Comfyui checkpoint merge json file) is attached here as "Training Data" in . yaml and ComfyUI will load it #config for a1111 ui #all you have to do is change the base_path to where yours is installed a111: base_path: path/to/stable-diffusion-webui/ checkpoints: models/Stable-diffusion configs: models/Stable-diffusion vae: models/VAE loras: | models/Lora models/LyCORIS upscale_models Welcome to the unofficial ComfyUI subreddit. Esta funcionalidad es crucial para preservar el progreso de entrenamiento o la configuración de los modelos para su uso posterior o para compartir. A lot of people are just discovering this technology, and want to show off what they created. for SDXL or SD1. the merge blocks node are just for feeding the multiple models through and extra parameters are for adjusting the strength or weights of each model. May 12, 2025 · ローカルネットワークからComfyUIにアクセスする方法; ComfyUIでのフォントサイズ変更方法: ステップバイステップガイド; ComfyUI 出力フォルダの場所を変更する方法; ComfyUIの新メニューの有効化方法; 同じシードでもComfyUIとA1111で生成される画像が異なる理由 May 12, 2025 · Learn about the CheckpointLoaderSimple node in ComfyUI, which is designed to load model checkpoints without the need for specifying a configuration. This helps in organizing and identifying your saved checkpoints. It simplifies the process of checkpoint loading by requiring only the checkpoint name, making it more accessible for users who may not be familiar with the configuration details. git // Git version control folder, used for code version management │ ├── . Just for reference this was the solution I used. Whenever i downloaded a "Checkpoint Merge" from a Site like civitai for example, i took the file and put it into the models/stable-diffusion folder. In the case of Merge and Gen, generation is carried out using the prompt and other settings specified in txt2img. cosxl-pack-v3 we rolled this into the pack as you will need it for easy inference with cosXL-edit inference. Insert text prompt as well as select both models with the checkpoint loaders and run your generation. SDXL Gradient Model Merge. You can find the workflow file in the attachments. Simple testing ComfyUI workflow (. It helps artists, designers, and even amateurs to generate original images using simple text descriptions. Apr 4, 2024 · You can stick with the simple merge if you want a simple start. Simply flux merge model with loras. 在ComfyUI中，保存的检查点包含用于生成它们的完整工作流程，因此它们可以像图像一样加载到UI中，以获得用于创建它们的完整工作流程。 这个示例是使用简单的块合并合并3个不同检查点的示例，其中unet的输入、中间和输出块可以有不同的比例： Jun 7, 2024 · Model Merging Examples Examples of ComfyUI workflows comfyanonymous. ETA: btw, when the girl smiles, she sort of get dancing-teeth syndrome - no idea how to correct that - except to not have her smile. The Save Checkpoint node in ComfyUI is a powerful feature designed to store your AI model's state efficiently within a cloud-based setup like comfyai. The only important thing is that for optimal performance the resolution should be set to 1024x1024 or other resolutions with the same amount of pixels but a different aspect ratio. Model Merging in ComfyUI Feb 16, 2025 · Mergeボタンを押す 出来上がった新しいモデルファイルは、普段のモデルフォルダに作成されている。 (例: Models\StableDiffusion) その他 Sigmoid . So you can fine tune the outcome by giving one model more weight over the other, or just give them equal strength for a balanced blend etc. I've tried combining different checkpoints, using different VAE as well, but the result is always the same. dtype. To begin, make sure your ComfyUI is updated to the latest version. Step 2: Create the Merge Button In this video, we show how to combine two checkpoints to get a different result without needing to download different models! Click on below link for video tutorials Jul 16, 2024 · How to use CosXL checkpoints. In this video we will understand what is a checkpoint. run, making it easier to manage, restore, and modify as needed without interrupting your workflow. Of note, this merge method does use random sampling, so you should not just assume that your first random seed is the best one for your merge, and if it is not set to fixed that the merge will change every run. g. 5\models\checkpoints】 内。 