{"id":3919,"date":"2025-11-05T11:12:00","date_gmt":"2025-11-05T11:12:00","guid":{"rendered":"https:\/\/lp.szlogic.cn\/glossary\/npu-neural-processing-unit-architecture-edge-ai-explained\/"},"modified":"2026-06-22T05:32:14","modified_gmt":"2026-06-22T05:32:14","slug":"npu-neural-processing-unit-architecture-edge-ai-explained","status":"publish","type":"post","link":"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/npu-neural-processing-unit-architecture-edge-ai-explained","title":{"rendered":"NPU (unit\u00e9 de traitement neuronal) : ce que c\u2019est et pourquoi cela compte dans l\u2019IA en p\u00e9riph\u00e9rie"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"712\" src=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e.webp\" alt=\"NPU (Unit\u00e9 de traitement neuronal)\" class=\"wp-image-3915\" srcset=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e.webp 1200w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e-300x178.webp 300w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e-1024x608.webp 1024w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e-768x456.webp 768w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/e80c66db0fc34f01aee48b0d8f5f303e-18x12.webp 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/knowledge-center\/artificial-intelligence-what-it-is-and-how-it-works-explained\/\">Intelligence artificielle<\/a> est rapidement pass\u00e9 d'une ex\u00e9cution exclusivement dans le cloud \u00e0 <strong>sur l'appareil et <\/strong><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/knowledge-center\/what-you-need-to-know-about-edge-computing-key-benefits-uses\/\"><strong>computing edge<\/strong><\/a>. L'une des technologies cl\u00e9s qui rend cette \u00e9volution possible est la <strong>NPU \u2014 Unit\u00e9 de traitement neuronal<\/strong>, un acc\u00e9l\u00e9rateur d\u00e9di\u00e9 \u00e0 l'IA con\u00e7u pour ex\u00e9cuter efficacement des op\u00e9rations d'inf\u00e9rence sur des r\u00e9seaux neuronaux sur les smartphones, les appareils IoT, les plateformes automobiles et les syst\u00e8mes industriels.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bien que les processeurs centraux (CPU) et les processeurs graphiques (GPU) soient capables de traiter des charges de travail li\u00e9es \u00e0 l'IA, les syst\u00e8mes modernes sont de plus en plus souvent con\u00e7us avec <strong>moteurs neuronaux sp\u00e9cialis\u00e9s<\/strong> pour obtenir de meilleurs r\u00e9sultats <strong>latence, efficacit\u00e9 \u00e9nerg\u00e9tique et calcul IA respectueux de la vie priv\u00e9e<\/strong>. Cet article explique ce que sont les NPU, en quoi elles se distinguent des CPU, GPU et TPU, et quelle place elles occupent dans l'informatique de nouvelle g\u00e9n\u00e9ration.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" >1\ufe0f\u20e3. Qu'est-ce qu'une NPU (unit\u00e9 de traitement neuronal) ?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" >Moteur de calcul IA sp\u00e9cialement con\u00e7u \u00e0 cet effet<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">An <strong>NPU (Unit\u00e9 de traitement neuronal)<\/strong> est un processeur sp\u00e9cialis\u00e9, optimis\u00e9 pour les calculs li\u00e9s aux r\u00e9seaux neuronaux \u2014 en particulier <strong>multiplication de matrices, op\u00e9rations de convolution et fonctions d'activation<\/strong>. Les NPU acc\u00e9l\u00e8rent les t\u00e2ches d'inf\u00e9rence telles que la vision par ordinateur, le traitement audio, les t\u00e2ches li\u00e9es au langage naturel et la fusion de donn\u00e9es issues de capteurs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" >Caract\u00e9ristiques architecturales fondamentales<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Unit\u00e9s de calcul parall\u00e8les optimis\u00e9es pour les op\u00e9rations sur les tenseurs<\/p><\/li><li><p>M\u00e9moire int\u00e9gr\u00e9e au circuit pour r\u00e9duire la surcharge li\u00e9e au transfert de donn\u00e9es<\/p><\/li><li><p>Arithm\u00e9tique \u00e0 faible pr\u00e9cision (INT8 \/ INT4 \/ BF16) pour une meilleure efficacit\u00e9<\/p><\/li><li><p>Pipelines d\u00e9di\u00e9s aux couches neuronales et aux op\u00e9rateurs courants<\/p><\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>En substance, une NPU permet de <strong>traitement IA en temps r\u00e9el et \u00e0 faible consommation d'\u00e9nergie<\/strong> \u00e0 proximit\u00e9 du lieu o\u00f9 les donn\u00e9es sont g\u00e9n\u00e9r\u00e9es.<\/p><\/blockquote>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1200\" height=\"712\" src=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736.webp\" alt=\"What Is an NPU (Neural Processing Unit)?\" class=\"wp-image-3916\" srcset=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736.webp 1200w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736-300x178.webp 300w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736-1024x608.webp 1024w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736-768x456.webp 768w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/fdbf290ec593462baa0869978b25f736-18x12.webp 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" >2\ufe0f\u20e3. Pourquoi les NPU sont-elles essentielles pour les syst\u00e8mes d'IA modernes ?