with non inpainting models. I deleted each node until the workflow works and found the problem. ComfyUI-Inspire-Pack - Lora Block Weight. Reload to refresh your session. For a slightly better UX, try a node called CR Load LoRA from Comfyroll Custom Nodes. SAI control-lora 128. Note that it will return a black image and a NSFW boolean. then it works well. Reload to refresh your session. You can also set the way you want the prompt to be encoded via the token_normalization and weight_interpretation widgets. 主模型加载器_Zho. If the above format is not used, the preset will treat it as a comment line. anyway block weight is just , <thisyouryourLora:1> the :1 at the end is the weight i usually start at <thisisyourLora:0. 1. • 3 mo. safetensors”. It has been suggested that lora block weight can help. Please share your tips, tricks, and workflows for using this…If you want to activate these nodes and use them, please edit the impact-pack. Therefore, it's necessary to analyze the effects using nodes like XYPlot and others. x, 2. Outputs: MOTION_LORA: motion_lora object storing the names of all the LoRAs that were chained behind it - can be plugged into the back of another AnimateDiff LoRA Loader, or into AniamateDiff Loader's motion_lora input. ago I feel like you are doing. 5 ones. Normally you would lose information in this kind of down sampling but the backend implements this through ResNet blocks and some black magic math with vectors. gitignore","contentType":"file"},{"name":"LICENSE","path":"LICENSE. {"payload":{"allShortcutsEnabled":false,"fileTree":{"ComfyUI-Impact-Pack/tutorial":{"items":[{"name":"ImpactWildcard-LBW. Better explanation of LoRA "Use PNG alpha channel as loss weight" option explained 1/26/2023 Mentioned LoRA in addition to. CandyNayela. I'm personally either look at civitai or just save trigger words in lora's name. The openpose PNG image for controlnet is included as well. ago. All LoRA flavours: Lycoris, loha, lokr, locon, etc… are used this way. ensure you have at least one upscale model installed. Contribute to hako-mikan/sd-webui-lora-block-weight development by creating an account on. If you have another Stable Diffusion UI you might be able to reuse the dependencies. so you can look through them for some basic examples. Yes, I solved it. i'm probably messing something up im still new to this but you put the model and clip output nodes of the checkpoint loader to the. copying them over into the ComfyUI directories. • 3 mo. 5, 0. Second edition adjusted the weight of certain elements and lighting. gitignore","path":". I found some pretty strange render times (total VRAM 10240 MB, total RAM 32677 MB). 8 for example is the same as setting both strength_model and strength_clip to 0. Yes, using the (example:1. I am not new to stable diffusion, i have been working months with automatic1111, but the recent updates. 5. 2. Specs provided with A= or B= are inputted as parameters for the A and B parameters of the Lora Loader (Block Weight) node. In the LoRA Stack node the list of items is the LoRA names, and the attributes are the switch, model_weight, and clip_weight. You signed in with another tab or window. . Hoạt động với các option - Controlnet , Prune, thư viện Checkpoint;. The metadata describes this LoRA as: This is an example LoRA for SDXL 1. The impact of your work is similar to invention of Control Net and SD itself. { "[ [ "Int to Text", "Save A1 Image. LoRA Block Weight? Dynamic Lora Weights? This means you will be able to use your LoRA with AUTOMATIC1111 straight away. Hello, how do you run inference on a . 7>" shall patch the unet with 0. LucianoCirino / efficiency-nodes-comfyui Public. The highest I go is 1. ComfyUI/ComfyUI - A powerful and modular stable diffusion GUI. lbw=IN02 is used and follow lycoirs syntax for others such as unet or else. Inuya5haSama. It would be great if there was a simple tidy UI workflow the ComfyUI for SDXL. …A Few Hundred Images Later. 'Let’s start by right-clicking on the canvas and selecting Add Node > loaders > Load LoRA. output_blocks. ComfyUI provides a powerful yet intuitive way to harness Stable Diffusion through a flowchart interface. the 08 i assume u want the weight to be 0. From my observations, LoRA mainly used in such areas, ranked by success rate / easier to achieve: Face of character. Many of the basic and important parameters are described in the Text-to-image training guide, so this guide just focuses on the LoRA relevant parameters:--rank: the number of low-rank matrices to train--learning_rate: the default learning rate is 1e-4, but with LoRA, you can use a higher learning rate; Training script. Specs that come after LBW= without A= or B= are applicable for use in the Inspire Pack's Lora Loader (Block Weight) node. I believe its primary