然后重启 【ComfyUI】 后，在 Checkpoint 模型查看安装好的模型。 此模型安装教程为本站原创发布，任何个人或组织，在未征得本站同意时，禁止复制、盗用、采集、发布本站内容到任何网站 把下载的模型放到软件根目录中的【ComfyUI-2. Detailed notes on the merge methodology and operation of the nodes can be found at the bottom of the post. All Workflows / Simply flux merge model with loras. 98g-7g。通常以ckpt（CheckPoint的简写）、safetensors为后缀。 大模型该如何安装呢？ 找到根目录下的 models\Stable-diffusion ，将下载好的大模型放 ComfyUI_Preset_Merger. Simple Model Merge. Welcome to the unofficial ComfyUI subreddit. Checkpoint_B This video is a tutorial on creating a mixed checkpoint by using the features of ComfyUI to combine multiple models. 5. Aug 7, 2024 · Flux version can add negative prompt and work as normal checkpoint without downloading additional VAE and UNET on ComfyUI. Aug 13, 2024 · 默认情况下，CheckpointSave 节点将检查点保存到 output/checkpoints/ 文件夹。 您可以在以下位置找到这些节点：advanced->model_merging. Tips about this workflow 👉 Run Aug 19, 2023 · ComfyUI. zip archive. Reviews. These workflow templates are intended to help people get started with merging their own models. You can experiment with different configurations and, once satisfied with the results, save the checkpoint by activating the CheckpointSave node. Selecting Checkpoints: You will see three dropdown menus to select checkpoints. As we discussed above, checkpoints also include a text encoder, which instructs the model how to interpret your prompt. Reload to refresh your session. Layer Gradients. Oct 14, 2023 · 以下の画像では、Checkpointの「ACTeka-Remix」と「KayWaii」を組み合わせて生成した結果になります。 このように、Checkpointをマージしてクオリティを高くすることができます。 Checkpoint Mergerの使い方 「Checkpoint Merger」をクリックしてください。 モデルを設定する May 12, 2025 · 위젯(widget)은 ComfyUI에서 입력(input)으로 변환할 수 없는 이유; ComfyUI 빠른 그룹 대안 및 사용 가이드; ComfyUI Manager 보안 수준 오류 '이 작업은 허용되지 않습니다' 해결 가이드; 로컬 네트워크에서 ComfyUI에 접속하는 방법; ComfyUI에서 글꼴 크기 변경 방법: 단계별 가이드 Mar 26, 2025 · In this tutorial we're gonna be using ComfyUI, DAMN! v3 as Pony chekpoint and LUSTIFY! v2 as SDXL checkpoint. I need a little help, if I try to load two checkpoints and I don't set the value to 1 or 0, then the end result is very noisy. Git Re-Basin . This node facilitates the creation of hybrid models by selectively merging components from two source models based on specified parameters. You switched accounts on another tab or window. 2 KB May 12, 2025 · 了解 ComfyUI 中的 ModelMergeBlocks 节点，用于高级模型合并操作，允许通过可定制的混合比例整合两个模型，从而创建混合模型。该节点通过基于指定参数选择性地合并两个源模型的组件，从而方便创建混合模型。 Feb 1, 2024 · Ah, ComfyUI SDXL model merging for AI-generated art! That's exciting! Merging different Stable Diffusion models opens up a vast playground for creative exploration. The Gen button only generates images, and the Stop button interrupts the merging process. 5 would merge the two models with equal importance. ComfyUI Preset Merger. 安装完 ComfyUI 后，你需要下载对应的模型，并将对应的模型导入到对应的文件夹内。在讲解如何下载模型之前，我们先来简单了解一下 Stable Diffusion 的不同版本之间的差别，你可以根据你自己的需求下载一个合适的版本。 Feb 8, 2025 · 学习ComfyUI教程，肯定对 Stable Diffusion（以下简称 SD）操作界面有所熟悉了。让我们一起谈探索ComfyUI工作流吧，它有什么魅力那？ComfyUI是什么？ComfyUI 是 一个基于节点流程的 Stable Diffusion 操作界面，可以通过流程，实现了更加精准的工作流定制和完善的可复现性 Created by: CgTopTips: This workflow merges the Flux. Select models A/B/(C), the merge mode, and alpha (beta), then press Merge/Merge and Gen to start the merging process. io モデルのマージについては初心者なのですが、ComfyUIで簡単に出来たので記事にしました。 モデルのマージについては、多くの方が記事を書かれていますのでそちらを参照して下さい。 今回は初心者の自分の備忘録的にやった内容を記載 ComfyUIでは、保存されたチェックポイントには、それらを生成するために使用された完全なワークフローが含まれているため、画像と同じようにUIに読み込んで、それらを作成するために使用された完全なワークフローを取得できます。 