Mar 13, 2023 · This will enable users to create complex and advanced pipelines using the graph/nodes/flowchart based interface and then leverage the visually built pipelines programmatically or via API through a runner. json file You must now store your OpenAI API key in an environment variable. The workflow saved in JSON format is structured as follows. sd3_medium. Let's look at an image created with 5, 10, 20, 30, 40, and 50 inference steps. I use a simple workflow from comfyui to generate an image. Say, for example, you want to upscale an image, and you may want to use different models to do the upscale. encode('utf-8') # then we create an Jun 24, 2024 · ComfyUIを直接操作して画像生成するのも良いですが、アプリのバックエンドとしても利用したいですよね。今回は、ComfyUIをAPIとして使用してみたいと思います。 1. example at master · jervenclark/comfyui The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface. install ComfyUI manager. Upscaling ComfyUI workflow. Check the setting option "Enable Dev Mode options". Traceback (Most Recent Call Last): File "c: \ ia \ comfyu 3 \ comfyui_windows_portable \ comfyui \ script_examples \ basic_api_example. Think Diffusion's Stable Diffusion ComfyUI Top 10 Cool Workflows. com) or self-hosted Sep 14, 2023 · The first thing to add will be the calls to the 3 functions to get the lists. loads(prompt_text_example_1) # then we nest it under a "prompt" key: p = {"prompt": prompt} # then we encode it to UTF8: data = json. A good place to start if you have no idea how any of this works is the: ComfyUI Basic Tutorial VN: All the art is made with ComfyUI. Add a Comment. py But it gives me a "(error)". Dec 8, 2023 · Run ComfyUI locally (python main. For some workflow examples and see what ComfyUI can do you can check out: ComfyUI Examples Installing ComfyUI Features Oct 28, 2023 · example:https://github. If you have trouble extracting it, right click the file -> properties -> unblock. const workflow_id = "XXX" const prompt ，相关视频：通过API和Websocket与ComfyUI通信的示例，【全网首发】ComfyUI-API详解，应用开发调用全流程！ ，掌握 ComfyUI Getting started with API - 教程，如何使用ComfyUI API，stable diffusion如何使用api来生成图片，Comfy UI API 教程，comfyUI循环插件，实现批量操作，AI全栈开发05 ComfyUI Inpaint Examples. If anyone could share a detailed guide, prompt, or any resource that can make this easier to understand, I would greatly appreciate it. 给微信小程序提供AI绘图的API; 封装大模型的统一API调用平台,实现模型多台服务器的负载均衡; 启用JOB，可以在本地自动生成AI图片，生成本地的图片展览馆; 定制不同的 The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface. Enable Dev mode. Hypernetworks. py and it worked fine. json to see how the API input should look like. If it’s not already loaded, you can load it by clicking the “Load Follow the ComfyUI manual installation instructions for Windows and Linux. You'll need to copy the workflow_id and prompt for the next steps. Table of contents. Now you should be able to see the Save (API Format) button, pressing which will generate and save a JSON file. The example here is using a sync job and waits until the response is delivered. x, SDXL, Stable Video Diffusion and Stable Cascade. In this example we will be using this image. - comfyui/extra_model_paths. Contribute to itsKaynine/comfy-ui-client development by creating an account on GitHub. Option 1 will call a function called get_system_stats() and Option 2 will As I promised, here's a tutorial on the very basics of ComfyUI API usage. snapshot, // optional, snapshot generated form ComfyUI Manager. This will add a button on the UI to save workflows in api format. Img2Img works by loading an image like this example image, converting it to latent space with the VAE and then sampling on it with a denoise lower than 1. Unlike other Stable Diffusion tools that have basic text fields where you enter values and information for generating an image, a node-based interface is different in the sense that you’d have to create nodes to build a workflow to generate images. If the custom node registers a new api endpoint but does not offer the api/ prefixed alt endpoint, it will have issue. json. start ComfyUI server. ControlNet Depth ComfyUI workflow. Nov 29, 2023 · Yes, I want to build a GUI using Vue, that grabs images created in input or output folders, and then lets the users call the API by filling out JSON templates that use the assets already in the comfyUI library. Jun 