CINXE.COM

<!doctype html><html lang="en-US" dir="ltr"><head><base href="https://cloud.google.com/blog/"><link rel="preconnect" href="//www.gstatic.com"><meta name="referrer" content="origin"><meta name="viewport" content="initial-scale=1, width=device-width"><meta name="track-metadata-page_hosting_platform" content="blog_boq"><meta name="mobile-web-app-capable" content="yes"><meta name="apple-mobile-web-app-capable" content="yes"><meta name="application-name" content="Google Cloud Blog"><meta name="apple-mobile-web-app-title" content="Google Cloud Blog"><meta name="apple-mobile-web-app-status-bar-style" content="black"><meta name="msapplication-tap-highlight" content="no"><link rel="preconnect" href="//fonts.googleapis.com"><link rel="preconnect" href="//fonts.gstatic.com"><link rel="preconnect" href="//www.gstatic.com"><link rel="preconnect" href="//storage.googleapis.com"><link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Google+Sans+Text_old:400,500,700,400i,500i,700i"><link rel="manifest" crossorigin="use-credentials" href="_/TransformBlogUi/manifest.json"><link rel="home" href="/?lfhs=2"><link rel="msapplication-starturl" href="/?lfhs=2"><link rel="icon" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><link rel="apple-touch-icon-precomposed" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><link rel="msapplication-square32x32logo" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><script data-id="_gd" nonce="y9ByX4Bk91kZCDaHbmt4jA">window.WIZ_global_data = {"Bwo7Jf":"%.@.\"SG\",1]","CGQM5":"%.@.[[1]]]","DpimGf":false,"EP1ykd":["/_/*","/accounts/*","/transform","/transform/*"],"FdrFJe":"-5687446908736148169","Im6cmf":"/blog/_/TransformBlogUi","JvMKJd":"%.@.\"GTM-5CVQBG\",[[\"en\",\"\\u202aEnglish\\u202c\",true,\"en\"],[\"de\",\"\\u202aDeutsch\\u202c\",true,\"de\"],[\"es\",\"\\u202aEspañol\\u202c\",true,\"es\"],[\"es-419\",\"\\u202aEspañol (Latinoamérica)\\u202c\",true,\"es-419\"],[\"fr\",\"\\u202aFrançais\\u202c\",true,\"fr\"],[\"id\",\"\\u202aIndonesia\\u202c\",true,\"id\"],[\"it\",\"\\u202aItaliano\\u202c\",true,\"it\"],[\"pt-BR\",\"\\u202aPortuguês (Brasil)\\u202c\",true,\"pt-BR\"],[\"zh-CN\",\"\\u202a简体中文\\u202c\",true,\"zh-Hans\"],[\"zh-TW\",\"\\u202a繁體中文\\u202c\",true,\"zh-Hant\"],[\"ja\",\"\\u202a日本語\\u202c\",true,\"ja\"],[\"ko\",\"\\u202a한국어\\u202c\",true,\"ko\"]],[\"83405\",\"AIzaSyD3LJeW4Q6gtdgJlyeFZUp-GhpIoc6EUeg\"],\"en\",null,null,[],[[\"https://cloud.google.com/innovators\",\"https://cloud.google.com/innovators/plus/activate\",\"https://cloud.google.com/innovators/innovatorsplus\"],[\"https://workspace.google.com/pricing\",\"https://www.x.com/googleworkspace\",\"https://www.facebook.com/googleworkspace\",\"https://www.youtube.com/channel/UCBmwzQnSoj9b6HzNmFrg_yw\",\"https://www.instagram.com/googleworkspace\",\"https://www.linkedin.com/showcase/googleworkspace\",\"https://about.google/?utm_source\\u003dworkspace.google.com\\u0026utm_medium\\u003dreferral\\u0026utm_campaign\\u003dgsuite-footer-en\",\"https://about.google/products/?tip\\u003dexplore\",\"https://workspace.google.com\",\"https://workspace.google.com/contact/?source\\u003dgafb-form-globalnav-en\",\"https://workspace.google.com/business/signup/welcome?hl\\u003den\\u0026source\\u003dgafb-form-globalnav-en\",\"https://workspace.google.com/blog\"],[\"https://www.cloudskillsboost.google\",\"https://www.cloudskillsboost.google?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/subscriptions?