{"id":11011,"date":"2023-12-20T08:41:52","date_gmt":"2023-12-20T08:41:52","guid":{"rendered":"https:\/\/csdev.site\/creole_new\/?p=11011"},"modified":"2024-05-08T10:33:47","modified_gmt":"2024-05-08T10:33:47","slug":"guide-to-install-open-source-llm-in-your-local-environment","status":"publish","type":"post","link":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/","title":{"rendered":"Step by Step guide to Install Open-Source LLM in your Local Environment &#8211; without Internet"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Summary<\/h2>\n\n\n\n<p>In the rapidly advancing world of AI, installing a <strong>Large Language Model<\/strong> (LLM) like FALCON within a local system presents a unique set of challenges and opportunities. This guide is designed to walk you through the critical steps of setting up FALCON Open-Source LLM, focusing on achieving optimal performance while maintaining strict data privacy and security.&nbsp;<\/p>\n\n\n\n<p>Embark on the deployment journey of FALCON, a prominent Open-Source Large Language Model (LLM), locally, ensuring peak performance and robust security. This comprehensive guide covers hardware prerequisites, software installation, and data training while underscoring the importance of regular testing, maintenance, scalability considerations, and cost analysis. For a broader perspective, stay informed about the <a href=\"https:\/\/csdev.site\/creole_new\/top-5-open-source-llm\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>top 5 open-source LLMs<\/strong><\/a>, and consider leveraging <a href=\"https:\/\/csdev.site\/creole_new\/\" target=\"_blank\" rel=\"noreferrer noopener\">Creole Studios<\/a><a href=\"https:\/\/csdev.site\/creole_new\/\"><strong>&#8216;<\/strong><\/a> expertise for a secure implementation, enabling you to harness the power of AI while maintaining strict data privacy standards.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Understanding the Requirement<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"824\" src=\"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp\" alt=\"\" class=\"wp-image-15148\" style=\"aspect-ratio:1;width:840px;height:auto\" srcset=\"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp 1024w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-300x242.webp 300w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-768x618.webp 768w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1536x1236.webp 1536w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement.webp 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Before diving into the installation process, it&#8217;s crucial to understand the requirements for running a sophisticated model like FALCON<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hardware Specifications<\/strong>: FALCON, with its massive 180 billion parameters, demands significant computational resources. This necessitates a high-performance computing environment, typically involving server-grade systems equipped with multiple advanced GPUs (e.g., NVIDIA A100s), substantial RAM (128GB or more), and high-speed storage solutions (SSDs or NVMe) to manage the model and data efficiently. You may refer to <a href=\"https:\/\/www.nvidia.com\/en-us\/on-demand\/session\/gtcfall22-a41200\/\">NVIDIA&#8217;s guidelines<\/a> for setting up AI and ML environments.<\/li>\n\n\n\n<li><strong>Software Environment<\/strong>: Running FALCON effectively requires a stable and compatible software environment. A Linux-based operating system like Ubuntu or CentOS is recommended for its excellent GPU support and compatibility with essential tools and libraries. The software stack includes the CUDA Toolkit for GPU acceleration, cuDNN for deep neural networks, and machine learning frameworks like PyTorch.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Acquire the Model<\/h2>\n\n\n\n<p><strong>The next step is acquiring the FALCON model. This may involve<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Model Licensing<\/strong>: Check the latest availability and licensing options for FALCON. Licensing a model like FALCON typically involves negotiations and agreements, ensuring that you have the legal right to use the model. Keep an eye on the official <a href=\"https:\/\/github.com\/PanQiWei\/AutoGPTQ\/issues\/108\">FALCON repository<\/a> or related AI model marketplaces for updates and licensing details.<\/li>\n\n\n\n<li><strong>Model Transfer<\/strong>: Given the air-gapped nature of the setup, transferring the model into your local environment is a critical step. This might involve physically transferring the model using secure, encrypted storage devices. The integrity and security of the model during this transfer are paramount.