{"id":30572,"date":"2024-12-12T02:42:37","date_gmt":"2024-12-12T02:42:37","guid":{"rendered":"https:\/\/www.ipic.ai\/blogs\/?p=30572"},"modified":"2024-12-21T00:52:26","modified_gmt":"2024-12-21T00:52:26","slug":"comfyui-setup-in-5-simple-steps","status":"publish","type":"post","link":"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/","title":{"rendered":"ComfyUI Setup in 5 Simple Steps"},"content":{"rendered":"<p><strong>ComfyUI Setup in 5 Steps<\/strong><\/p>\n<ol>\n<li><strong>Download the Package<\/strong>: Visit the official GitHub repository to download the ComfyUI package, choosing between the official package and the Aaaki integrated package that includes basic model resources.<\/li>\n<li><strong>Extract and Install<\/strong>: Extract the package and follow the installation instructions tailored to your system specifications, ensuring you have an Nvidia graphics card for the GPU version.<\/li>\n<li><strong>Run ComfyUI<\/strong>: Use either the official installer or Aaaki launcher to run ComfyUI. Select the appropriate batch file (&#039;run_cpu.bat&#039; for CPU or &#039;run_nvidia_gpu.bat&#039; for Nvidia GPU) to start the program.<\/li>\n<li><strong>Access the GUI<\/strong>: Open the GUI interface at http:\/\/0.0.0.0:8188 and initialize the workflow setup by constructing nodes and configuring settings.<\/li>\n<li><strong>Refine and Manage Workflows<\/strong>: Guide yourself through refining and managing workflows for seamless <a href=\"https:\/\/www.ipic.ai\/blogs\/how-to-use-stable-diffusion\/\"  data-wpil-monitor-id=\"13056\">stable diffusion<\/a> operations, adjusting settings as needed to optimize performance.<\/li>\n<\/ol>\n<p><strong>Important System Requirements<\/strong>:<\/p>\n<ul>\n<li><strong>GPU<\/strong>: An Nvidia graphics card with at least 4GB VRAM is recommended, preferably RTX3060 or higher.<\/li>\n<li><strong>CPU<\/strong>: Can run on CPU but with slower speed; use the &#039;&#8211;cpu&#039; option.<\/li>\n<li><strong>Memory<\/strong>: At least 8GB of system memory is recommended.<\/li>\n<li><strong>Operating System<\/strong>: Supports Windows systems and provides Mac installation instructions for Macs with Apple Silicon.<\/li>\n<li><strong>Storage<\/strong>: Use an SSD for faster loading and running of model files, with at least 40GB of hard disk space recommended.<\/li>\n<li><strong>Software Dependencies<\/strong>: A Python environment is required, but one is embedded in the installation package; Python libraries such as &#039;torch&#039; and &#039;transformers&#039; need to be installed.<\/li>\n<\/ul>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Key_Takeaways\" title=\"Key Takeaways\">Key Takeaways<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Download_ComfyUI_Package\" title=\"Download ComfyUI Package\">Download ComfyUI Package<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Unzip_and_Launch_Aaaki\" title=\"Unzip and Launch Aaaki\">Unzip and Launch Aaaki<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Run_ComfyUI_Application\" title=\"Run ComfyUI Application\">Run ComfyUI Application<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Access_GUI_Interface\" title=\"Access GUI Interface\">Access GUI Interface<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.ipic.ai\/blogs\/comfyui-setup-in-5-simple-steps\/#Initialize_Workflow_Setup\" title=\"Initialize Workflow Setup\">Initialize Workflow Setup<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span>Key Takeaways<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>ComfyUI Setup in 3 Simple Steps<\/strong><\/p>\n<ul>\n<li><strong>Download ComfyUI<\/strong>: Get the official ComfyUI package or Aaaki integrated package from GitHub.<\/li>\n<li><strong>Meet System Requirements<\/strong>: Use an Nvidia graphics card with 4GB VRAM and 8GB system RAM.<\/li>\n<li><strong>Run ComfyUI<\/strong>: Extract the package, run the corresponding batch file, and access the GUI at http:\/\/0.0.0.0:8188.<\/li>\n<\/ul>\n<p><strong>Key Takeaways:<\/strong><\/p>\n<ul>\n<li>System Compatibility is crucial for running ComfyUI smoothly.<\/li>\n<li>Proper Extraction of the package ensures easy setup.<\/li>\n<li>Correct Batch File selection is necessary for launching ComfyUI.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Download_ComfyUI_Package\"><\/span>Download ComfyUI Package<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" height=\"100%\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/12\/download_comfyui_software_package-1.jpg\" alt=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong>Downloading ComfyUI Packages<\/strong><\/p>\n<p>To <strong>set up ComfyUI<\/strong>, download the package from its <strong>official GitHub repository<\/strong>. The direct link to the integrated package is found in the README section.