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreenlaunchpromo\",\"https://www.cloudskillsboost.google/subscriptions?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/catalog?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/paths?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\"],[\"https://mapsplatform.google.com\"],[\"https://cloud.google.com/developers\",\"https://cloud.google.com/developers/settings?utm_source\\u003dinnovators\"],[\"https://console.cloud.google.com/freetrial\",\"https://console.cloud.google.com/\",\"https://console.cloud.google.com/freetrial?redirectPath\\u003dhttps://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5\"],[\"https://aitestkitchen.withgoogle.com/signup\",\"https://blog.google/technology/ai/join-us-in-the-ai-test-kitchen/\",\"https://cloud.google.com/ai\"],[\"https://googlecloudplatform.blogspot.com/\",\"https://github.com/GoogleCloudPlatform\",\"https://www.linkedin.com/company/google-cloud\",\"https://twitter.com/GoogleCloud_sg\",\"https://www.facebook.com/googlecloud\",\"https://www.youtube.com/GoogleCloudAPAC\"]],[2025,2,25],[[\"en\",\"x-default\"],\"x-default\"],[null,true],null,\"/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5?hl\\u003den\",[\"6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr\"]]","LVIXXb":1,"LoQv7e":false,"M55kSc":"%.@.]","MT7f9b":[],"MUE6Ne":"TransformBlogUi","PylxI":"%.@.\"cloudblog\",\"products/ai-machine-learning/whats-new-with-pytorchxla-2-5\",[\"en\",\"de\",\"fr\",\"ko\",\"ja\"],\"en\",null,\"https://cloud.google.com/blog\",\"blog_article\",\"cloud.google.com\",[\"https://console.cloud.google.com/freetrial/\",\"https://cloud.google.com/contact/\",\"https://cloud.google.com/\",\"https://cloud.google.com/blog\",\"https://cloud.google.com/\",\"https://www.google.com/\",\"https://cloud.google.com/products/\",\"https://about.google.com/products/\",\"https://about.google/intl/en/\",\"https://support.google.com\"],[\"googlecloud\",\"googlecloud\",\"showcase/google-cloud\",\"googlecloud/\",\"googlecloud/\"],true]","QrtxK":"","S06Grb":"","S6lZl":105833389,"TSDtV":"%.@.[[null,[[45680097,null,false,null,null,null,\"PvHIUc\"],[45532645,null,true,null,null,null,\"wFnpse\"],[45449433,null,true,null,null,null,\"BotAtd\"],[45662378,null,true,null,null,null,\"DG71uf\"],[45449449,null,true,null,null,null,\"b5B1L\"],[45671693,null,false,null,null,null,\"U3qtXc\"],[45646404,null,false,null,null,null,\"tfPPe\"],[45651445,null,true,null,null,null,\"XzXOC\"],[45631885,null,false,null,null,null,\"kG32O\"],[45449445,null,true,null,null,null,\"C4H3Td\"],[45649370,null,true,null,null,null,\"LibkZ\"],[45657332,null,true,null,null,null,\"oBUucf\"],[45449438,null,false,null,null,null,\"m0uJSe\"],[45675648,null,true,null,null,null,\"QQ53xf\"],[45678264,null,false,null,null,null,\"ELAPBf\"],[45449467,null,null,null,\"variant2\",null,\"qL2Vf\"],[45672660,null,false,null,null,null,\"yquuPe\"],[45449469,null,null,null,\"default\",null,\"mBNY1\"],[45449434,null,true,null,null,null,\"PvZHQ\"],[45664077,null,false,null,null,null,\"w1axY\"],[45449423,null,null,null,\"default\",null,\"FIJFKf\"],[45449435,null,false,null,null,null,\"s7Z7Ld\"],[45659313,null,true,null,null,null,\"i2rGv\"],[45532646,null,true,null,null,null,\"RIvlU\"],[45449439,null,true,null,null,null,\"lsuui\"],[45650156,null,true,null,null,null,\"Pr5Lcf\"],[45651724,null,true,null,null,null,\"xYDLRc\"],[45672575,null,true,null,null,null,\"XvhzSc\"],[45449444,null,true,null,null,null