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Set-Up the Infrastructure<\/h2>\n\n\n\n<p><strong>Establishing a robust infrastructure is pivotal for the efficient operation of FALCON LLM<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Server Configuration<\/strong>: Optimize your servers for high-intensity AI workloads. This includes configuring multiple GPUs for parallel processing, ensuring high-bandwidth networking within the system, and implementing effective cooling solutions to manage heat output.<\/li>\n\n\n\n<li><strong>Storage Management<\/strong>: Given the size of FALCON and the potentially large datasets you&#8217;ll be working with, plan your storage architecture carefully. High-capacity SSDs or NVMe drives are recommended for their speed. Ensure you have redundancy and backup systems in place.<\/li>\n\n\n\n<li><strong>Power and Cooling<\/strong>: These powerful servers will require adequate power supply and cooling systems. Ensure your infrastructure can handle these requirements. It&#8217;s advisable to consult with hardware specialists to design a data center that can sustain this setup<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Install the Required Software<\/h2>\n\n\n\n<p><strong>Software installation is a critical step in setting up your open-source LLM<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Operating System Setup<\/strong>: Install your chosen Linux distribution. Ubuntu and CentOS are popular choices for their stability and support. Ensure the OS is configured to optimally use the hardware resources.<\/li>\n\n\n\n<li><strong>Dependency Installation<\/strong>: Install CUDA Toolkit for GPU support, cuDNN for deep learning capabilities, and PyTorch as the machine learning framework. Ensure you\u2019re using versions compatible with the FALCON model.<\/li>\n\n\n\n<li><strong>Security Software<\/strong>: In an air-gapped environment, internal security is key. Install robust firewall and intrusion detection systems. Even though the system is isolated, internal threats or accidental breaches can occur.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Model Installation<\/h2>\n\n\n\n<p><strong>Installing the FALCON model involves several steps<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Model Transfer<\/strong>: Safely transfer the model files to your local system using encrypted storage devices.<\/li>\n\n\n\n<li><strong>Installation Process<\/strong>: Follow the installation guide provided by FALCON. This usually involves setting up the environment variables, loading the model files, and configuring the model parameters.<\/li>\n\n\n\n<li><strong>Verification<\/strong>: Post-installation, verify the integrity of the installation. Ensure that the model files are intact and the model runs initial diagnostics correctly.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Data Security and Compliance<\/h2>\n\n\n\n<p><strong>Ensuring data security in an air-gapped environment involves several layers of protection<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Encryption<\/strong>: All data, both at rest and in transit within the network, should be encrypted. Implement strong encryption protocols to protect your data.<\/li>\n\n\n\n<li><strong>Compliance<\/strong>: Adhere to relevant data protection regulations and industry standards. Regularly audit your systems for compliance.<\/li>\n\n\n\n<li><strong>Access Control<\/strong>: Implement strict access control policies. Only authorized personnel should have access to the model and the data.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Training the Model with Curated Data<\/h2>\n\n\n\n<p><strong>To tailor FALCON to your specific needs, training it with curated data is essential<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Collection and Preparation<\/strong>: Gather data relevant to your use case. This data should be representative, diverse, and of high quality. Preprocess and clean the data to ensure it is suitable for training.<\/li>\n\n\n\n<li><strong>Training Process<\/strong>: Configure the training parameters of FALCON to align with your objectives. Training a model like FALCON requires a deep understanding of machine learning principles and the specifics of the model architecture.<\/li>\n\n\n\n<li><strong>Monitoring and Adjusting<\/strong>: Continuously monitor the training process for performance and accuracy. Be prepared to adjust the training data or parameters as necessary to achieve the desired results.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Testing &amp; Maintenance<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"824\" src=\"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance-1024x824.webp\" alt=\"\" class=\"wp-image-15150\" srcset=\"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance-1024x824.webp 1024w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance-300x242.webp 300w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance-768x618.webp 768w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance-1536x1236.webp 1536w, https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Testing-Maintenance.webp 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Regular testing and maintenance are critical for the long-term success of the model<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Performance Testing<\/strong>: Regularly test the model for accuracy and efficiency. This involves running validation datasets and checking the model\u2019s outputs for consistency and quality.