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" >Avantages cl\u00e9s<\/h3>\n\n\n\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<colgroup><col style=\"width: 248px;\"\/><col style=\"min-width: 25px;\"\/><\/colgroup><tbody><tr><th colspan=\"1\" rowspan=\"1\" colwidth=\"248\"><p>Avantage<\/p><\/th><th colspan=\"1\" rowspan=\"1\"><p>Description<\/p><\/th><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"248\"><p>Haute efficacit\u00e9 \u00e9nerg\u00e9tique<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Plus d'op\u00e9rations d'IA par watt que <a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/knowledge-center\/differences-cles-entre-cpu-et-gpu\/\">CPU\/GPU<\/a><\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"248\"><p>Faible latence d'inf\u00e9rence<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>R\u00e9ponse en temps r\u00e9el pour l'IA dans les applications critiques pour la s\u00e9curit\u00e9<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"248\"><p>Confidentialit\u00e9 et s\u00e9curit\u00e9<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Les donn\u00e9es sont trait\u00e9es localement et ne sont pas transmises au cloud<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"248\"><p>Informations hors ligne<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>L'IA fonctionne sans connexion Internet<\/p><\/td><\/tr><\/tbody>\n<\/table>\n<\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" >Fonctionnalit\u00e9s typiques d'une NPU<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Segmentation d'images et d\u00e9tection d'objets<\/p><\/li><li><p>Reconnaissance vocale et traduction sur l'appareil<\/p><\/li><li><p>Analyse des donn\u00e9es des capteurs pour la robotique et les appareils portables<\/p><\/li><li><p>Cha\u00eenes de traitement des donn\u00e9es de perception pour les syst\u00e8mes d'aide \u00e0 la conduite dans les v\u00e9hicules<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" >3\ufe0f\u20e3. NPU, CPU, GPU et TPU : comparatif<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1200\" height=\"712\" src=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2.webp\" alt=\"NPU vs CPU vs GPU vs TPU\" class=\"wp-image-3917\" srcset=\"https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2.webp 1200w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2-300x178.webp 300w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2-1024x608.webp 1024w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2-768x456.webp 768w, https:\/\/resourceslp.szlogic.cn\/wp-content\/uploads\/2026\/05\/d2b589948ab14b528b752bc9146209d2-18x12.webp 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<colgroup><col style=\"width: 132px;\"\/><col style=\"min-width: 25px;\"\/><col style=\"min-width: 25px;\"\/><col style=\"min-width: 25px;\"\/><\/colgroup><tbody><tr><th colspan=\"1\" rowspan=\"1\" colwidth=\"132\"><p>Composant<\/p><\/th><th colspan=\"1\" rowspan=\"1\"><p>Objectif<\/p><\/th><th colspan=\"1\" rowspan=\"1\"><p>Atout<\/p><\/th><th colspan=\"1\" rowspan=\"1\"><p>Emplacement typique<\/p><\/th><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"132\"><p><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/what-is-cpu-central-processing-unit\/\">CPU<\/a><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Calcul g\u00e9n\u00e9raliste<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Logique de commande et t\u00e2ches du syst\u00e8me d'exploitation<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Universel<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"132\"><p><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/what-is-a-gpu-graphics-processing-units\/\">GPU<\/a><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Calcul parall\u00e8le<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Formation et graphisme<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Cloud, PC, p\u00e9riph\u00e9rie<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"132\"><p><strong>NPU<\/strong><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p><strong>Inf\u00e9rence neuronale<\/strong><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p><strong>Une IA efficace et \u00e0 faible latence<\/strong><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p><strong>Mobile, Internet des objets (IoT), terminaux p\u00e9riph\u00e9riques<\/strong><\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"132\"><p><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/tpu-tensor-processing-unit-google-ai-accelerator\/\">TPU<\/a><\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Calcul tensoriel<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Apprentissage\/inf\u00e9rence \u00e0 grande \u00e9chelle<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Cloud (Google)<\/p><\/td><\/tr><\/tbody>\n<\/table>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Key difference<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>GPU = <strong>high-flexibility, high-throughput compute<\/strong><\/p><\/li><li><p>NPU = <strong>fixed-function, high-efficiency neural compute<\/strong><\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" >4&#xfe0f;&#x20e3;. How Does an NPU Work? <\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" >Composants cl\u00e9s<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>Tensor compute units<\/strong><\/p><\/li><li><p><strong>On-chip SRAM \/ unified memory<\/strong><\/p><\/li><li><p><strong>DMA and data-reuse pipelines<\/strong><\/p><\/li><li><p><strong>Quantization and activation engines<\/strong><\/p><\/li><li><p><strong>Neural control logic<\/strong><\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >Supported AI Workloads<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Image recognition &amp; object detection<\/p><\/li><li><p>Natural language processing<\/p><\/li><li><p>Voice and speech recognition<\/p><\/li><li><p>Sensor fusion for robotics and vehicles<\/p><\/li><li><p>Generative AI and local vision processing<\/p><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Many NPUs also support <strong>INT8, FP16, and mixed-precision<\/strong> arithmetic for higher throughput.