27, 2024 · Fortunately, ComfyUI supports converting to JSON format for API use. json ( link ). This package provides three custom nodes designed to streamline workflows involving API requests, dynamic text manipulation based on API responses, and image posting to APIs. comfyui-json. Please also take a look at the test_input. For example, sometimes you may need to provide node authentication capabilities, and you may have many solutions to implement your ComfyUI permission management. Ryan Less than 1 minute. json . py --image [IMAGE_PATH] --prompt [PROMPT] When the --prompt argument is not provided, the script will allow you to ask questions interactively. The corresponding workflows are in the workflows directory. comfy-flow-api. install and use popular custom nodes. json file through the extension and it creates a python script that will immediate run your workflow. dumps(p). const workflow_id = "XXX" const prompt = { // ComfyUI API JSON } 3. Prompt：a dog and a cat are both standing on a red box. Export your API JSON using the “Save (API format)” button. The proper way to use it is with the new SDTurboScheduler node but it might also work with the regular schedulers. unCLIP Model Examples. Embeddings/Textual inversion. bun i comfyui-json. is it possible? When i was using ComfyUI, I could upload my local file using "Load Image" block. By saving your workflow diagrams in this format, Comfy UI can run We recommend you follow these steps: Get your workflow running on Replicate with the fofr/any-comfyui-workflow model ( read our instructions and see what’s supported) Use the Replicate API to run the workflow. Create beautiful visuals quickly and effortlessly with ComfyUI, an AI-based tool designed to help you design and execute advanced, stable diffusion pipelines. or use args --port to make the server listen on a specific port. Install ComfyUI. You can keep them in the same location and just tell ComfyUI where to find them. looping through and changing values i suspect becomes a issue once you go beyond a simple workflow or use custom nodes. Inpainting Examples: 2. We can perform an audit before launching to resolve this issue. Img2Img ComfyUI workflow. API for ComfyUI. py file is enclosed to stitch images from the output folders into a short video. For example: C:\Certificates\ Use the following flags to start your ComfyUI instance: –tls-keyfile “C:\Certificates\comfyui_key. py --force-fp16 on MacOS) and use the "Load" button to import this JSON file with the prepared workflow. run your ComfyUI workflow with an API. Lora. yaml. To get your API JSON: Turn on the "Enable Dev mode Options" from the ComfyUI settings (via the settings icon) Load your workflow into ComfyUI. 75 and the last frame 2. Make sure you put your Stable Diffusion checkpoints/models (the huge ckpt/safetensors files) in: ComfyUI\models\checkpoints. SDXL Turbo is a SDXL model that can generate consistent images in a single step. Fully supports SD1. The lower the denoise the less noise will be added and the less To get your API JSON: Turn on the “Enable Dev mode Options” from the ComfyUI settings (via the settings icon) Load your workflow into ComfyUI. thedyze. Loras are patches applied on top of the main MODEL and the CLIP model so to use them put them in the models/loras directory and use the LoraLoader node like Jan 21, 2011 · Plush-for-ComfyUI will no longer load your API key from the . If using GIMP make sure you save the values of the transparent pixels for best results. 2. Sending workflow data as API requests; Updating generation parameters dynamically; Displaying generated images in Gradio; Adding text and image inputs; Using a smartphone camera for image inputs; By the end, you'll understand the basics of building a Python API and connecting a user interface with an AI workflow. Once you're satisfied with the results, open the specific "run" and click on the "View API code" button. 