May 12, 2025 · Learn about the Checkpoint Save node in ComfyUI, which is designed for saving the state of various model components, including models, CLIP, and VAE, into a checkpoint file. 54. I have not heard of support for other web UIs. For finer control of the contrast and detail, add a ModelSamplingContinuousEDM node to the model pipeline and adjust your sigma_max and sigma_min settings. A pseudo-HDR look can be easily produced using the template workflows provided for the models. Advanced CLIP Text Encode. Model A is your primary model which you want to refine. The nodes highlight in May 12, 2025 · Learn about the Checkpoint Save node in ComfyUI, which is designed for saving the state of various model components, including models, CLIP, and VAE, into a checkpoint file. I've also added some other sample prompts for you to test. This contains one node that will be available in advanced/model_merging called ModelMergeByPreset. Apr 14, 2025 · To merge two models using AUTOMATIC1111 GUI, go to the Checkpoint Merger tab and select the two models you want to merge in Primary model (A) and Secondary model (B). Dec 7, 2023 · It mentions the use of Comfy UI for model merging, a complex workflow that involves a testing area, merge area, and selection area for checkpoints and VAE. Please share your tips, tricks, and workflows for using this software to create your AI art. To do this, you press ctrl+m on the save field. Here is my way of merging BASE models and applying LORAs to them in non-conflicting way using the ComfyUI (grab the workflow itself in the attachment to this article): Apr 27, 2025 · Steps to Merge Flux Models. Note: Missing sawtooth examples. json 18. If I use the same checkpoint as in two loaders, then it works. Is that even right? Because its a Merge, not an actual Trained Checkpoint. 0 │ │ ├── 📁 SDXL │ │ ├── 📁 FLUX │ │ └── May 2, 2024 · This pack will give you a selection of workflows aimed at assisting you in mixing checkpoints to your own preference. 2+），快速构建企业级融合解决方案。 Feb 19, 2024 · I'm wondering if it's possible to add nodes/capability for comfyui to generate new checkpoints, checkpoint merges, LoRA that can be shared with the larger community. So I built a workflow based on just one model. Have Nov 21, 2024 · ComfyUI 是 Stable Diffusion 的一个基于节点组装绘图流程的图形用户界面（GUI）。通过将不同的节点连接在一起，你可以在 ComfyUI 中构建图像生成工作流。一个完整的工作流看起来像下面这样：这篇教程我们来继续介绍使用 ComfyUI 来进行图生图。 Apr 6, 2023 · Since its release in 2022, Stable Diffusion has proved to be a reliable and effective deep learning and text-to-image generation model. This optional parameter allows you to specify the data type for saving the model. 🛟 Support Aug 13, 2024 · Clips(t5xxlfp8, L) and vae are included, you can put it in comfyui checkpoint folder and use comfyui default WF. Reply reply Jan 19, 2025 · This is my first checkpoint merge, an experimental attempt to turn a V-prediction model into eps-prediction model. Testing both, I've found #2 to be just as speedy and coherent as #1, if not more so. Belittling their efforts will get you banned. May 12, 2025 · 如何在局域网中访问 ComfyUI; 如何在 ComfyUI 中调整字体大小：分步指南; 如何更改 ComfyUI 的输出文件夹位置; 如何启用 ComfyUI 新版本菜单; 为什么使用相同的种子值，ComfyUI 和 A1111 生成的图像不一样？ ComfyUI 工作流导入后，widget 消失了无法设置或者调整输入 Sep 14, 2023 · Using model merges in normal workflows without saving a checkpoint model. Through ModelMergeBlockNumbers, which can Feb 1, 2024 · Learn how to merge different Stable Diffusion models and apply LORAs to them using ComfyUI, a user-friendly interface for SDXL. 그럴때 그런 checkpoint 를 병합 해주는 workflow 가 있어서 소개한다. This contains one node that will be available in advanced/model_merging called ModelMergeByPreset May 12, 2025 · Learn about the ModelMergeBlocks node in ComfyUI, which is designed for advanced model merging operations, allowing for the integration of two models with customizable blending ratios for different parts of the models. You can generate the background and foreground separately using different checkpoints and have them merge together later in your workflow. As of the time I'm posting this, ComfyUI and StableSwarmUI support CosXL out of the box. Merge-Stable-Diffusion-models-without-distortion ComfyUIのCheckpoint Saveノードについて学びます。