,\"HGJqie\"],[45663526,null,false,null,null,null,\"kG33G\"],[45449436,null,false,null,null,null,\"NCoWOd\"],[45667527,null,true,null,null,null,\"Qzt9sd\"],[45449424,null,null,null,\"default\",null,\"PB4oCc\"],[45674523,null,false,null,null,null,\"EB3TEf\"],[45449442,null,true,null,null,null,\"dsKk4d\"],[45672570,null,true,null,null,null,\"N2GVqc\"],[45663339,null,true,null,null,null,\"OEmSkb\"],[45664956,null,true,null,null,null,\"aeNUHe\"],[45459555,null,false,null,null,null,\"Imeoqb\"],[45449440,null,false,null,null,null,\"j9nUqf\"],[45449471,null,null,null,\"default\",null,\"Ammqqf\"],[45612748,null,false,null,null,null,\"fdXYmb\"],[45671281,null,false,null,null,null,\"TQUxrf\"],[45449443,null,false,null,null,null,\"wvKxS\"],[45616194,null,false,null,null,null,\"y3jdm\"],[45449428,null,null,null,\"default\",null,\"cbPi4d\"],[45449450,null,false,null,null,null,\"PTNaKe\"],[45449446,null,true,null,null,null,\"ktxJzc\"],[45449468,null,null,null,\"variant3\",null,\"BUEcUe\"],[45672461,null,false,null,null,null,\"Nf7gI\"],[45449422,null,null,null,\"default\",null,\"epsxQe\"],[45628378,null,true,null,null,null,\"hRRuzd\"],[45662552,null,true,null,null,null,\"epuB3d\"],[45655733,null,true,null,null,null,\"xPTOyb\"]],\"CAMSKB0h5c2IEKX+BOjvF/2KA82ttBLx8+UGFsbHEvxo3zT2xAIF30C/+AY\\u003d\"]]]","UUFaWc":"%.@.null,1000,2]","Vvafkd":false,"Yllh3e":"%.@.1740543033590842,12002737,2570626102]","aAofAd":"%.@.[[[\"Solutions \\u0026 technology\",null,[[[\"AI \\u0026 Machine Learning\",\"/blog/products/ai-machine-learning\"],[\"API Management\",\"/blog/products/api-management\"],[\"Application Development\",\"/blog/products/application-development\"],[\"Application Modernization\",\"/blog/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"Compute\",\"/blog/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/products/containers-kubernetes\"],[\"Data Analytics\",\"/blog/products/data-analytics\"],[\"Databases\",\"/blog/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/topics/maps-geospatial\"],[\"Security\",null,[[[\"Security \\u0026 Identity\",\"/blog/products/identity-security\"],[\"Threat Intelligence\",\"/blog/topics/threat-intelligence\"]]]],[\"Infrastructure\",\"/blog/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/products/infrastructure-modernization\"],[\"Networking\",\"/blog/products/networking\"],[\"Productivity \\u0026 Collaboration\",\"/blog/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/products/sap-google-cloud\"],[\"Storage \\u0026 Data Transfer\",\"/blog/products/storage-data-transfer\"],[\"Sustainability\",\"/blog/topics/sustainability\"]]]],[\"Ecosystem\",null,[[[\"IT Leaders\",\"/transform\"],[\"Industries\",null,[[[\"Financial Services\",\"/blog/topics/financial-services\"],[\"Healthcare \\u0026 Life Sciences\",\"/blog/topics/healthcare-life-sciences\"],[\"Manufacturing\",\"/blog/topics/manufacturing\"],[\"Media \\u0026 Entertainment\",\"/blog/products/media-entertainment\"],[\"Public Sector\",\"/blog/topics/public-sector\"],[\"Retail\",\"/blog/topics/retail\"],[\"Supply Chain\",\"/blog/topics/supply-chain-logistics\"],[\"Telecommunications\",\"/blog/topics/telecommunications\"]]]],[\"Partners\",\"/blog/topics/partners\"],[\"Startups \\u0026 SMB\",\"/blog/topics/startups\"],[\"Training \\u0026 Certifications\",\"/blog/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/topics/inside-google-cloud\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/topics/google-cloud-next\"],[\"Google