1). Feb 26, 2024 · In this tutorial , we dive into how to create a ComfyUI API Endpoint. Inference Steps Example. Placing words into parentheses and assigning weights alters their impact on the prompt. Features. Apr 24, 2024 · ComfyUI 也可以使用 Stable Diffusion 3 API 啦. Thanks in advanced. pem to a folder where you want to store the certificate in a permanent way. This ui will let you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. This enables the functionality to save your workflows as API formats. safetensors file does not contain text encoder/CLIP weights so you must load them separately to use that file. js ComfyUI is a no-code Stable Diffusion GUI that allows you to design and execute advanced image generation pipelines. But, I don't know how to upload the file via api. com/4rmx/comfyui-api-wsIs ComfyUI too difficult? May be I will try ComfyAPI instead 😅😅😅bonus:free 225 hand&arm gesture from danboor with python the easiest way i found was to grab a workflow json, manually change values you want to a unique keyword then with python replace that keyword with the new value. Start by running the ComfyUI examples. - comfyanonymous/ComfyUI Outpainting. This repo contains examples of what is achievable with ComfyUI. Luckily there aren't many extensions that do that. Export your API JSON using the "Save (API format)" button. Download it and place it in your input folder. And other 822 tools to explore. It is a versatile tool that can run locally on computers or on GPUs in the cloud, providing users SDXL Turbo Examples. Open source comfyui deployment platform, a vercel for generative workflow infra. This is the input image that will be used in this example: Here is an example using a first pass with AnythingV3 with the controlnet and a second pass without the controlnet with AOM3A3 (abyss orange mix 3) and using their VAE. This will enable you to communicate with other applications or AI models to generate St Jul 16, 2023 · Hello, I'm a beginner trying to navigate through the ComfyUI API for SDXL 0. ControlNet Workflow. Create animations with AnimateDiff. The SDXL base checkpoint can be used like any regular checkpoint in ComfyUI. [Method2] Set your Tripo API key in node input field. Simply download, extract with 7-Zip and run. Our ComfyUI example shows you how to quickly take this workflow JSON and serve it as an API. However, this approach has some drawbacks: A Zhihu column offering insights and information on various topics, providing readers with valuable content. 3) Eject out of JSON into Python. Img2Img. node src/01_api_basic. Owner. def main(): # get lists. mp4. py script to run the model on CPU: python sample. ComfyUIの起動 まず、通常通りにComfyUIを起動します。起動は、notebookからでもコマンドからでも、どちらでも構いません。 ComfyUIは 4 days ago · Install the ComfyUI dependencies. comfyui-save-workflow. 9. load(file) # or a string: prompt = json. Today, I will explain how to convert standard workflows into API-compatible Here is a very basic example how to use it: The sd3_medium. (serverless hosted gpu with vertical intergation with comfyui) Join Discord to chat more or visit Comfy Deploy to get started! Check out our latest nextjs starter kit with Comfy Deploy # How it works. However, it currently only supports English and does not support Chinese. Note that --force-fp16 will only work if you installed the latest pytorch nightly. 5, SD2, SDXL, and various models like Stable Video Diffusion, AnimateDiff, ControlNet, IPAdapters and more. Feb 26, 2024 · To begin creating your API surfer, you will need to install the Comfy UI manager. In this guide we’ll walk you through how to: install and use ComfyUI for the first time. Exporting your ComfyUI project to an API-compatible JSON file is a bit trickier than just saving the project. All LoRA flavours: Lycoris, loha, lokr, locon, etc… are used this way. example`, rename it to `extra_model_paths. the example code is this. In this example, we liked the result at 40 steps best, finding the extra detail at 50 steps less appealing (and more time-consuming). Sep 12, 2023 · I just wanna upload my local image file into server through api. 0. Gather your input files. computeFileHash, // optional, any function that returns a file hash. Merging 2 Images together. 2) increases the effect by 1. Jan 23, 2024 · 目次 2024年こそComfyUIに入門したい！ 2024年はStable Diffusion web UIだけでなくComfyUIにもチャレンジしたい！ そう思っている方は多いハズ！？ 2024年も画像生成界隈は盛り上がっていきそうな予感がします。 日々新しい技術が生まれてきています。 