このノードは、モデル、CLIP、VAEなどのさまざまなモデルコンポーネントの状態をチェックポイントファイルに保存するために設計されています。この機能は、モデルのトレーニング進捗や設定を後で使用したり共有したりするために保存するのに model1 と model2 の U-Net を、指定された割合でマージします。 マージ済みモデルをその場で作って手軽に試せます。 CheckpointSave を使えば、保存も可能です。 model1 と model2 の U-Net を、指定された割合でマージします。 マージ済みモデルをその場で作って手軽に試せます。 CheckpointSave を使えば、保存も可能です。 model1 と model2 の U-Net を、指定された割合でマージします。 マージ済みモデルをその場で作って手軽に試せます。 CheckpointSave を使えば、保存も可能です。 model1 と model2 の U-Net を、指定された割合でマージします。 マージ済みモデルをその場で作って手軽に試せます。 CheckpointSave を使えば、保存も可能です。 Sep 24, 2023 · Checkpoint Merge是什么意思？ Checkpoint Merge是Stable Diffusion中的一个概念，它指的是一种基础的模型数据，用于生成与这些模型数据的画风一致的图像。其中一个例子是ChilloutMix。这些模型数据被下载并存放在stable-diffusion-webui\models\Stable-diffusion目录下。 什么是ChilloutMix？ Welcome to the unofficial ComfyUI subreddit. See an example of a merged model and explore the creative possibilities of AI-generated art. (Need to get IPAdapter working properly). Follow these simple steps to merge your Flux models using ComfyU. Oct 24, 2024 · LoRA Power-Merger ComfyUI: LoRA Power-Merger ComfyUI is an extension designed for merging LoRAs, featuring various merge techniques, including dare, and supports XY plots, which require efficiency nodes. Jan 31, 2024 · 合并模型 Checkpoint Merger ; 安装扩充功能. 第一个例子是两个不同检查点之间简单合并的基本例子。 您可以在ComfyUI中加载这些图像以获得完整的工作流程。 Since Loras are a patch on the model weights they can also be merged into the model: You can also subtract models weights and add them like in this example used to create an inpaint model from a non inpaint model with the formula: (inpaint_model - base_model) * 1. Turbo XL checkpoint -> simple merge -> whatever finetune checkpoint you want. So, I suppose a lot depends on the use-case. There’s a huge number of amazing fine-tuned custom checkpoints available these May 12, 2025 · Download Flux Schnell FP8 Checkpoint ComfyUI workflow example NF4 版本 Flux. yaml and ComfyUI will load it #config for a1111 ui #all you have to do is change the base_path to where yours is installed a111: base_path: path/to/stable-diffusion-webui/ checkpoints: models/Stable-diffusion configs: models/Stable-diffusion vae: models/VAE loras: | models/Lora models/LyCORIS upscale_models May 12, 2025 · The SDXL base checkpoint can be used like any regular checkpoint in ComfyUI. Learn about the ModelMergeAdd node in ComfyUI, which is designed for merging two models by adding key patches from one model to another. Usually, you can use the Delete Checkpoint command on the context menu to delete these checkpoints. There are most likely YouTube videos on how to do this. For example: 896x1152 or 1536x640 are good resolutions. The default value is "checkpoints/ComfyUI". In some cases, Delete Checkpoint and Delete Checkpoint Subtree don't appear on the context menu. May 12, 2025 · ComfyUIのModelMergeSimpleノードについて学びます。このノードは、指定された比率に基づいて2つのモデルのパラメータをブレンドすることで、モデルをマージするために設計されています。このノードは、両方の入力モデルの強みや特性を組み合わせたハイブリッドモデルの作成を容易にします。 In ComfyUI the saved checkpoints This is not a typo, you can drag the created checkpoints on the UI to load the workflow that was used to create them just like images. Apr 5, 2025 · Load Checkpoint: The CheckpointLoaderSimple node is designed to streamline the process of loading model checkpoints in a straightforward manner. AND. List of Templates. You can load it, select 2 models, adjust the merge ratio, and you can start generating Jan 8, 2024 · UTIL-Model Merge. You can load these images in ComfyUI to access the complete workflow. It is planned to Nov 4, 2024 · This parameter is a string that specifies the prefix for the filename under which the checkpoint will be saved. I've looked and looked and the only thing I can find that's close is doing a checkpoint merge on the fly with the end result being generated images, rather than a new checkpoint model. io) for inspiration. This first example is a basic example of a simple merge between two different checkpoints. checkpoint merge在stable diffusion webui中扮演着至关重要的角色，其作用主要体现在以下几个方面： 模型融合与创新： checkpoint merge允许用户将两个或多个预训练的模型进行合并，从而创建一个全新的模型。 