<\/p>\n<p>This package supports the Windows system with an <strong>Nvidia graphics card requirement<\/strong> for the GPU version.<\/p>\n<p><strong>Official Package vs. Aaaki Integrated Package<\/strong><\/p>\n<p>Two primary package versions are available: the official package, which includes <strong>necessary files for ComfyUI<\/strong> without additional models, and the Aaaki integrated package, which includes <strong>basic model resources<\/strong> ready to use after extraction.<\/p>\n<p><strong>Download Links<\/strong><\/p>\n<ul>\n<li><strong>Official Package<\/strong>: Access the official download link in ComfyUI&#039;s GitHub repository.<\/li>\n<li><strong>Aaaki Integrated Package<\/strong>: Available on Quark Netdisk, requiring additional membership for large files. The standalone Aaaki launcher can be downloaded from Google Drive and used with the official portable version of ComfyUI.<\/li>\n<\/ul>\n<p><strong>System Requirements<\/strong><\/p>\n<ul>\n<li>Nvidia graphics card for the GPU version.<\/li>\n<li>No specific CPU requirements are mentioned.<\/li>\n<li>Detailed instructions are provided in the official repository and Aaaki package descriptions for a smooth installation process.<\/li>\n<li>It is essential to extract the downloaded package using a tool like <a class=\"inline-youtube\" rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=gj6ptjBojl0\">7-Zip or WinRAR<\/a> to avoid extraction issues.<\/li>\n<\/ul>\n<p><strong>Choosing the Right Package<\/strong><\/p>\n<p>For users seeking a <strong>straightforward installation<\/strong>, the Aaaki integrated package is recommended, as it includes necessary models and <strong>minimizes configuration issues<\/strong>.<\/p>\n<p>The official package, while requiring additional model downloads, offers flexibility for users preferring to manage their resources.<\/p>\n<p>It is crucial to ensure that your system has at least <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/comfyui-wiki.com\/en\/install\/install-comfyui\/install-comfyui-on-windows\">4GB VRAM<\/a> for optimal performance.<\/p>\n<p>The official package, while requiring additional model downloads, offers flexibility for users preferring to manage their resources.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Unzip_and_Launch_Aaaki\"><\/span>Unzip and Launch Aaaki<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" height=\"100%\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/12\/extract_and_run_aaaki.jpg\" alt=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong>Unzipping a Zip File:<\/strong><\/p>\n<ol>\n<li>Open File Explorer and find the compressed folder.<\/li>\n<li>Right-click on the folder and select &#034;Extract All.&#034;<\/li>\n<\/ol>\n<p><strong>Extraction Process:<\/strong><\/p>\n<p>Follow the instructions to complete the <strong>extraction process<\/strong>.<\/p>\n<p>Alternatively, use the &#034;Extract All&#034; option from the command ribbon or double-click the compressed folder to open and drag files to a new location.<\/p>\n<p><strong>Command Line Extraction:<\/strong><\/p>\n<p>For users preferring command-line operations, navigate to the zip file directory using the &#034;cd&#034; command in Command Prompt <strong>as an administrator<\/strong>, and execute &#039;tar -xf Name.zip&#039;, replacing &#034;Name&#034; with your zip file name.<\/p>\n<p><strong>Troubleshooting Zip Extraction:<\/strong><\/p>\n<p>Ensure complete extraction before proceeding.<\/p>\n<p>Check command and path specifications to avoid errors. <strong>Use verbose or debug options<\/strong> to diagnose issues and correctly <strong>handle uncompressed file contents<\/strong>.<\/p>\n<p><strong>Key Extraction Methods:<\/strong><\/p>\n<ol>\n<li><strong>File Explorer Method<\/strong>: Right-click the compressed folder and select &#034;Extract All.&#034;<\/li>\n<li><strong>Command Ribbon Extraction<\/strong>: Use the &#034;Extract All&#034; option from the command ribbon.<\/li>\n<li><strong>Command Line Extraction<\/strong>: Use the &#034;tar&#034; command with the &#034;-xf&#034; option.<\/li>\n<\/ol>\n<p><strong>Handling Nested Zip Files:<\/strong><\/p>\n<p>If the extracted folder contains additional zipped files, repeat the extraction process for each nested zip file to ensure all files are properly extracted.<\/p>\n<p>In automation scenarios, using <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/forum.uipath.com\/t\/i-have-a-zip-file-that-i-want-to-unzip-and-use-the-file-how-i-can-do-that\/92718\">UiPath&#039;s Extract\/Unzip Files Activity<\/a> can streamline the process, providing a more efficient and reliable way to extract files from zip archives.<\/p>\n<p>Bullet point lists are helpful in presenting information clearly, making it easy to quickly absorb multiple subtopics by using <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.writingclearscience.com.au\/bullet-point-lists\/\">unordered and unnumbered lists<\/a> to organize key points and instructions.