{"id":452,"date":"2015-08-28T07:28:42","date_gmt":"2015-08-28T04:28:42","guid":{"rendered":"http:\/\/kusuaks7\/?p=57"},"modified":"2024-11-04T16:31:14","modified_gmt":"2024-11-04T16:31:14","slug":"affordable-memory-solutions-numascale","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/affordable-memory-solutions-numascale\/","title":{"rendered":"Affordable Memory Solutions by Numascale"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"452\" class=\"elementor elementor-452\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7b7f7270 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7b7f7270\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-16f4004d\" data-id=\"16f4004d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69c4fe48 elementor-widget elementor-widget-text-editor\" data-id=\"69c4fe48\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMassive data sets are generated in the world of big data analytics in an age of explosive data generated by social media, mobile messaging, and many other communication channels. This recently mainstream analytics technology has brought about a transformation in the data analytics environment. Nearly all types of all government sectors, industry sectors, and even the education sectors have embraced big data. Now, data sets easily scaling to 10 or 20 Terabytes (TB) are becoming more the norm than the exception.\n\n&nbsp;\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-65cc822 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65cc822\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9d53ef9\" data-id=\"9d53ef9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-edaa9a1 elementor-widget elementor-widget-heading\" data-id=\"edaa9a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h3><strong>The problem in traditional cluster computing<\/strong><strong>\u00a0<\/strong><\/h3><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d1f46b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1f46b1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-699e571\" data-id=\"699e571\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c829ba4 elementor-widget elementor-widget-text-editor\" data-id=\"c829ba4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIndustry applications of big data often require complex algorithms to tackle memory-intensive applications. For example seismic data in the Oil &amp; Gas industry; real-time trading data in investment finance; and simulation data in scientific modeling require these algorithms. The list can be endless, but the fact remains that these memory-intensive processes cannot be performed on commodity clusters.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-dffe93f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dffe93f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a23ada\" data-id=\"5a23ada\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-50b0a6e elementor-widget elementor-widget-text-editor\" data-id=\"50b0a6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDeveloped to drastically reduce the cost of high performance computing (HPC), the traditional cluster computing based on distributed memory began to fail anytime application memory requirements exceeded the capacity of a single node. On the other hand, the exorbitant cost of mainframes and supercomputers posed a serious challenge in the wider use of shared memory computing.\n<span id=\"more-1049\"><\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-dc01b91 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc01b91\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-11f4984\" data-id=\"11f4984\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0df0b54 elementor-widget elementor-widget-heading\" data-id=\"0df0b54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong><em>Numascale's <\/em><\/strong><strong>solution: Computing through shared memory and I\/O<\/strong><strong>\u00a0<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-11f9b63 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11f9b63\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b9efde0\" data-id=\"b9efde0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a2efb2 elementor-widget elementor-widget-text-editor\" data-id=\"3a2efb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tNumascale, in business for the past four years, has engineered <strong><em>NumaConnect<\/em><\/strong> which converts a set of standard servers with separate memories and I\/O into a single, unified system\u0097with the firm goal of providing the functionality of supercomputers or high-end mainframes at a fraction of the cost.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ff0cd4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff0cd4e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4727175\" data-id=\"4727175\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a5677c8 elementor-widget elementor-widget-text-editor\" data-id=\"a5677c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn the NumaConnect environment, commodity servers are linked to form a single, multi-processor system with shared access to the combined memory and I\/O resources. At the heart of NumaConnect is <strong><em>NumaChip, <\/em><\/strong>which combines the cache coherent shared memory control logic with an on-chip 7-way switch. Please find the full details of this unique technology in\u00a0<strong><a href=\"http:\/\/www.numascale.com\/numa_pdfs\/WhitePaper-Affordable-Big-Data-Computing.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">The Numascale Solution Affordable Big Data Computing<\/a>.<\/strong>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e0200c0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e0200c0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1d5bf49\" data-id=\"1d5bf49\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b437613 elementor-widget elementor-widget-text-editor\" data-id=\"b437613\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tEach node, scaled to 4K, can contain multiple processors. The result is an affordable, shared memory computing option to tackle the data-intensive applications. Without going into the technical nitty-gritty, NumaConnect&#8217;s capability enables programs to access any memory location and any memory-mapped I\/O device in a multiprocessor system. \u00a0Early adopters like Statoil are sharing the details of improved performance and reduced costs. You can read about the case studies in <strong><a href=\"http:\/\/www.numascale.com\/numa_pdfs\/WhitePaper-Affordable-Big-Data-Computing.