Merge checkpoint models by preset. Read Docs Jan 8, 2025 · Unet, Clips and VAE merged to the checkpoint are described in this article. 0. Dec 21, 2023 · 在 Stable Diffusion WebUI 中 Checkpoint Merger （检查点合并或模型合并）是一个专门把两个或三个模型合并在一起的地方。 当我们用 Stable Diffusion 越来越频繁时，对应的大模型也就多了起来。有时我们会自然而… This way was shared by a SD dev over in the SD discord - Turbo XL checkpoint -> merge subtract -> base SDXL checkpoint -> merge add -> whatever finetune checkpoint you want. Checkpoints that you can view in Hyper-V Manager are the simplest to handle. Models B and C are the models you will integrate into Model A. 43. This functionality is crucial for preserving the training progress or configuration of models for later use or sharing. Adjust the multiplier (M) to adjust the relative weight of the two models. Multi-Model Merge templates can be Add node from utils->Checkpoint Loader Config and choose the yaml file you want to use. 2,442. Over time, the Stable Diffusion artificial intelligence (AI) art generator has significantly advanced, introducing new and progressive checkpoints that C站模型中的checkpoint trained以及checkpoint merge大模型，是作者将一个或多个模型训练或融合之后的版本. You can Load these images in ComfyUI to get the full workflow. To convert a manual input in the KSampler Node make a right-click on the KSampler Node and select Convert Widet to Input and the property you want to connect, e. github // GitHub Actions workflow folder │ ├── comfy // │ ├── 📁 comfy_extras // │ ├── 📁 custom_nodes // Directory for ComfyUI custom node files (plugin installation directory) │ ├── 📁 💡Education. Setting it to 0. The Checkpoint_A parameter specifies the first model checkpoint to be used in the merging process. In this tutorial we go over how to use checkpoint merges alongside Lo May 12, 2023 · TY Model Merging Examples | ComfyUI_examples (comfyanonymous. A comprehensive set of custom nodes for ComfyUI, focusing on utilities for image processing, JSON manipulation, model operations and working with object via URLs Created by: Aderek: (This template is used for Workflow Contest) What this workflow does 👉 Easy combination of two models and three LORAs How to use this workflow 👉 You don't have to save a new model every time. Good day! You can chose merge ratio for every layer, and this really do difference when you merge. Jan 15, 2025 · Merging checkpoints that you can view in Hyper-V Manager. This way, you first view the results and decide whether your model already meets expectations. Im getting messed up faces and eyes, i thought maybe i am doing something wrong? checkpoint和unet怎么用？对比介绍及模型基本操作讲解：转精度、加VAE等, 视频播放量 6011、弹幕量 6、点赞数 176、投硬币枚数 104、收藏人数 311、转发人数 10, 视频作者 AI伴你, 作者简介 up离线中，大家三连后私信具体内容可自取，相关视频：【AI绘图】入门必看 C站模型下载与使用指南 | 底模型+微调 Aug 25, 2024 · Expected Behavior I expect it to merge the Lora into the Flux model and save it in the ComfyUI\\models\\diffusion_models folder. They currently comprises of a merge of 4 checkpoints. This parameter is essential for loading the initial model that will be part of the merge. 아래 image 는 Apr 5, 2024 · สรุป. github. is it possible to create a third option for upscaling, def load_and_merge_checkpoints (self, checkpoint_path1, checkpoint_path2, ratio): The format expected from the expand key is the same as the ComfyUI API format. WAS Node Suite. Also remember to check model you merge, some model have bad clip setting and maybe ruine your merge. SDXL Model Merge. Created by: Aderek: I decided to rebuild my workflow: i was add a big testing section. Stats. Ultra-Simple Model Merge. This node facilitates the creation of hybrid models that combine the strengths or characteristics of both input models. Initially I experimented with combining three LORA. 