function is generating images. arilss 2 weeks ago. The CLIP can be a checkpoint file (ckpt) or a diffusers. It would be really nice to have a ZYX tag = 1 - XYZ basically XYZ = 1,0. {"payload":{"allShortcutsEnabled":false,"fileTree":{"ComfyUI-Inspire-Pack/tutorial":{"items":[{"name":"GlobalSeed. There is ultimate upscale node but it worked like ass, tiled controlned made it way worse instead of better. Comfyui + AnimateDiff Text2VidIn only 4 months, thanks to everyone who has contributed, ComfyUI grew into an amazing piece of software that in many ways surpasses other stable diffusion graphical interfaces: in flexibility, base features, overall stability, and power it gives users to control the diffusion pipeline. 6. Recommended generation parameters. conv. Unlike the full model, Lora is divided into 17 blocks, including the encoder. ComfyUI LORA. Overview page of ComfyUI core nodes - ComfyUI Community Manual. If all else fails, inpaint. How can I use lora-block-weight？ Aug 19 ssitu/ComfyUI_UltimateSDUpscale 1 closed something wrong with “ComfyUI_roop” since yesterday update Aug 25 adieyal/comfyui-dynamicprompts 1 open Can I download the model myself and replace it? How to do it Aug 22 strimmlarn/ComfyUI-Strimmlarns. Place VAEs in the folder ComfyUI/models/vae. There is ultimate upscale node but it worked like ass, tiled controlned made it way worse instead of better. Write better code with AI. Come with positive and negative prompt text boxes. Syntax: <lora:loraname:casyalweight:blockweights> What is it for? This extension allows you to. 9のおかげでComfyUIが脚光を浴びているのでおすすめカスタムノードを紹介します。 ComfyUIは導入や環境設定に関して割と初心者というか、自分で解決出来ない人はお断り、という空気はあるはありますが独自. 1 jvachez • 3 mo. diffusion_model. 1. I downloaded SDXL 1. Depending on whether the mode is set to block or pass, it changes the mute status of connected nodes. bat; I also had to handle a merge conflict. Kohya is, as far as I know, the best way to train LoRAs. LORA过拟合 ：某些LORA训练过拟合产生的问题。. For LyCORIS, full-model blobks used,so you need to input 26 weights. Yes but it doesn't work correctly, it asks 136h ! It's more than the ratio between 1070 and 4090. 1> I can load any lora for this prompt. 关键还免费，SDXL+ComfyUI+Roop AI换脸，【玩转SD】再也不用写提示词了 SDXL最新技术Revision 用图片代替提示词，comfyui最新模型：clip vision在SDXL中完美实现图像blend合并功能，Openpose更新，Controlnet迎来了新的更新，不要再学StableDiffusion. 9, I run into issues. 采样器_Zho. conv. 2. For the T2I-Adapter the model runs once in total. . 8:0. Paper: "Beyond Surface Statistics: Scene Representations in a Latent Diffusion. ) In both cases, a higher lora weight amplifies the effect. It is intended for both new and advanced users of ComfyUI. this will be the prefix for the output model. I’ve made a mistake in my initial setup here. \ (1990\). The Tome Patch Model node can be used to apply Tome optimizations to the diffusion model. A downloadable ComfyUI LCM-LoRA workflow for speedy SDXL image generation (txt2img) A downloadable ComfyUI LCM-LoRA workflow for fast video generation (AnimateDiff). You can place any Lora in the BEST GENES + WORST GENES (set the maximum/minimum weight to 0 if you prefer not to use those Loras) Generate 10-20 images for each Lora to accurately calculate the frequency of that gene's appearance and evaluate whether each Lora's gene is good or bad (I use RTX 3090 which takes 25-30 seconds to generate 20 pics). SAI control-Lora 256. 6. up and down weighting¶. [Simplest Usage] [Chaining Multiple Motion. these templates are the easiest to use and are recommended for new users of SDXL and ComfyUI. SDv1は3つのdownsample直前のCross Attention層出力＋mid_block直前の出力に足されます。SDXLの場合は最初のdownsample直後の出力、640, 1280. 这里详解了除LoRA训练之外的其他常用训练方法，讲解十分详细，内有Textual Inversion、Hypernetwork、Dreambooth的训练初步教程. 512x512, will be divided into 1 block for all 512x512, and 16 blocks as tiles? or maybe like this or they are not based on dimensions but specification of rgb hue value saturation etc?The file may be malicious, so the program is not going to read it. Accept the defaults except change the end at this step to match the steps you set earlier. This ability emerged during the training phase of the AI, and was not programmed by people. Adds 'Reload Node (ttN)' to the node right-click context menu. Fast ~18 steps, 2 seconds images, with Full Workflow Included! No ControlNet, No ADetailer, No LoRAs, No inpainting, No editing, No face restoring, Not Even Hires Fix!! (and obviously no spaghetti nightmare). 0, 2. Restart ComfyUI at this point. 1/1. example to extra_model_paths. com No milestone. 8 for certain types of photographs, e. Note that in ComfyUI txt2img and img2img are the same node. diffusion_model. Copilot. I'm looking for a way to mix and match those Loras and randomize the results (using 3 separate Lora Loader Block Weight nodes - one for People, one for Place, and one for Style). Mark-papi commented on Aug 7. Reload to refresh your session. 