Cloud Consulting\",\"/blog/topics/consulting\"],[\"Google Maps Platform\",\"https://mapsplatform.google.com/resources/blog/\"],[\"Google Workspace\",\"https://workspace.google.com/blog\"]]]],[\"Developers \\u0026 Practitioners\",\"/blog/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform\"]]],[[\"de\",[[[\"Neuigkeiten\",\"/blog/de/topics/whats-new/aktuelles-auf-dem-google-cloud-blog\"],[\"Lösungen \\u0026 Technologien\",null,[[[\"Anwendungsentwicklung\",\"/blog/de/products/application-development\"],[\"Anwendungsmodernisierung\",\"/blog/de/products/anwendungsmodernisierung\"],[\"API-Verwaltung\",\"/blog/de/products/api-management\"],[\"Chrome Enterprise\",\"/blog/de/products/chrome-enterprise\"],[\"Computing\",\"/blog/de/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/de/products/containers-kubernetes\"],[\"Datenanalysen\",\"/blog/de/products/data-analytics\"],[\"Datenbanken\",\"/blog/de/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/de/products/devops-sre\"],[\"Infrastruktur\",\"/blog/de/products/infrastructure\"],[\"KI \\u0026 Machine Learning\",\"/blog/de/products/ai-machine-learning\"],[\"Maps \\u0026 Geospatial\",\"/blog/de/topics/maps-geospatial\"],[\"Modernisierung der Infrastruktur\",\"/blog/de/products/modernisierung-der-infrastruktur\"],[\"Nachhaltigkeit\",\"/blog/de/topics/nachhaltigkeit\"],[\"Netzwerk\",\"/blog/de/products/networking\"],[\"Produktivität und Zusammenarbeit\",\"/blog/de/products/produktivitaet-und-kollaboration\"],[\"SAP in Google Cloud\",\"/blog/de/products/sap-google-cloud\"],[\"Sicherheit \\u0026 Identität\",\"/blog/de/products/identity-security\"],[\"Speicher und Datentransfer\",\"/blog/de/products/storage-data-transfer\"]]]],[\"Ökosystem\",null,[[[\"IT Leader\",\"/transform/de\"],[\"Industrien\",null,[[[\"Behörden und öffentlicher Sektor\",\"/blog/de/topics/public-sector\"],[\"Einzelhandel\",\"/blog/de/topics/retail\"],[\"Fertigung\",\"/blog/de/topics/fertigung\"],[\"Finanzdienstleistungen\",\"/blog/de/topics/financial-services\"],[\"Gesundheitswesen und Biowissenschaften\",\"/blog/de/topics/healthcare-life-sciences\"],[\"Lieferkette und Logistik\",\"/blog/de/topics/lieferkette-und-logistik\"],[\"Medien und Unterhaltung\",\"/blog/de/products/media-entertainment\"],[\"Telekommunikation\",\"/blog/de/topics/telecommunications\"]]]],[\"Entwickler*innen \\u0026 Fachkräfte\",\"/blog/de/topics/developers-practitioners\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/de/topics/events\"],[\"Google Maps Platform\",\"/blog/de/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/de\"],[\"Inside Google Cloud\",\"/blog/de/topics/inside-google-cloud\"],[\"Kunden\",\"/blog/de/topics/kunden\"],[\"Partner\",\"/blog/de/topics/partners\"],[\"Start-ups und KMU\",\"/blog/de/topics/startups\"],[\"Training und Zertifizierung\",\"/blog/de/topics/training-certifications\"]]]],[\"Transformation mit Google Cloud\",\"/transform/de\"]]]],[\"en\",[[[\"Solutions \\u0026 technology\",null,[[[\"AI \\u0026 Machine Learning\",\"/blog/products/ai-machine-learning\"],[\"API Management\",\"/blog/products/api-management\"],[\"Application Development\",\"/blog/products/application-development\"],[\"Application Modernization\",\"/blog/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"Compute\",\"/blog/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/products/containers-kubernetes\"],[\"Data