最近では動画生成AI技術を用いたサービスもたくさん Move comfyui_cert. pem and comfyui_key. py. After that, the Button Save (API Format) should appear. Check the Save API Format. You just run the workflow_api. As shown above, if you check the developer mode in ComfyUI settings, a ‘Save (API Format)’ button will appear in the navigation bar. png has been added to the "Example Workflows" directory. It's important to note that the incl clip model is required here. If you already have files (model checkpoints, embeddings etc), there's no need to re-download those. feel free to navigate the example eg. A simple example of using HTML/JS app that connects to a comfyUI running server - koopke/ComfyUI-API-app-example Save this image then load it or drag it on ComfyUI to get the workflow. Apr 2, 2024 · Copy the contents of that file into the workflow_api. How to connect to ComfyUI running in a different server? Aug 29, 2023 · and then tested with my workflow and its great. You may use args --listen if you want to make the server listen to network connections. api_url now adds a prefix api/ to every url going through the method. py", line 107, in For these examples I have renamed the files by adding stable_cascade_ in front of the filename for example: stable_cascade_canny. txt. The denoise controls the amount of noise added to the image. The aim of this page is to get you up and running with ComfyUI, running your first gen, and providing some suggestions for the next steps to explore. Export your ComfyUI project. 👍 6. How to get a key. ComfyUI also has a mask editor that Jul 20, 2023 · If you are still having issues with the API, I created an extension to convert any comfyui workflow (including custom nodes) into executable python code that will run without relying on the comfyui server. . If you use the ComfyUI-Login extension, you can use the built-in LoginAuthPlugin to configure the Client to support authentication Apr 2, 2024 · Copy the contents of that file into the workflow_api. Contribute to DeInfernal/comfyui_api development by creating an account on GitHub. Install npm. Images are encoded using the CLIPVision these models come with and then the concepts extracted by it are passed to the main model when sampling. Dec 4, 2023 · basic_api_example. The API expects a JSON in this form, where workflow is the workflow from ComfyUI, exported as JSON and images is optional. Example. API. Download the text encoder weights from the text_encoders directory and put them in your ComfyUI/models/clip/ directory. Next, start by creating a workflow on the ComfyICU website. This way frames further away from the init frame get a gradually higher cfg. 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. I tested it with the example proposed by Comfy: websockets_api_example. Use the sample. However, this approach has some drawbacks: May 12, 2024 · ThomasRoyer24 commented on May 10. I feel like this is possible, I am still semi new to Comfy. The images are generated correctly, but the API get_image () function causes the code to Extension: ComfyUI_API_Manager. workflow_api, // required, workflow API form ComfyUI. If you have another Stable Diffusion UI you might be able to reuse the dependencies. unCLIP models are versions of SD models that are specially tuned to receive image concepts as input in addition to your text prompt. run the default examples. [Method3] Set your Tripo API key in config. but when the input is a sequence and i need to read each image one by one, I need to keep the seed constant but the batch Count for queuing needs to be as large as my image directory. This is the input image that will be used in this example source: Here is how you use the depth T2I-Adapter: Here is how you use the For example: 1-Enable Model SDXL BASE -> This would auto populate my starting positive and negative prompts and my sample settings that work best with that model. Such as: prompt ["3"] ["inputs"] ["seed"] = random. Here is an example for how to use the Inpaint Controlnet, the example input image can be found here. pem” The objective of this project is to perform grid search to determine the optimal parameters for the FreeU node in ComfyUI. yaml`, then edit the relevant lines and restart Comfy. Gradio demo. T2I-Adapters are used the same way as ControlNets in ComfyUI: using the ControlNetLoader node. In the above example the first frame will be cfg 