今は廃止された古い方式 拡張機能Marge Board で対応している. Ultimate upscale workflow takes an input image and runs it through 4 different upscalers. You can connect all available connections to the nodes you want, e. Real-world Use-Cases Nov 1, 2023 · The only thing Efficiency Nodes is missing for me is the ability to apply checkpoint merge via a stack, model/vae input, or otherwise -- or is it a thing, and I missed it? Skip to content Navigation Menu Mar 25, 2024 · The quick and easy way to merge Stable Diffusion checkpoints in Automatic1111. Besides from the Flux. จากที่เราได้ทำความเข้าใจเกี่ยวกับกระบวนการสร้างภาพด้วย Stable Diffusion ผ่าน Node ต่างๆ ใน ComfyUI จะเห็นได้ว่าปัจจัยสำคัญที่ส่งผลต่อคุณภาพและลักษณะ 10款神级Comfyui工作流测评（附Comfyui工作流分享），总有一个适合你，工作效率提升100%，【秋叶版最新comfyui教程】零基础自学必备！ComfyUI保姆级教程手把手教你玩转AI绘画，纯干货无废话！逼自己7天学完！只需21节课完全掌握！附AI大礼包，【已离职】冒死上传！ Nov 1, 2024 · No custom nodes needed! This is a very simple workflow for merging SDXL models by blocks/layers. It's okay to have 4GB VRAM and 32GB RAM to use the checkpoint. Use this for doing check. 1 工作流 Feb 26, 2025 · ซึ่งใน ComfyUI เราสามารถ Merge ไป Test Gen ภาพไปด้วยได้เลย (ตอน Test ก็ Bypass การ Save Model / Save Checkpoint ได้) 10款神级Comfyui工作流测评（附Comfyui工作流分享），总有一个适合你，工作效率提升100%，【秋叶版最新comfyui教程】零基础自学必备！ComfyUI保姆级教程手把手教你玩转AI绘画，纯干货无废话！逼自己7天学完！只需21节课完全掌握！附AI大礼包，【已离职】冒死上传！ Feb 26, 2025 · ซึ่งใน ComfyUI เราสามารถ Merge ไป Test Gen ภาพไปด้วยได้เลย (ตอน Test ก็ Bypass การ Save Model / Save Checkpoint ได้) Bit of a dream-sequence, I guess other checkpoints have this figure gyrating way too much. I rebuild to SDXL model. 5 and SDXL model merging - 54rt1n/ComfyUI-DareMerge Merge two checkpoint models by dare ties this merge method does use random Jun 20, 2024 · 先日、ComfyUIでLoRAのマージについて記事を記載しました。 今回は別なカスタムノードを使用しているものです。 マージにも使えますが、普段使いで、複数のLoRAをまとめて使いたい場合のものです。 ワークフローは以下です。マージ部分はミュートしています。 CR Lora mergeワークフロー. Step 1: Upgrade to the Latest Version of ComfyUI. You signed out in another tab or window. The following example demonstrates a basic merge between two different checkpoints. 5. These nodes are located under: advanced -> model_merging. List of templates. 章节介绍 ; 如何安装扩充功能 ; 安装中文和双语界面 ; ControlNet 按照骨架动作绘图 ; 简易负向提示词 EasyNegative ; 低VRAM也能生大图 Tiled Diffusion ; 即时监控系统信息 System Info ; 提示词自动补完 Booru tag autocompletion ; 图片库浏览 May 12, 2025 · Learn about the CLIPMerge Simple node in ComfyUI, which specializes in merging two CLIP models based on a specified ratio, effectively blending their characteristics. This process involves cloning the first model and then applying patches from the second model, allowing for the combination of features or behaviors from both models. You can skip Advance CLIP Text Encode and WAS Node Suite and just delete the red nodes and create two positive and negative regular CLIPTextEncode nodes from ComfyUI Exemples de Fusion de Modèles (Model Merging Examples) L’idée derrière ces flux de travail est que vous pouvez réaliser des flux de travail complexes avec plusieurs fusions de modèles, les tester puis sauvegarder le checkpoint en activant le nœud CheckpointSave une fois que vous êtes satisfait des résultats. Learn about the ModelMergeSimple node in ComfyUI, which is designed for merging two models by blending their parameters based on a specified ratio. 0 + other_model If you are familiar with the “Add Difference” option in other UIs this is how to do it in ComfyUI. Aug 28, 2024 · The purpose of these ComfyUI Workflows is to enable the creation of complex setups involving multiple model merges. Sometimes the only way I've found is to use the loras seperately on alternating steps in the denoising process (a pain in the ass in comfyui, maybe easier in a1111). It's mainly built on catTowerNoobaiXL (v-prediction) and the final merge is in eps-prediction format so that you can use it in vanilla webui. 