Analytics\",\"/blog/products/data-analytics\"],[\"Databases\",\"/blog/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/topics/maps-geospatial\"],[\"Security\",null,[[[\"Security \\u0026 Identity\",\"/blog/products/identity-security\"],[\"Threat Intelligence\",\"/blog/topics/threat-intelligence\"]]]],[\"Infrastructure\",\"/blog/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/products/infrastructure-modernization\"],[\"Networking\",\"/blog/products/networking\"],[\"Productivity \\u0026 Collaboration\",\"/blog/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/products/sap-google-cloud\"],[\"Storage \\u0026 Data Transfer\",\"/blog/products/storage-data-transfer\"],[\"Sustainability\",\"/blog/topics/sustainability\"]]]],[\"Ecosystem\",null,[[[\"IT Leaders\",\"/transform\"],[\"Industries\",null,[[[\"Financial Services\",\"/blog/topics/financial-services\"],[\"Healthcare \\u0026 Life Sciences\",\"/blog/topics/healthcare-life-sciences\"],[\"Manufacturing\",\"/blog/topics/manufacturing\"],[\"Media \\u0026 Entertainment\",\"/blog/products/media-entertainment\"],[\"Public Sector\",\"/blog/topics/public-sector\"],[\"Retail\",\"/blog/topics/retail\"],[\"Supply Chain\",\"/blog/topics/supply-chain-logistics\"],[\"Telecommunications\",\"/blog/topics/telecommunications\"]]]],[\"Partners\",\"/blog/topics/partners\"],[\"Startups \\u0026 SMB\",\"/blog/topics/startups\"],[\"Training \\u0026 Certifications\",\"/blog/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/topics/inside-google-cloud\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/topics/google-cloud-next\"],[\"Google Cloud Consulting\",\"/blog/topics/consulting\"],[\"Google Maps Platform\",\"https://mapsplatform.google.com/resources/blog/\"],[\"Google Workspace\",\"https://workspace.google.com/blog\"]]]],[\"Developers \\u0026 Practitioners\",\"/blog/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform\"]]]],[\"fr\",[[[\"Les tendances\",\"/blog/fr/topics/les-tendances/quelles-sont-les-nouveautes-de-google-cloud\"],[\"Solutions et Technologie\",null,[[[\"Analyse de données\",\"/blog/fr/products/analyse-de-donnees/\"],[\"Bases de données\",\"/blog/fr/products/databases\"],[\"Calcul\",\"/blog/fr/products/calcul/\"],[\"Chrome Entreprise\",\"/blog/fr/products/chrome-enterprise/\"],[\"Conteneurs et Kubernetes\",\"/blog/fr/products/conteneurs-et-kubernetes/\"],[\"Développement d\u0027Applications\",\"/blog/fr/products/application-development\"],[\"Développement durable\",\"/blog/fr/topics/developpement-durable\"],[\"DevOps et ingénierie SRE\",\"/blog/fr/products/devops-sre\"],[\"Gestion des API\",\"/blog/fr/products/api-management\"],[\"IA et Machine Learning\",\"/blog/fr/products/ai-machine-learning\"],[\"Infrastructure\",\"/blog/fr/products/infrastructure\"],[\"Maps et Géospatial\",\"/blog/fr/topics/maps-geospatial\"],[\"Modernisation d\u0027Applications\",\"/blog/fr/products/modernisation-dapplications/\"],[\"Modernisation d\u0027Infrastructure\",\"/blog/fr/products/modernisation-dinfrastructure/\"],[\"Networking\",\"/blog/fr/products/networking\"],[\"Productivité et Collaboration\",\"/blog/fr/products/productivite-et-collaboration\"],[\"SAP sur Google Cloud\",\"/blog/fr/products/sap-google-cloud\"],[\"Sécurité et Identité\",\"/blog/fr/products/identity-security\"],[\"Stockage et transfert de données\",\"/blog/fr/products/storage-data-transfer\"]]]],[\"Écosystème\",null,[[[\"Responsables IT\",\"/transform/fr\"],[\"Industries\",null,[[[\"Commerce\",\"/blog/fr/topics/retail\"],[\"Manufacturing\",\"/blog/fr/topics/manufacturing\"],[\"Médias