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">The Numascale Solution Affordable Big Data Computing<\/a><\/strong>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d347e61 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d347e61\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ef3e16e\" data-id=\"ef3e16e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dd2dfd0 elementor-widget elementor-widget-heading\" data-id=\"dd2dfd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Numascale's Technology Strength<\/strong><strong>\u00a0<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ea1188a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea1188a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-85619f6\" data-id=\"85619f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-512132e elementor-widget elementor-widget-text-editor\" data-id=\"512132e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe rich heritage of NumaConnect technology is related to the development of the IEEE standard 1596, Scalable Coherent Interface (SCI). SCI established standards for scalability, global shared address space, and cache-memory coherence.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-1ca57d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1ca57d8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ded4182\" data-id=\"ded4182\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0428f92 elementor-widget elementor-widget-heading\" data-id=\"0428f92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Benefits of NumaConnect technology<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b42b95b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b42b95b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-841e808\" data-id=\"841e808\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bd860d1 elementor-widget elementor-widget-text-editor\" data-id=\"bd860d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tWhat is significant about this new technology is that it achieves the underlined benefits at 1\/20th to 1\/30th of the cost of comparable, high-end servers. \u00a0Here are a few of the advantages shared memory compared to clusters:\n<ol>\n \t<li>Any processor in a unified cluster can access any data location through direct load and store operations. This capability facilitates less code and easier debugging.<\/li>\n \t<li>Compilers can automatically exploit loop-level parallelism, leading to higher efficiency and reduced human intervention.<\/li>\n \t<li>System administration tasks are also suitably reduced because of low maintenance.<\/li>\n \t<li>Any processor in the unified cluster can map and use any resource in a virtualized environment.<\/li>\n<\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f284d62 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f284d62\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-33ec2a5\" data-id=\"33ec2a5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4825d77 elementor-widget elementor-widget-text-editor\" data-id=\"4825d77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAlthough all the above functionality are available in high-end mainframes or servers, these systems come with a eyebrow-raising price tag that can be as high as 10 times higher per CPU core compared with commodity servers based on the x86-64 architecture.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e1ea4d4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e1ea4d4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4f265c1\" data-id=\"4f265c1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae8158b elementor-widget elementor-widget-text-editor\" data-id=\"ae8158b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe NumaConnect solution, according to the documented use cases, delivers all the capabilities shared memory computing, resulting in smooth application development, the computation of large datasets, execution of complex algorithms, more scalability\u0097all at a significantly lower cost. You may read about the full details of this technology here: <strong><a href=\"http:\/\/www.numascale.com\/numa_pdfs\/WhitePaper-Affordable-Big-Data-Computing.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">The Numascale Solution Affordable Big Data Computing<\/a><\/strong><strong>.<\/strong>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Massive data sets are generated in the world of big data analytics in an age of explosive data generated<\/p>\n","protected":false},"author":11,"featured_media":2598,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[122],"ppma_author":[1606],"class_list":["post-452","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-big-data"],"authors":[{"term_id":1606,"user_id":11,"is_guest":0,"slug":"cameron-turner","display_name":"Cameron Turner","avatar_url":{"url":"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2024\/09\/cameron.jpeg","url2x":"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2024\/09\/cameron.jpeg"},"user_url":"","last_name":"Turner","first_name":"Cameron","job_title":"","description":""}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/452","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=452"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/452\/revisions"}],"predecessor-version":[{"id":37093,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/452\/revisions\/37093"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/2598"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=452"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=452"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}