{"id":1658,"date":"2024-10-09T06:32:20","date_gmt":"2024-10-09T04:32:20","guid":{"rendered":"https:\/\/guillaume-guerard.com\/?page_id=1658"},"modified":"2024-10-09T06:52:56","modified_gmt":"2024-10-09T04:52:56","slug":"decomp","status":"publish","type":"page","link":"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/decomp\/","title":{"rendered":"DECOMP"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1658\" class=\"elementor elementor-1658\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fa8a404 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa8a404\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9859e27\" data-id=\"9859e27\" 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data-id=\"12f15ae\" 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-7e0a2aa elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"7e0a2aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data Science<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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=\"elementor-section elementor-top-section elementor-element elementor-element-794577b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"794577b\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b5771e2\" data-id=\"b5771e2\" 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-2dfc836 elementor-widget elementor-widget-heading\" data-id=\"2dfc836\" 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<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 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\">Contenus de la page<\/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:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/decomp\/#Decomposed_Prompting_DECOMP\" >Decomposed Prompting, DECOMP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/decomp\/#Fonctionnement_de_DECOMP\" >Fonctionnement de DECOMP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/decomp\/#Exemple\" >Exemple<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/decomp\/#Installer_DECOMP\" >Installer DECOMP<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Decomposed_Prompting_DECOMP\"><\/span>Decomposed Prompting, DECOMP<span class=\"ez-toc-section-end\"><\/span><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-406cee3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"406cee3\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-518016c\" data-id=\"518016c\" 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-3000e1f elementor-widget elementor-widget-text-editor\" data-id=\"3000e1f\" 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\t<p>L&rsquo;approche modulaire DECOMP (Decomposed Prompting) est con\u00e7ue pour traiter des t\u00e2ches complexes en les d\u00e9composant en sous-t\u00e2ches plus simples et plus faciles \u00e0 g\u00e9rer. Cette <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/\">m\u00e9thodologie<\/a> exploite les capacit\u00e9s des LLM en cr\u00e9ant un processus syst\u00e9matique dans lequel chaque sous-t\u00e2che est g\u00e9r\u00e9e par des gestionnaires sp\u00e9cialis\u00e9s. L&rsquo;approche simplifie non seulement le processus de r\u00e9solution de probl\u00e8mes, mais am\u00e9liore \u00e9galement la flexibilit\u00e9 et l&rsquo;efficacit\u00e9 de la gestion des t\u00e2ches.<\/p><p><img decoding=\"async\" class=\"alignnone wp-image-49 size-full\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2023\/07\/logo_sc.png\" alt=\"DECOMP\" width=\"238\" height=\"203\" \/><\/p>\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=\"elementor-section elementor-top-section elementor-element elementor-element-af63d51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af63d51\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-79614ac\" data-id=\"79614ac\" 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-65367af elementor-widget elementor-widget-heading\" data-id=\"65367af\" 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\"><span class=\"ez-toc-section\" id=\"Fonctionnement_de_DECOMP\"><\/span>Fonctionnement de DECOMP<span class=\"ez-toc-section-end\"><\/span><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-720b297 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"720b297\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c094243\" data-id=\"c094243\" 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-bb1c7f7 elementor-widget elementor-widget-text-editor\" data-id=\"bb1c7f7\" 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\t<p>Tout d&rsquo;abord, une invite de d\u00e9composition d\u00e9crit le processus de r\u00e9solution d&rsquo;une t\u00e2che complexe par le biais de sous-t\u00e2ches plus petites. Chacune de ces sous-t\u00e2ches est ensuite g\u00e9r\u00e9e par des gestionnaires de sous-t\u00e2ches sp\u00e9cifiques. Ces gestionnaires peuvent\u00a0:<\/p><ol><li>Utiliser l&rsquo;invite d\u00e9compos\u00e9e pour d\u00e9composer davantage la t\u00e2che,<\/li><li>Utiliser une invite simple pour r\u00e9soudre la sous-t\u00e2che, ou<\/li><li>Appliquer une fonction pour g\u00e9rer la sous-t\u00e2che.<\/li><\/ol><p>Cette technique pr\u00e9sente trois avantages cl\u00e9s\u00a0:<\/p><ul><li>Chaque gestionnaire de sous-t\u00e2che peut recevoir des exemples plus riches et plus cibl\u00e9s, ce qui conduit \u00e0 des r\u00e9ponses plus pr\u00e9cises.<\/li><li>Les sous-t\u00e2ches complexes peuvent \u00eatre encore simplifi\u00e9es et r\u00e9solues.<\/li><li>Les gestionnaires de sous-t\u00e2ches peuvent \u00eatre r\u00e9utilis\u00e9s dans plusieurs t\u00e2ches.