1-Dev double_blocks (MM-DiT) onto Flux. 一、checkpoint merge的作用. For some reason the english version of the readme seems to be missing currently when I look at the repo, but here is an example of the python command you need to merge two lora into an existing checkpoint: Aug 28, 2024 · By default, this node saves checkpoints to the output/checkpoints/ folder. Layer gradients are a generalized term to describe the merge ratios for a model merge. By default the CheckpointSave node saves checkpoints to the output/checkpoints/ folder. Feb 12, 2025 · 下载完模型后，需要将模型导入到ComfyUI才可以正常使用，我们需要将模型复制到 ComfyUI\models\checkpoints 目录下，ComfyUI 才可以加载到对应的模型 而在安装篇里也说了，如果你已经安装了SD WebUI并下载了很多模型，那此时你不需要手动再导入模型，只需要更改一下 Apr 27, 2025 · Steps to Merge Flux Models. 8. These models, however, often struggle with realism. Very Positive (241 reforgeとcomfyuiで画像が生成でき、A1111 dev May 3, 2024 · as explained separately here, converts SDXL models to cosXL or cosXL edit checkpoints, it's much like creating an inpainting model, with a few extra steps automated in the workflow. hdfs： 每隔一段时间，会由SecondaryNameNode将NameNode上积累的所有edits和最新的一个fsimage下载到本地，并加载到内存进行merge（合并），这个过程称为checkpoint 目的： （1）大大缩小了操作日志的大小 （2）合并之后的磁盘镜像文件可以被nameNode快速的加载到内存中 Spark Aprende sobre el nodo Guardar Checkpoint en ComfyUI, diseñado para guardar el estado de varios componentes del modelo, incluyendo modelos, CLIP y VAE, en un archivo de checkpoint. I conducted a variety of searches with Plot X/Y and converged to the optimal state after passing through multiple filters that I decided on myself. Yeah the merge blocks node are just for feeding the multiple models through and extra parameters are for adjusting the strength or weights of each model. The models can produce colorful high contrast images in a variety of illustration styles. Now it can run on A1111 Forge! Read this before clicking download Using model merges in normal workflows without saving a checkpoint model. Workflow in image under posts. I have my own know-how on the details. 0 reviews Aug 19, 2023 · 14/09/2023 - The Multi-Model Merge nodes have been moved to a new post (see link below). 아쉽게도 comfyui 사용자만 쓸 수있다. Ultimate Upscale . Is is possible to merge both the workflows to create one and make a toggle switch to switch between txt2img and upscaling as there is a switch for txt2img and img2img. 그러나 checkpoint 마다 서로 다른 특징 , 즉 어떤 이미지 인가에 따라 더 잘 표현 해주는 분야가 있다. 1-Schnell, giving you a higher quality model that still runs in just 4 steps! Jul 9, 2024 · checkpoint merge的详细介绍. May 12, 2025 · 📁 ComfyUI_windows_portable ├── 📁 ComfyUI │ ├──📁 models │ | └── 📁 checkpoints │ │ ├── 📁 SD1. true. Step 2: Create the Merge Button Jan 31, 2024 · Accessing Checkpoint Merger: First, open the Automatic 1111 interface. Jun 27, 2024 · checkpoint 도 있다. May 12, 2025 · 解决ComfyUI Manager安全级别报错「This action is not allowed」的完整指南; 如何在局域网中访问 ComfyUI; 如何在 ComfyUI 中调整字体大小：分步指南; 如何更改 ComfyUI 的输出文件夹位置; 如何启用 ComfyUI 新版本菜单; 为什么使用相同的种子值，ComfyUI 和 A1111 生成的图像不一样？ 下载 & 导入模型. Reply reply In this video, we show how to combine two checkpoints to get a different result without needing to download different models!***** 22 votes, 27 comments. ComfyUI powertools for SD1. It is planned to Share and Run ComfyUI workflows in the cloud. This can occur May 12, 2025 · ComfyUIのCheckpointLoaderSimpleノードについて学びます。このノードは、設定を指定することなくモデルのチェックポイントをロードするために設計されています。チェックポイント名のみを必要とすることで、設定の詳細に不慣れなユーザーにもアクセスしやすくなっています。 May 12, 2025 · ComfyUIのCheckpointLoaderSimpleノードについて学びます。このノードは、設定を指定することなくモデルのチェックポイントをロードするために設計されています。チェックポイント名のみを必要とすることで、設定の詳細に不慣れなユーザーにもアクセスしやすくなっています。 