9 Controlnet{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"js","path":"js","contentType":"directory"},{"name":"misc","path":"misc","contentType. In Kohya_ss GUI, go to the LoRA page. I did a whole new install and didn't edit the path for more models to be my auto1111( did that the first time) and placed a model in the checkpoints. Hopefully someone will come up with a custom node for text input and image output for ComfyUI, that OobaBooga can tap into. Searge SDXL Nodes. Dang I didn't get an answer there but there problem might have been cant find the models. There is still a noticeable drop in quality when using LCM, but the speed up is great for quick experiments and prompt exploration. This includes the settings for LoRA Block Weight, allowing for direct merging. If you installed from a zip file. 5 including Multi-ControlNet, LoRA, Aspect Ratio, Process Switches, and many more nodes. 什么是ComfyUI 了解Node产品设计 了解Block产品设计2. data. ImpactPack和Ultimate SD Upscale. Find and fix vulnerabilities. 0 Introduction: Theory and Knowledge 2. 1. You probably just need to update your ComfyUI (git pull), as support for Control-LoRA was newly added just a few days ago. Size ([ 640 , 640 , 1 , 1 ]) from checkpoint , the shape in current model is torch . In A1111, I would use Prompt S/R to replace both the epoch number and the LoRA strength, but I'm not sure how to achieve that using efficiency nodes. ComfyUIでSDXLを動かす方法まとめ. Weights setting . Can't load the control lora. . output_blocks. I've implemented a draft of the lora block weight here. Please give it a try and provide feedback. The effect seems to vary per lora, possibly per combination. You can use LoRA-LierLa with our extension for. 全自动流程化的comfyUI，祝你抽卡快乐！ 01:24 听说有了这个预处理器可以替代lora的效果？ IP-adapter真有这么神吗？ 00:56 娜娜酱AIGC自测题来啦！快来测测自己的AI绘画水平吧！ 01:28 animtediff昨天更新啦！. Set the filename_prefix in Save Image to your preferred sub-folder. weight'. Concat literally just tacks the two prompts together into one prompt as if you wrote it all in one box. 全面. Install various Custom Nodes like: Stability-ComfyUI-nodes, ComfyUI-post-processing, WIP ComfyUI’s ControlNet preprocessor auxiliary models (make sure you remove previous version comfyui_controlnet_preprocessors if you had it installed) and MTB Nodes. jkcarney commented Jun 30, 2023. LoRA Block Weight? Dynamic Lora Weights?This means you will be able to use your LoRA with AUTOMATIC1111 straight away. You signed in with another tab or window. The nodes and extensions here can change their forms, be moved to different node packs,. weight could not patch. hada_t1 lora key not loaded lora_unet_down_blocks_0. The CLIPLoader node in ComfyUI can be used to load CLIP model weights like these SD1. weight: copying a param with shape torch. 1. This is a test node, so after improving its usability, I'll integrate it into the impact pack. 仍然是学什么和在哪学的省流讲解。. 下面来简单讲述下这款插件。. Configure the ControlNet parameters according to the screenshot above. I don’t use this node in any of my workflows because it adds a lot of weird math to the weighting of prompts. gitignore","contentType":"file"},{"name":"LICENSE","path":"LICENSE. safetensors and sd_xl_base_0. 今天下班又看到突破性新技術LORA分層控製，可以解決現在使用LORA畫風汙染，更. I'm currently implementing OneTrainer, my own fine tuning application, which also supports LoRA training. Reply replyThere is no issue with XYZ other than the UI being broken and changing 'Disable' to 'XYZ plot' in the first "LoRA Block Weight" section has no effect due to the second "LoRA Block Weight" section overriding the args. key doesn't exist. Traditional_Excuse46. Reload to refresh your session. 👍 1 0 This pack has two nodes, MultiLora Loader and Lora Text Extracter. format(key_prefix)]. Introduction. You signed in with another tab or window. ComfyUI-Impact-Exp lora block weight. ; For detailed information about LBW, please refer to this link. E. _哔哩哔哩_bilibili. I have a few questions though. I want to do more custom development. LoRA had become the mainstream of training and basically replaced textual inversion and hypernetworks. Description: ComfyUI is a powerful and modular stable diffusion GUI with a graph/nodes interface. LoRA works fine for me after updating to 1. ProTip! Adding no:label will show everything without a label. Welcome to the ComfyUI Community Docs! This is the community-maintained repository of documentation related to ComfyUI, a powerful and modular stable diffusion GUI and backend. You signed out in another tab or window. siegekeebsofficial. import numpy as np import torch from PIL import Image from diffusers. . 5 checkpoint model. the templates produce good results quite easily. Now in Comfy, from the Img2img workflow, let’s duplicate Load Image and Upscale.