<\/li>\n\n\n\n<li><strong>Software and Hardware Maintenance<\/strong>: Regularly update and patch the software environment. Maintain the hardware to ensure it operates efficiently, including managing the cooling systems, checking the power supplies, and replacing any failing components.<\/li>\n\n\n\n<li><strong>Model Updating<\/strong>: Keep abreast of updates to the FALCON model. In an air-gapped environment, updating the model might require the manual transfer of updated model files.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Scalability and Cost<\/h2>\n\n\n\n<p><strong>Consider the future growth and the cost implications of your setup<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scalability Planning<\/strong>: Plan for potential scaling of your infrastructure. This might include adding more GPUs, expanding storage, or enhancing network capacities within the air-gapped environment.<\/li>\n\n\n\n<li><strong>Cost Analysis<\/strong>: Regularly review the costs involved in maintaining and running FALCON. This includes hardware costs, energy consumption, and licensing fees.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Final Notes: The Importance of Open-SOurce LLMs and Creole Studios&#8217; Expertise<\/strong><\/h3>\n\n\n\n<p>Local installation of open-source LLMs like FALCON offers significant benefits, including unparalleled data privacy, customization, and control over your AI capabilities. It allows businesses to leverage the power of AI while ensuring that sensitive data remains within the confines of their secure, private network.<\/p>\n\n\n\n<p><a href=\"https:\/\/csdev.site\/creole_new\/\" target=\"_blank\" rel=\"noreferrer noopener\">Creole Studios<\/a> excels in assisting clients with the complex process of setting up and maintaining open-source LLMs in local, air-gapped environments. Our expertise ensures a smooth, secure, and effective implementation, enabling businesses to harness the full potential of AI while maintaining the highest standards of data privacy and security. With our support, businesses can confidently navigate the challenges of AI implementation and stay ahead in the rapidly evolving technological landscape.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Summary In the rapidly advancing world of AI, installing a Large Language Model (LLM) like FALCON within a local system presents a unique set of challenges and opportunities. This guide is designed to walk you through the critical steps of setting up FALCON Open-Source LLM, focusing on achieving optimal performance while maintaining strict data privacy [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"class_list":["post-11011","post","type-post","status-publish","format-standard","hentry","cs-tags-ai-ml"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Guide to Install Open-Source LLM in your Local Environment<\/title>\n<meta name=\"description\" content=\"Unlock the potential of open-source LLMs with our detailed guide on installing in your local environment, ensuring seamless setup without internet dependencies.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Guide to Install Open-Source LLM in your Local Environment\" \/>\n<meta property=\"og:description\" content=\"Unlock the potential of open-source LLMs with our detailed guide on installing in your local environment, ensuring seamless setup without internet dependencies.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/\" \/>\n<meta property=\"og:site_name\" content=\"Creole Studios\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-20T08:41:52+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-08T10:33:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp\" \/>\n<meta name=\"author\" content=\"Anant Jain\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Anant Jain\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Guide to Install Open-Source LLM in your Local Environment","description":"Unlock the potential of open-source LLMs with our detailed guide on installing in your local environment, ensuring seamless setup without internet dependencies.