Some of the ones a simple merge doesn't work for produce okay results with a per-layer weighted merge, but there are a few times when even that didn't seem to work. It selectively applies patches from one model to another, excluding specific components like position IDs and logit scale, to create a hybrid model that combines features from both source models. I like this workflow, because i can see efect before i chose save or not save checkpoint. In order to make testing easier, I added many promt fields ;) If you decide that the model meets your expectations, just turn on save (ctrl + m). Apr 27, 2025 · Checkpoint_A. Locate and select the 'Checkpoint Merger' from the available tabs. You can find these nodes in: advanced->model_merging. . 1-Dev double_blocks I also merge some of the other blocks. 5 │ │ ├── 📁 SD2. The new update includes a handy button called ModelMergeFlux1, which is essential for merging Flux models. Save Checkpoint in ComfyUI. 5 Model Merge Template. Mastering Model weights can be an effec Apr 23, 2025 · The Comfyroll models were built for use with ComfyUI, but also produce good results on Auto1111. 1024x1440 image generation takes ~80 seconds on my notebook with 4GB 3050 and i5-11400. 把下载的模型放到软件根目录中的【ComfyUI-2. steps. 文件大小： 通常为1. Merge checkpoint models by preset. Through ModelMergeBlockNumbers, which can You signed in with another tab or window. We would like to show you a description here but the site won’t allow us. And above all, BE NICE. Please keep posted images SFW. Actual Behavior It starts as if it is working. The video focuses on checkpoint merges, a technique suitable for advanced users, and provides a brief overview of the process, including the selection of checkpoints (R1, R1b, R2) and the May 12, 2025 · 组件（widget）为什么不能转为输入（input） 了，在 ComfyUI 里; ComfyUI Fast Groups 替代方案和使用指南; 解决ComfyUI Manager安全级别报错「This action is not allowed」的完整指南; 如何在局域网中访问 ComfyUI; 如何在 ComfyUI 中调整字体大小：分步指南; 如何更改 ComfyUI 的输出文件 May 12, 2025 · #Rename this to extra_model_paths. How to use different checkpoints and where to get them?Different checkpoint can give you more fine tun Feb 17, 2025 · 通过ComfyUI 2025版已实现95%以上的跨架构模型兼容率与秒级多风格融合生成能力，推动AIGC进入"无限风格宇宙"新时代。建议开发者关注Autodesk最新开源的FusionCore工具包（v4. Clips(t5xxlfp16, L) and vae are included, you can put it in comfyui checkpoint folder and use comfyui default WF. UTIL-Model Merge is designed as a txt2img workflow that merges two different models together. 5\models\checkpoints】 内。 然后重启 【ComfyUI】 后，在 Checkpoint 模型查看安装好的模型。 此模型安装教程为本站原创发布，任何个人或组织，在未征得本站同意时，禁止复制、盗用、采集、发布本站内容到任何网站 May 12, 2025 · ComfyUI_windows_portable ├── ComfyUI // Main folder for Comfy UI │ ├── . SD1. Sine examples. It was achieved by gradually shift its output layers to other eps models. In checkpoint merging, I tried to maximize all the features of Super Merger. Mar 6, 2025 · 常见依赖冲突表现为节点功能异常或界面元素丢失，可通过启动参数排查问题模块。建议维护文件记录各节点依赖版本，使用虚拟环境隔离不同工作流的运行环境。_comfyui checkpoint merge Oh okay, my bad. This node is particularly useful for AI artists who need to quickly load pre-trained models without dealing with complex configurations. At a lay level, one checkpoint could associate “a cute puppy dog” with a cocker spaniel, while another could associate it with a golden retriever. This video is a tutorial on creating a mixed checkpoint by using the features of ComfyUI to combine multiple models. #comfyui #stablediffusion #fluxai This is part 2 of how to create Styles using ComfyUI. Is a bit complicated understanding it, but with some try and maybe fail, you know what every layer do in your model. It is selected from a list of available checkpoints, with "None" as the default value. In LoRA merging, I used ComfyUI. KSampler. Simple Model Merge Template (for SDXL or SD1. Nov 4, 2024 · Checkpoint Merge. Pony-based and Illustrious-based checkpoints are known for the excellent prompt understanding and good NSFW capabilities. 5) SDXL Model Merge Template. kvoke epwn wcb xhys zagae cwc vhajwv vvlqncsu dhfwt cwap