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Run_ComfyUI_Application\"><\/span>Run ComfyUI Application<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" height=\"100%\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/12\/launch_comfyui_software_application.jpg\" alt=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong>Launching ComfyUI<\/strong><\/p>\n<p>To run ComfyUI, you can use either the <strong>official installer<\/strong> or the <strong>Aaaki launcher<\/strong>.<\/p>\n<p>For the official installer, go to the unzipped folder and select the batch file that matches your <strong>graphics card type<\/strong>. Use &#039;run_cpu.bat&#039; for CPU or AMD graphics cards, and &#039;run_nvidia_gpu.bat&#039; for Nvidia graphics cards.<\/p>\n<p>Double-click the chosen batch file to start ComfyUI. A successful launch is indicated by &#034;Starting server&#034; and a <strong>GUI URL<\/strong> like http:\/\/0.0.0.0:8188 in the console. If the <strong>browser doesn&#039;t open automatically<\/strong>, manually enter the provided URL.<\/p>\n<p>The Aaaki launcher provides an alternative method. Double-click the <strong>Aaaki ComfyUI Launcher<\/strong> icon in the unzipped folder to start the launcher. Ensure it runs normally and click the <strong>One-click Start<\/strong> button to launch ComfyUI.<\/p>\n<p>This method simplifies the startup process and addresses common issues such as graphics compatibility and <strong>network connectivity<\/strong>. Confirm the correct batch file or launcher option is used to match your <strong>system specifications<\/strong>.<\/p>\n<p>After launching ComfyUI, ensure you have the <a class=\"inline-youtube\" rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=Ie2ttY5jELU\">Stable Video Diffusion<\/a> models downloaded and properly configured to analyze and create videos from static images.<\/p>\n<p><strong>Using the Aaaki Launcher<\/strong><\/p>\n<ol>\n<li><strong>Download and Extract<\/strong>: Download the Aaaki launcher and extract it to a folder.<\/li>\n<li><strong>Start the Launcher<\/strong>: Double-click the Aaaki ComfyUI Launcher icon to start the launcher.<\/li>\n<li><strong>One-click Start<\/strong>: Click the One-click Start button to launch ComfyUI.<\/li>\n<\/ol>\n<p><strong>Troubleshooting<\/strong><\/p>\n<ul>\n<li>If you encounter issues, ensure the correct batch file is used or restart the Aaaki launcher.<\/li>\n<li>Check for network connectivity and graphics compatibility to avoid any startup issues.<\/li>\n<li>Confirm that necessary dependencies and environments are properly configured.<\/li>\n<\/ul>\n<p>Workflows in ComfyUI are created by <a class=\"inline-youtube\" rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=xoq5IesqCUE\">connecting nodes together<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Access_GUI_Interface\"><\/span>Access GUI Interface<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" height=\"100%\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/12\/interact_with_graphical_interface.jpg\" alt=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p>Accessing the ComfyUI Interface<\/p>\n<p>To access the ComfyUI interface, open your web browser and navigate to http:\/\/0.0.0.0:8188 after launching ComfyUI with the official installer or Aaaki launcher.<\/p>\n<p>The interface consists of a main operation area for <strong>constructing workflows<\/strong>, <strong>workflow node information<\/strong>, and a <strong>menu panel<\/strong>.<\/p>\n<p><strong>Key Components<\/strong><\/p>\n<ul>\n<li><strong>Main Operation Interface<\/strong>: Construct workflows by arranging nodes.<\/li>\n<li><strong>Workflow Node Information<\/strong>: Displays details about each node.<\/li>\n<li><strong>Menu Panel<\/strong>: Includes buttons and options for managing workflows.<\/li>\n<\/ul>\n<p><strong>Navigating the Menu Panel<\/strong><\/p>\n<ul>\n<li><strong>Drag Button<\/strong>: Move the panel by clicking and dragging.<\/li>\n<li><strong>Queue Size<\/strong>: Displays the current number of image generation tasks.<\/li>\n<li><strong>Settings Button<\/strong>: Opens the ComfyUI settings panel for customization.<\/li>\n<\/ul>\n<p><strong>Constructing Workflows<\/strong><\/p>\n<ul>\n<li><strong>Zoom<\/strong>: Use the mouse wheel or two-finger pinch to zoom in and out.<\/li>\n<li><strong>Move Nodes<\/strong>: Drag nodes around the workspace with left-click hold and drag.<\/li>\n<li><strong>Connections<\/strong>: Connect inputs and outputs of the same type.<\/li>\n<li><strong>Queue Panel<\/strong>: Access by pressing Ctrl-0 (Windows) or Cmd-0 (Mac).