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"Guide to Install Open-Source LLM in your Local Environment","og_description":"Unlock the potential of open-source LLMs with our detailed guide on installing in your local environment, ensuring seamless setup without internet dependencies.","og_url":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/","og_site_name":"Creole Studios","article_published_time":"2023-12-20T08:41:52+00:00","article_modified_time":"2024-05-08T10:33:47+00:00","og_image":[{"url":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp","type":"","width":"","height":""}],"author":"Anant Jain","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Anant Jain","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#article","isPartOf":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/"},"author":{"name":"Anant Jain","@id":"https:\/\/csdev.site\/creole_new\/#\/schema\/person\/14a2407cb065697713d5a40c44d83581"},"headline":"Step by Step guide to Install Open-Source LLM in your Local Environment &#8211; without Internet","datePublished":"2023-12-20T08:41:52+00:00","dateModified":"2024-05-08T10:33:47+00:00","mainEntityOfPage":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/"},"wordCount":1183,"commentCount":0,"publisher":{"@id":"https:\/\/csdev.site\/creole_new\/#organization"},"image":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#primaryimage"},"thumbnailUrl":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp","keywords":["FALCON LLM Model Implementation","guide to install opne-source llm","how to install open-source llm","Large Language Model Setup","Open-Source LLM Installation"],"articleSection":["AI\/ML","Web"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/","url":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/","name":"Guide to Install Open-Source LLM in your Local Environment","isPartOf":{"@id":"https:\/\/csdev.site\/creole_new\/#website"},"primaryImageOfPage":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#primaryimage"},"image":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#primaryimage"},"thumbnailUrl":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement-1024x824.webp","datePublished":"2023-12-20T08:41:52+00:00","dateModified":"2024-05-08T10:33:47+00:00","description":"Unlock the potential of open-source LLMs with our detailed guide on installing in your local environment, ensuring seamless setup without internet dependencies.","breadcrumb":{"@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#primaryimage","url":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement.webp","contentUrl":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/05\/Understanding-the-Requirement.webp","width":1600,"height":1288},{"@type":"BreadcrumbList","@id":"https:\/\/csdev.site\/creole_new\/guide-to-install-open-source-llm-in-your-local-environment\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/csdev.site\/creole_new\/"},{"@type":"ListItem","position":2,"name":"Step by Step guide to Install Open-Source LLM in your Local Environment &#8211; without Internet"}]},{"@type":"WebSite","@id":"https:\/\/csdev.site\/creole_new\/#website","url":"https:\/\/csdev.site\/creole_new\/","name":"Creole Studios","description":"Creole Studios","publisher":{"@id":"https:\/\/csdev.site\/creole_new\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/csdev.site\/creole_new\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/csdev.site\/creole_new\/#organization","name":"Creole Studios","url":"https:\/\/csdev.site\/creole_new\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/csdev.site\/creole_new\/#\/schema\/logo\/image\/","url":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/04\/creole_smalllogo.webp","contentUrl":"https:\/\/csdev.site\/creole_new\/wp-content\/uploads\/2024\/04\/creole_smalllogo.webp","width":290,"height":158,"caption":"Creole Studios"},"image":{"@id":"https:\/\/csdev.site\/creole_new\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/csdev.site\/creole_new\/#\/schema\/person\/14a2407cb065697713d5a40c44d83581","name":"Anant Jain","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/csdev.site\/creole_new\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/a21eed430746e8c5fcd3dcdbe5bf73a6fb95d940f4ab1215d84e4a6e7a8fa2d8?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a21eed430746e8c5fcd3dcdbe5bf73a6fb95d940f4ab1215d84e4a6e7a8fa2d8?s=96&d=mm&r=g","caption":"Anant Jain"},"description":"Anant Jain is the CEO of Creole Studios, helping businesses drive digital transformation through GenAI, data engineering, web, mobile, and bespoke software solutions. He is a people-centric leader with 12+ years of experience building teams, improving profitability, and forming strategic partnerships.","sameAs":["https:\/\/www.linkedin.com\/in\/anantjain88\/"]}]}},"_links":{"self":[{"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/posts\/11011","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/comments?post=11011"}],"version-history":[{"count":5,"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/posts\/11011\/revisions"}],"predecessor-version":[{"id":15151,"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/posts\/11011\/revisions\/15151"}],"wp:attachment":[{"href":"https:\/\/csdev.site\/creole_new\/wp-json\/wp\/v2\/media?parent=11011"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}