{"id":260178,"date":"2025-01-02T13:26:28","date_gmt":"2025-01-02T13:26:28","guid":{"rendered":"https:\/\/datascientest.com\/?p=260178"},"modified":"2025-01-02T13:32:49","modified_gmt":"2025-01-02T13:32:49","slug":"un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3","status":"publish","type":"post","link":"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3","title":{"rendered":"Un mod\u00e8le d&rsquo;IA vient de d\u00e9passer le trillion de param\u00e8tres sur un seul syst\u00e8me CS-3"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"260178\" class=\"elementor elementor-260178\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9790a3d e-flex e-con-boxed e-con\" data-id=\"9790a3d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5346620 elementor-widget elementor-widget-text-editor\" data-id=\"5346620\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">En d\u00e9cembre 2024, Cerebras Systems a marqu\u00e9 un tournant dans l\u2019histoire de l\u2019intelligence artificielle. En collaboration avec les Laboratoires Nationaux de Sandia, en Californie, ils ont entra\u00een\u00e9 un mod\u00e8le d\u2019apprentissage profond comprenant plus d\u2019un trillion de param\u00e8tres sur un seul syst\u00e8me CS-3. Cette avanc\u00e9e technique, r\u00e9alis\u00e9e sans infrastructure complexe ni modifications du code, red\u00e9finit les standards de performance pour les mod\u00e8les d\u2019IA.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8847ba3 elementor-widget elementor-widget-heading\" data-id=\"8847ba3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Pourquoi parle-t-on d\u2019une r\u00e9volution ?\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc2fcf2 elementor-widget elementor-widget-text-editor\" data-id=\"bc2fcf2\" data-element_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<p><span style=\"font-weight: 400;\">Jusqu\u2019\u00e0 pr\u00e9sent, entra\u00eener des mod\u00e8les d\u2019une telle envergure \u00e9tait un d\u00e9fi colossal. Des milliers de GPU et des semaines de configuration mat\u00e9rielle \u00e9taient indispensables pour accomplir ce type de t\u00e2che. Le <\/span><b>Cerebras CS-3<\/b><span style=\"font-weight: 400;\">, \u00e9quip\u00e9 de la technologie Wafer Scale Cluster et du dispositif externe <\/span><b>MemoryX<\/b><span style=\"font-weight: 400;\">, vient briser cette barri\u00e8re en simplifiant radicalement le processus.<\/span><\/p><p><span style=\"font-weight: 400;\">La solution r\u00e9side dans la <\/span><b>gestion de la m\u00e9moire<\/b><span style=\"font-weight: 400;\">. Les mod\u00e8les \u00e0 trillion de param\u00e8tres n\u00e9cessitent plusieurs t\u00e9raoctets de m\u00e9moire, bien au-del\u00e0 des capacit\u00e9s d\u2019une seule unit\u00e9 <\/span><a href=\"https:\/\/datascientest.com\/gpu-data-science\"><span style=\"font-weight: 400;\">GPU<\/span><\/a><span style=\"font-weight: 400;\">. Le syst\u00e8me CS-3 utilise MemoryX, un dispositif de m\u00e9moire externe capable de stocker et de g\u00e9rer efficacement les poids du mod\u00e8le. <\/span><b>En quelques jours seulement, une configuration de 55 To a \u00e9t\u00e9 mise en place<\/b><span style=\"font-weight: 400;\">, permettant un d\u00e9marrage rapide des premi\u00e8res \u00e9tapes d\u2019entra\u00eenement.<\/span><\/p><p><span style=\"font-weight: 400;\">Mais <\/span><b>la vraie innovation r\u00e9side dans la scalabilit\u00e9 lin\u00e9aire<\/b><span style=\"font-weight: 400;\">. Apr\u00e8s avoir d\u00e9montr\u00e9 l\u2019efficacit\u00e9 d\u2019un seul syst\u00e8me CS-3, les chercheurs ont \u00e9tendu l\u2019entra\u00eenement \u00e0 16 unit\u00e9s avec une acc\u00e9l\u00e9ration quasi lin\u00e9aire de 15,3x.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f83c741 elementor-widget elementor-widget-shortcode\" data-id=\"f83c741\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><blockquote class=\"twitter-tweet\"><p lang=\"en\" dir=\"ltr\">\ud83d\udea8Cerebras Systems + Sandia National Labs have demonstrated training of a 1 trillion parameter model on a single CS-3 system (!)<br><br>This is ~1% the footprint &amp; power of an equivalent GPU cluster. <a href=\"https:\/\/t.co\/EvBVO2JjLe\">pic.twitter.com\/EvBVO2JjLe<\/a><\/p>&mdash; Cerebras (@CerebrasSystems) <a href=\"https:\/\/twitter.com\/CerebrasSystems\/status\/1866911933196275994?ref_src=twsrc%5Etfw\">December 11, 2024<\/a><\/blockquote> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24a8296 elementor-widget elementor-widget-heading\" data-id=\"24a8296\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quel impact pour l\u2019industrie de l\u2019IA ?\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf7c902 elementor-widget elementor-widget-text-editor\" data-id=\"bf7c902\" data-element_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<p><span style=\"font-weight: 400;\">L\u2019avanc\u00e9e de Cerebras ouvre des perspectives pour l\u2019ensemble de l\u2019industrie de l\u2019<\/span><a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\"><span style=\"font-weight: 400;\">intelligence artificielle<\/span><\/a><span style=\"font-weight: 400;\">, avec des implications majeures :<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Accessibilit\u00e9 accrue aux mod\u00e8les avanc\u00e9s<\/b><b><br \/><\/b><span style=\"font-weight: 400;\">Les entreprises et les laboratoires n\u2019auront plus besoin d\u2019investir dans des infrastructures co\u00fbteuses et complexes. Avec le syst\u00e8me CS-3, m\u00eame les petites structures peuvent envisager de d\u00e9velopper des mod\u00e8les de pointe.