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>5\ufe0f\u20e3<\/strong>. Common Devices Using NPUs<\/h2>\n\n\n\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<colgroup><col style=\"width: 203px;\"\/><col style=\"min-width: 25px;\"\/><\/colgroup><tbody><tr><th colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Segment<\/p><\/th><th colspan=\"1\" rowspan=\"1\"><p>Exemples<\/p><\/th><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Smartphones<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Apple Neural Engine, Qualcomm Hexagon DSP, Kirin NPU<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Edge AI Gateways<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Nvidia Jetson, Intel Movidius VPU<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Industrial Systems<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Smart <a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/plc-programmable-logic-controller-for-industrial-automation-guide\/\">PLCs<\/a>, industrial cameras<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Automobile<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p><a target=\"_blank\" rel=\"\" href=\"https:\/\/resourceslp.szlogic.cn\/fr\/glossary\/what-is-adas-system\/\">Syst\u00e8mes avanc\u00e9s d\u2019aide \u00e0 la conduite (ADAS)<\/a>, autonomous driving SoCs<\/p><\/td><\/tr><tr><td colspan=\"1\" rowspan=\"1\" colwidth=\"203\"><p>Consumer<\/p><\/td><td colspan=\"1\" rowspan=\"1\"><p>Smart speakers, AR\/VR glasses, robots<\/p><\/td><\/tr><\/tbody>\n<\/table>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" >6&#xfe0f;&#x20e3;. NPU &amp; Edge Networking \u2014 Why Connectivity Matters<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Edge AI systems often integrate <strong>network interfaces<\/strong> to stream data, update models, or communicate decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reliable wired networking is widely used in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>L'automatisation industrielle<\/p><\/li><li><p>AI vision systems (PoE cameras)<\/p><\/li><li><p>Smart access points &amp; IoT hubs<\/p><\/li><li><p>Edge servers and gateways<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >RJ45 MagJacks for AI Edge Devices<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">For AI gateways and embedded computing modules, <a target=\"_blank\" rel=\"\" href=\"https:\/\/www.l-p.com\/store-17492-integrated-rj45-connector.htm\"><strong>connecteurs RJ45 int\u00e9gr\u00e9s<\/strong> <\/a>provide:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Stable Ethernet connectivity<\/p><\/li><li><p>PoE\/PoE+ power for cameras and sensors<\/p><\/li><li><p>EMI shielding and signal integrity<\/p><\/li><li><p>Compact modular design<\/p><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>10\/100\/1000Mbps Ethernet support<\/p><\/li><li><p><a target=\"_blank\" rel=\"\" href=\"https:\/\/www.rj45-modularjack.com\/supplier-26970-poe-rj45-connector\">PoE options<\/a> pour les appareils connect\u00e9s intelligents<\/p><\/li><li><p>Con\u00e7u pour les syst\u00e8mes embarqu\u00e9s et les syst\u00e8mes de r\u00e9seau<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" >7\ufe0f\u20e3. Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Les NPU red\u00e9finissent l'architecture informatique en permettant <strong>une inf\u00e9rence IA rapide et \u00e9conome en \u00e9nergie en p\u00e9riph\u00e9rie<\/strong>. \u00c0 mesure que de plus en plus de syst\u00e8mes ex\u00e9cuteront localement des charges de travail neuronales, les NPU viendront s'ajouter aux CPU et aux GPU pour former un \u00e9l\u00e9ment central des cha\u00eenes de traitement modernes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Des smartphones aux usines intelligentes, le <strong>Unit\u00e9 de traitement neuronal<\/strong> ouvre la voie \u00e0 une nouvelle \u00e8re de <strong>d\u00e9ploiement d'IA en temps r\u00e9el, s\u00e9curis\u00e9 et \u00e0 faible latence<\/strong>.<\/p>","protected":false},"excerpt":{"rendered":"<p>D\u00e9couvrez ce qu\u2019est une NPU (unit\u00e9 de traitement neuronal), son fonctionnement et pourquoi les NPU sont essentielles pour les charges de travail d\u2019IA et les dispositifs en p\u00e9riph\u00e9rie. Comparez NPU vs CPU vs GPU et explorez des cas d\u2019usage concrets.<\/p>","protected":false},"author":1,"featured_media":3918,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[27],"tags":[22],"class_list":["post-3919","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-glossary","tag-integrated-rj45-connectors"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/posts\/3919","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/comments?post=3919"}],"version-history":[{"count":5,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/posts\/3919\/revisions"}],"predecessor-version":[{"id":10931,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/posts\/3919\/revisions\/10931"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/media\/3918"}],"wp:attachment":[{"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/media?parent=3919"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/categories?post=3919"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/resourceslp.szlogic.cn\/fr\/wp-json\/wp\/v2\/tags?post=3919"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}