1. and then change your ComfyUI server endpoint at file /src/config. While ComfyUI lets you save a project as a JSON file, that file will . Each model needs: Feb 24, 2024 · ComfyUI is a node-based interface to use Stable Diffusion which was created by comfyanonymous in 2023. You can Load these images in ComfyUI to get the full workflow. prompt_list = get_prompt_list() checkpoint_list = get_checkpoints_list() res_list = get_res Direct link to download. How to download COmfyUI workflows in api format? From comfyanonymous notes, simply enable to "enable dev mode options" in the settings of the UI (gear beside the "Queue Size: "). Scene and Dialogue Examples The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface. Launch ComfyUI by running python main. These nodes are particularly useful for automating interactions with APIs, enhancing text-based workflows with dynamic data, and See full list on github. A reminder that you can right click images in the LoadImage node Run a few experiments to make sure everything is working smoothly. It’s one that shows how to use the basic features of ComfyUI. Follow the ComfyUI manual installation instructions for Windows and Linux. Once installed, access the settings menu by clicking on the gear icon. ebceu4 changed the title Programmatic use and API [Feature request]: Programmatic use and API on Mar 13, 2023. pem” –tls-certfile “C:\Certificates\comfyui_cert. An example of a positive prompt used in image generation: Weighted Terms in Prompts. A sample video_creation. Combining the UI and the API in a single app makes it easy to iterate on your workflow even after deployment. You can load this image in ComfyUI to get the full workflow. ComfyUI is a powerful tool for designing and executing advanced stable diffusion pipelines with a flowchart-based interface, supporting SD1. I then recommend enabling Extra Options -> Auto Queue in the interface. The backend iterates on these output nodes and tries to execute all their parents if their parent graph is properly connected. Examples of ComfyUI workflows. (the cfg set in the sampler). Define the inputs to the model by using handlebars templating { {variable name}}. 2, (word:0. You can see that we have saved this file as xyz_tempate. All the images in this repo contain metadata which means they can be loaded into ComfyUI with the Load button (or dragged onto the window) to get the full workflow that was used to create the image. ComfyUI_examples. ComfyUI Tutorial Inpainting and Outpainting Guide 1. handleFileUpload, // optional, any custom file upload handler 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. Standalone VAEs and CLIP models. Dec 19, 2023 · 针对api接口开发补充的一些自定义节点和功能。 转成base64的节点都是输出节点，websocket消息中会包含base64Images和base64Type属性（具体格式请查看ImageNode. js WebSockets API client for ComfyUI. py中的ImageToBase64Advanced类源代码，或者自己搭建简单流程运行在浏览器开发者工具-->网络中查看） In this example we will be using this image. You can use more steps to increase the quality. If your model takes inputs, like images for img2img or controlnet, you have 3 options: Jan 1, 2024 · The menu items will be held in a list, and well be displayed via the display_menu() function in a loop until q is pressed. 0 (the min_cfg in the node) the middle frame 1. The entrypoint for the code is finetune_freeu. Thanks in advance for your The ComfyUI API Calls Python script explained # What really matters is the way we inject the workflow to the API # the workflow is JSON text coming from a file: prompt = json. Write code to customise the JSON you pass to the model (for example, to change prompts) Integrate the API into your app or website These are examples demonstrating how to use Loras. Comfy Deploy Dashboard (https://comfydeploy. Get your API key from your account page; Upscale Model Input Switch: Switch between two Upscale Models inputs based on a boolean switch. Within the settings, enable the developer mode option. Define your models inside the data/model. Then press “Queue Prompt” once and start writing your prompt. run ComfyUI interactively to develop workflows. In ControlNets the ControlNet model is run once every iteration. We would like to show you a description here but the site won’t allow us. Usually it will take 10~15s to generate