et Divertissement\",\"/blog/fr/products/media-entertainment\"],[\"Santé\",\"/blog/fr/topics/healthcare-life-sciences\"],[\"Secteur Public\",\"/blog/fr/topics/public-sector\"],[\"Services Financiers\",\"/blog/fr/topics/financial-services\"],[\"Supply Chain\",\"/blog/fr/topics/supply-chain/\"],[\"Telecommunications\",\"/blog/fr/topics/telecommunications\"]]]],[\"Clients\",\"/blog/fr/topics/clients/\"],[\"Développeurs et professionnels\",\"/blog/fr/topics/developers-practitioners\"],[\"Formations et certifications\",\"/blog/fr/topics/training-certifications\"],[\"Google Cloud Next et Événements\",\"/blog/fr/topics/evenements\"],[\"Google Maps Platform\",\"/blog/fr/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/fr\"],[\"Inside Google Cloud\",\"/blog/fr/topics/inside-google-cloud\"],[\"Partenaires\",\"/blog/fr/topics/partners\"],[\"Start-ups et PME\",\"/blog/fr/topics/startups\"]]]],[\"Transformer avec Google Cloud\",\"/transform/fr\"]]]],[\"ja\",[[[\"ソリューションとテクノロジー\",null,[[[\"AI \\u0026 機械学習\",\"/blog/ja/products/ai-machine-learning\"],[\"API 管理\",\"/blog/ja/products/api-management\"],[\"アプリケーション開発\",\"/blog/ja/products/application-development\"],[\"アプリケーションモダナイゼーション\",\"/blog/ja/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/ja/products/chrome-enterprise\"],[\"コンピューティング\",\"/blog/ja/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/ja/products/containers-kubernetes\"],[\"データ分析\",\"/blog/ja/products/data-analytics\"],[\"データベース\",\"/blog/ja/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/ja/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/ja/products/maps-platform\"],[\"セキュリティ\",null,[[[\"セキュリティ \\u0026 アイデンティティ\",\"/blog/ja/products/identity-security\"],[\"脅威インテリジェンス\",\"/blog/ja/topics/threat-intelligence\"]]]],[\"インフラストラクチャ\",\"/blog/ja/products/infrastructure\"],[\"インフラモダナイゼーション\",\"/blog/ja/products/infrastructure-modernization\"],[\"ネットワーキング\",\"/blog/ja/products/networking\"],[\"生産性とコラボレーション\",\"/blog/ja/products/productivity-collaboration\"],[\"Google Cloud での SAP\",\"/blog/ja/products/sap-google-cloud\"],[\"ストレージとデータ転送\",\"/blog/ja/products/storage-data-transfer\"],[\"サステナビリティ\",\"/blog/ja/topics/sustainability\"]]]],[\"エコシステム\",null,[[[\"ITリーダー\",\"/transform/ja\"],[\"業種\",null,[[[\"金融サービス\",\"/blog/ja/topics/financial-services\"],[\"ヘルスケア、ライフサイエンス\",\"/blog/ja/topics/healthcare-life-sciences\"],[\"製造\",\"/blog/ja/topics/manufacturing\"],[\"メディア、エンターテイメント\",\"/blog/ja/products/media-entertainment\"],[\"公共部門\",\"/blog/ja/topics/public-sector\"],[\"小売業\",\"/blog/ja/topics/retail\"],[\"サプライチェーン\",\"/blog/ja/topics/supply-chain-logistics\"],[\"通信\",\"/blog/ja/topics/telecommunications\"]]]],[\"顧客事例\",\"/blog/ja/topics/customers\"],[\"パートナー\",\"/blog/ja/topics/partners\"],[\"スタートアップ \\u0026 SMB\",\"/blog/ja/topics/startups\"],[\"トレーニングと認定\",\"/blog/ja/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/ja/topics/inside-google-cloud\"],[\"Google Cloud Next とイベント\",\"/blog/ja/topics/google-cloud-next\"],[\"Google Maps Platform\",\"/blog/ja/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/ja\"]]]],[\"デベロッパー\",\"/blog/ja/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform/ja\"]]]],[\"ko\",[[[\"솔루션 및 기술\",null,[[[\"AI 및 머신러닝\",\"/blog/ko/products/ai-machine-learning\"],[\"API 관리\",\"/blog/ko/products/api-management\"],[\"애플리케이션 개발\",\"/blog/ko/products/application-development\"],[\"애플리케이션 