<\/li>\n<\/ul>\n<p>In constructing workflows, node groups can be customized by defining which inputs and outputs appear as <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/comfyanonymous\/ComfyUI\/issues\/389\">customizable interfaces<\/a>.<\/p>\n<p><strong>Customizing Settings<\/strong><\/p>\n<ul>\n<li><strong>Batch Size<\/strong>: Specify the number of images generated at once.<\/li>\n<li><strong>Auto Queue<\/strong>: Enable automated addition of workflows to the queue.<\/li>\n<\/ul>\n<p>ComfyUI is a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/stable-diffusion-art.com\/comfyui\/\">node-based graphical user interface<\/a> designed to facilitate image generation workflows by connecting different blocks (nodes) together, providing flexibility and transparency in data flow.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Initialize_Workflow_Setup\"><\/span>Initialize Workflow Setup<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px\"><img decoding=\"async\" height=\"100%\" src=\"https:\/\/www.ipic.ai\/blogs\/wp-content\/uploads\/2024\/12\/start_workflow_configuration_process.jpg\" alt=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\" title=\"- iPic.ai - Create Beautiful Ai Art or Ai Images For Free\"><\/div>\n<p><strong>Initializing a Workflow Setup in ComfyUI<\/strong><\/p>\n<p>To set up a workflow in ComfyUI, start by defining the objectives of the task at hand. Determine whether the goal is to generate a specific image type or transform an existing one. This involves understanding the project&#039;s requirements and goals.<\/p>\n<p>Choose between <strong>text-to-image or image-to-image<\/strong> workflows based on the objective. For text-to-image, select detailed text prompts that convey the desired image.<\/p>\n<p>For image-to-image, select images for modifying or enhancing existing visuals.<\/p>\n<p>Configuring node types and connections is crucial. Use a <strong>load checkpoint node<\/strong> to initialize the workflow with a specific model. Ensure proper <strong>node configuration<\/strong> to guarantee that the workflow operates as intended and produces high-quality images.<\/p>\n<p>Test each node individually before connecting them to guarantee seamless workflow execution. Verify that inputs are correctly processed and outputs are as expected.<\/p>\n<p><strong>Key Components of a Workflow<\/strong><\/p>\n<ul>\n<li><strong>Node Selection<\/strong>: Choose relevant nodes such as &#034;Load Checkpoint&#034; and &#034;CLIP Text Encoder&#034; based on the workflow objective.<\/li>\n<li><strong>Edge Creation<\/strong>: Connect nodes by dragging output dots to input dots of other nodes.<\/li>\n<li><strong>Workflow Settings<\/strong>: Use the settings area to save, load, and refresh workflows, as well as access the CLIP space for advanced prompt manipulation.<\/li>\n<li><strong>Testing<\/strong>: Run the workflow to ensure it functions as intended and adjust as necessary.<\/li>\n<\/ul>\n<p>The workflow in ComfyUI is fundamentally composed of <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.mimicpc.com\/learn\/how-to-start-with-comfyui-a-beginners-guide\">Nodes and Edges<\/a>, providing a flexible and modular approach to creating custom image generation processes.<\/p>\n<p>Participating in contests, such as the OpenArt $133,000 contest <a class=\"inline-youtube\" rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=5dBAIhx28ow\">Financial Incentives<\/a>, can also provide significant opportunities for growth and recognition.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ComfyUI Setup in 5 Steps Download the Package: Visit the official GitHub repository to download the ComfyUI package, choosing between the official package and the Aaaki integrated package that includes basic model resources. Extract and Install: Extract the package and follow the installation instructions tailored to your system specifications, ensuring you have an Nvidia graphics<\/p>\n","protected":false},"author":2,"featured_media":30571,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[472],"tags":[],"class_list":{"0":"post-30572","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-tutorial"},"_links":{"self":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/30572","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/comments?post=30572"}],"version-history":[{"count":2,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/30572\/revisions"}],"predecessor-version":[{"id":30835,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/posts\/30572\/revisions\/30835"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/media\/30571"}],"wp:attachment":[{"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/media?parent=30572"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/categories?post=30572"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ipic.ai\/blogs\/wp-json\/wp\/v2\/tags?post=30572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}