a draft model. please let me know. const deps = await generateDependencyGraph({. Install the ComfyUI dependencies. October 22, 2023 comfyui manager. Outpainting Examples: By following these steps, you can effortlessly inpaint and outpaint images using the powerful features of ComfyUI. json file within the comfyui folder in our examples repo. Then I added the ComfyUI-IF_AI_tools technology and there's a bug. SDXL Default ComfyUI workflow. execute () OUTPUT_NODE ( [`bool`]): If this node is an output node that outputs a result/image from the graph. From the settings, make sure to enable Dev mode Options. Can load ckpt, safetensors and diffusers models/checkpoints. You'll notice the image lacks detail at 5 and 10 steps, but around 30 steps, the detail starts to look good. Examples: (word:1. x, SD2. api. Embeddings/Textual Inversion. while for the basic example it only runs once and stop queuing for the following images! Feb 13, 2024 · To use ComfyUI workflow via the API, save the Workflow with the Save (API Format). For the T2I-Adapter the model runs once in total. safetensors. For example, if one of your inputs is a prompt, update the data/comfy_ui_workflow. 9) slightly decreases the effect, and (word) is equivalent to (word:1. With its easy to use graph/nodes/flowchart based interface, creating amazing visuals has never been simpler. (early and not finished) Here are some more advanced examples: "Hires Fix" aka 2 Pass Txt2Img. This workflow reflects the new features in the Style Prompt node. To do this, locate the file called `extra_model_paths. randint (1,4294967294) I've used this approach in my integration, and I can confirm that it works wonderfully. run your ComfyUI workflow on Replicate. I'm having a hard time understanding how the API functions and how to effectively use it in my project. 4. Oct 1, 2023 · To start, launch ComfyUI as usual and go to the WebUI. py", line 118, in Queue_prompt (prompt) File "c: \ ia \ comfyu 3 \ comfyui_windows_portable \ comfyui \ script_examples \ basic_api_example. In this example, we show you how to. The easiest way to get to grips with how ComfyUI works is to start from the shared examples. Clone this repository and install the dependencies: pip install -r requirements. See instructions below: A new example workflow . safetensors should be put in your ComfyUI Node. [Method1] Set your Tripo API key as an environment variable named TRIPO_API_KEY in your env variables. The default workflow is a simple text-to-image flow using Stable Diffusion 1. to the corresponding Comfy folders, as discussed in ComfyUI manual installation. Pose ControlNet. py; Note: Remember to add your models, VAE, LoRAs etc. For example: 896x1152 or 1536x640 are good resolutions. serve a ComfyUI workflow as an API. SDXL Examples. 5. - jervenclark/comfyui ComfyUI A powerful and modular stable diffusion GUI and backend. 在 Stable Diffusion 3 推出 API 後，雖然我也有介紹過用 Colab 連接 Stable Diffusion 3 API 的方法，但是習慣做用本地 Dec 27, 2023 · We will download and reuse the script from the ComfyUI : Using The API : Part 1 guide as a starting point and modify it to include the WebSockets code from the websockets_api_example script from For example, if `FUNCTION = "execute"` then it will run Example (). The SaveImage node is an example. Sort by: Search Comments. If you don't have this button, you must enable the "Dev mode Options" by clicking the Settings button on the top right (gear icon). Nodes/graph/flowchart interface to experiment and create complex Stable Diffusion workflows without needing to code anything. (Example: C:\ComfyUI Aug 2, 2023 · i thought there is something like -1 like A1111's api, btw thanks for the help !! :) You can feed it any seed you want on this line, including a random seed. 这是一个ComfyUI的API聚合项目，针对ComfyUI的API进行了封装，比较适用的场景如下. com Jun 23, 2024 · This is a basic workflow for SD3, which can generate text more accurately and improve overall image quality. This image has had part of it erased to alpha with gimp, the alpha channel is what we will be using as a mask for the inpainting. py --force-fp16. safetensors, stable_cascade_inpainting. json file like so: 3. Run a few experiments to make sure everything is working smoothly. Inpainting. gc fm sx dw hp wd wv wk ih ke