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>R\u00e9duction des co\u00fbts et de l\u2019empreinte carbone<\/b><b><br \/><\/b><span style=\"font-weight: 400;\">Les solutions traditionnelles n\u00e9cessitent des milliers de GPU et consomment une \u00e9nergie consid\u00e9rable. En utilisant une infrastructure compacte comme le CS-3, le co\u00fbt \u00e9nerg\u00e9tique et financier est drastiquement r\u00e9duit.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Acc\u00e9l\u00e9ration du time-to-market pour les innovations IA<\/b><b><br \/><\/b><span style=\"font-weight: 400;\">Gr\u00e2ce \u00e0 la simplicit\u00e9 de configuration et \u00e0 la scalabilit\u00e9 de la solution, les d\u00e9lais entre la conception d\u2019un mod\u00e8le et son impl\u00e9mentation sont r\u00e9duits. Cela permettra \u00e0 des entreprises de d\u00e9ployer des solutions <\/span><b>plus rapidement et efficacement<\/b><span style=\"font-weight: 400;\">.<\/span><\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6456185 elementor-widget elementor-widget-text-editor\" data-id=\"6456185\" data-element_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<p><span style=\"font-weight: 400;\">Alors que les g\u00e9ants de la technologie se battent pour d\u00e9velopper des mod\u00e8les toujours plus grands, le CS-3 prouve que la simplicit\u00e9 et l\u2019efficacit\u00e9 peuvent surpasser la complexit\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Si cet article vous a plu et si vous envisagez une carri\u00e8re dans la Data Science ou tout simplement une mont\u00e9e en comp\u00e9tences dans votre domaine, n\u2019h\u00e9sitez pas \u00e0 d\u00e9couvrir nos <\/span><a href=\"https:\/\/datascientest.com\/formations-data\"><span style=\"font-weight: 400;\">offres de formations<\/span><\/a><span style=\"font-weight: 400;\"> ou nos <\/span><a href=\"https:\/\/datascientest.com\/blog-data-ia-actualites\"><span style=\"font-weight: 400;\">articles de blog<\/span><\/a><span style=\"font-weight: 400;\"> sur DataScientest.<\/span><\/p><p><i><span style=\"font-weight: 400;\">Source : cerebras.ai<\/span><\/i><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf4324d elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"bf4324d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrez nos formations en Data Science<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>En d\u00e9cembre 2024, Cerebras Systems a marqu\u00e9 un tournant dans l\u2019histoire de l\u2019intelligence artificielle. En collaboration avec les Laboratoires Nationaux de Sandia, en Californie, ils ont entra\u00een\u00e9 un mod\u00e8le d\u2019apprentissage profond comprenant plus d\u2019un trillion de param\u00e8tres sur un seul syst\u00e8me CS-3. Cette avanc\u00e9e technique, r\u00e9alis\u00e9e sans infrastructure complexe ni modifications du code, red\u00e9finit les [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":260179,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Un mod\u00e8le d&#039;IA vient de d\u00e9passer le trillion de param\u00e8tres sur un seul syst\u00e8me CS-3<\/title>\n<meta name=\"description\" content=\"En collaboration avec les Laboratoires Nationaux de Sandia, Cerebras Systems a marqu\u00e9 un tournant dans l\u2019histoire de l\u2019intelligence artificielle.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Un mod\u00e8le d&#039;IA vient de d\u00e9passer le trillion de param\u00e8tres sur un seul syst\u00e8me CS-3\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-02T13:26:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-02T13:32:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/01\/Capture-decran-2025-01-02-130043.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1303\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Gabin Paul\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Gabin Paul\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3\",\"url\":\"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3\",\"name\":\"Un mod\u00e8le d'IA vient de d\u00e9passer le trillion de param\u00e8tres sur un seul syst\u00e8me CS-3\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2025-01-02T13:26:28+00:00\",\"dateModified\":\"2025-01-02T13:32:49+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/e0a8fd3a0296d725eb15dcea49f577d1\"},\"description\":\"En collaboration avec les Laboratoires Nationaux de Sandia, Cerebras Systems a marqu\u00e9 un tournant dans l\u2019histoire de l\u2019intelligence artificielle.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/un-modele-dia-vient-de-depasser-le-trillion-de-parametres-sur-un-seul-systeme-cs-3\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/e0a8fd3a0296d725eb15dcea49f577d1\",\"name\":\"Gabin Paul\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/1674665203992.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/1674665203992.jpeg\",\"caption\":\"Gabin Paul\"},\"description\":\"Gabin Paul est un journaliste r\u00e9dacteur chez DataScientest. 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