<\/li><\/ul><p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-1671 size-full\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp.jpg\" alt=\"decomp\" width=\"569\" height=\"296\" srcset=\"https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp.jpg 569w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp-300x156.jpg 300w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp-18x9.jpg 18w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/><\/p>\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=\"elementor-section elementor-top-section elementor-element elementor-element-7bcc430 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7bcc430\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-daa09fd\" data-id=\"daa09fd\" 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-d437dc3 elementor-widget elementor-widget-heading\" data-id=\"d437dc3\" 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\"><span class=\"ez-toc-section\" id=\"Exemple\"><\/span>Exemple<span class=\"ez-toc-section-end\"><\/span><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-ce1ac96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce1ac96\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d2792d6\" data-id=\"d2792d6\" 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-d0e863b elementor-widget elementor-widget-text-editor\" data-id=\"d0e863b\" 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\t<p>Prenons un exemple de d\u00e9composition de l&rsquo;invite en action. Supposons que nous ayons besoin de concat\u00e9ner la premi\u00e8re lettre de chaque mot d&rsquo;une cha\u00eene, en utilisant des espaces comme s\u00e9parateurs. Cela peut \u00eatre r\u00e9alis\u00e9 en divisant le probl\u00e8me en trois sous-t\u00e2ches\u00a0:<\/p><p>Divisez la cha\u00eene en une liste de mots.<\/p><p>Extrayez la premi\u00e8re lettre de chaque mot.<\/p><p>Concat\u00e9nez les lettres extraites, en utilisant des espaces comme s\u00e9parateurs.<\/p><p>Tout d&rsquo;abord, le d\u00e9composeur sp\u00e9cifie la s\u00e9quence de <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/definir-les-questions-scientifiques\/\">questions<\/a> et les sous-t\u00e2ches correspondantes :<\/p><pre>QC: Concatenate the first letter of every word in \"Jack Ryan\" using spaces \nQ1: [split] What are the words in \"Jack Ryan\"? \n#1: [\"Jack\". \"Ryan\"] \nQ2: (foreach) [str_pos] What is the first letter of #1? \n#2: [\"J\", \"R\"] \nQ3: [merge] Concatenate #2 with spaces #\n3: \"J R\" \nQ4: [EOQ]\n<\/pre><p><img decoding=\"async\" class=\"alignnone wp-image-1664 size-large\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-1024x400.webp\" alt=\"decomp\" width=\"1024\" height=\"400\" srcset=\"https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-1024x400.webp 1024w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-300x117.webp 300w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-768x300.webp 768w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-1536x600.webp 1536w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed-18x7.webp 18w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/decomp_detailed.webp 1884w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p><p>L&rsquo;invite du d\u00e9composeur d\u00e9termine la premi\u00e8re sous-t\u00e2che \u00e0 effectuer : la division des mots dans ce cas. La sous-t\u00e2che est g\u00e9r\u00e9e par le gestionnaire de sous-t\u00e2ches de division et la r\u00e9ponse g\u00e9n\u00e9r\u00e9e est ajout\u00e9e \u00e0 l&rsquo;invite du d\u00e9composeur pour obtenir la deuxi\u00e8me sous-t\u00e2che. Le processus continue jusqu&rsquo;\u00e0 ce que l&rsquo;invite du d\u00e9composeur produise [EOQ]. \u00c0 ce stade, il ne reste plus de t\u00e2ches et la derni\u00e8re r\u00e9ponse est renvoy\u00e9e comme solution.<\/p>\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=\"elementor-section elementor-top-section elementor-element elementor-element-b48783d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b48783d\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bd72be0\" data-id=\"bd72be0\" 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-a434638 elementor-widget elementor-widget-heading\" data-id=\"a434638\" 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\"><span class=\"ez-toc-section\" id=\"Installer_DECOMP\"><\/span>Installer DECOMP<span class=\"ez-toc-section-end\"><\/span><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-aae2291 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aae2291\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-effcdd8\" data-id=\"effcdd8\" 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-cc1ad6f elementor-widget elementor-widget-text-editor\" data-id=\"cc1ad6f\" 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\t<p>Le processus DECOMP peut \u00eatre installer via le <a href=\"https:\/\/github.com\/HarshTrivedi\/DecomP-ODQA\" target=\"_blank\" rel=\"noopener\"><strong>GitHub d\u00e9di\u00e9<\/strong><\/a>.<\/p>\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>Home Data Science Decomposed Prompting, DECOMP The DECOMP (Decomposed Prompting) modular approach is designed to address complex tasks by \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":47,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-1658","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1658","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/comments?post=1658"}],"version-history":[{"count":10,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1658\/revisions"}],"predecessor-version":[{"id":1674,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1658\/revisions\/1674"}],"up":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/47"}],"wp:attachment":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/media?parent=1658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}