현대화\",\"/blog/ko/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"컴퓨팅\",\"/blog/ko/products/compute\"],[\"컨테이너 \\u0026 Kubernetes\",\"/blog/ko/products/containers-kubernetes\"],[\"데이터 분석\",\"/blog/ko/products/data-analytics\"],[\"데이터베이스\",\"/blog/ko/products/databases\"],[\"DevOps 및 SRE\",\"/blog/ko/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/ko/products/maps-platform\"],[\"보안\",null,[[[\"보안 \\u0026 아이덴티티\",\"/blog/ko/products/identity-security\"],[\"위협 인텔리전스\",\"/blog/ko/topics/threat-intelligence\"]]]],[\"인프라\",\"/blog/ko/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/ko/products/infrastructure-modernization\"],[\"네트워킹\",\"/blog/ko/products/networking\"],[\"생산성 및 공동작업\",\"/blog/ko/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/ko/products/sap-google-cloud\"],[\"스토리지 및 데이터 전송\",\"/blog/ko/products/storage-data-transfer\"],[\"지속가능성\",\"/blog/ko/topics/sustainability\"]]]],[\"에코시스템\",null,[[[\"IT Leaders\",\"/transform/ko\"],[\"업종\",null,[[[\"금융 서비스\",\"/blog/ko/topics/financial-services\"],[\"의료 및 생명과학\",\"/blog/ko/topics/healthcare-life-sciences\"],[\"제조업\",\"/blog/ko/topics/manufacturing\"],[\"미디어 및 엔터테인먼트\",\"/blog/ko/products/media-entertainment\"],[\"공공부문\",\"/blog/ko/topics/public-sector\"],[\"소매업\",\"/blog/ko/topics/retail\"],[\"공급망\",\"/blog/topics/supply-chain-logistics\"],[\"통신\",\"/blog/ko/topics/telecommunications\"]]]],[\"고객 사례\",\"/blog/ko/topics/customers\"],[\"파트너\",\"/blog/ko/topics/partners\"],[\"스타트업 \\u0026 SMB\",\"/blog/ko/topics/startups\"],[\"교육 \\u0026 인증\",\"/blog/ko/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/ko/topics/inside-google-cloud\"],[\"Google Cloud Next 및 이벤트\",\"/blog/ko/topics/google-cloud-next\"],[\"Google Maps Platform\",\"/blog/ko/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/ko\"]]]],[\"개발 및 IT운영\",\"/blog/ko/topics/developers-practitioners\"],[\"Google Cloud와 함께 하는 디지털 혁신\",\"/transform/ko\"]]]]]]","cfb2h":"boq_cloudx-web-blog-uiserver_20250224.07_p0","eptZe":"/blog/_/TransformBlogUi/","f8POw":"%.@.[97960272,97953322,48830069,93778619,1714242,97960269,97442199,98002146,97869659,97848710,97656899,97863042,97496388,97535270,1706538,48554501,97969449,48897392,97785988,97933470,48489826,97442181,97656881,97496370,97785970],null,null,null,null,true]","fPDxwd":[97496388,97848710,97863042,97869659,97960269],"gGcLoe":false,"iCzhFc":false,"nQyAE":{"b5B1L":"true","PTNaKe":"false","ktxJzc":"true","BUEcUe":"variant3","kG32O":"false","C4H3Td":"true","QQ53xf":"true","Pr5Lcf":"true","kG33G":"false","EB3TEf":"false","aeNUHe":"true","j9nUqf":"false","wvKxS":"false","PvHIUc":"false","wFnpse":"true","U3qtXc":"false","tfPPe":"false","m0uJSe":"false","ELAPBf":"false","yquuPe":"false","PvZHQ":"true","s7Z7Ld":"false","i2rGv":"true","RIvlU":"true","lsuui":"true","XvhzSc":"true","HGJqie":"true","NCoWOd":"false","Qzt9sd":"true","dsKk4d":"true","N2GVqc":"true","fdXYmb":"false","TQUxrf":"false","Nf7gI":"false","epuB3d":"true","BotAtd":"true"},"p9hQne":"https://www.gstatic.com/_/boq-cloudx-web-blog/_/r/","qwAQke":"TransformBlogUi","rtQCxc":-480,"u4g7r":"%.@.null,1,2]","vJ2GOe":"%.@.null,[[\"de\",[[[\"Themen\",null,[[[\"Product Announcements\",\"/blog/de/product-announcements\"],[\"KI \\u0026 Machine Learning\",\"/blog/de/ai-machine-learning\"],[\"Produktivität und Kollaboration\",\"/blog/de/productivity-collaboration\"],[\"Identität und Sicherheit\",\"/blog/de/identity-and-security\"],[\"Future of Work\",\"/blog/de/future-of-work\"],[\"Hybrides Arbeiten\",\"/blog/de/hybrid-work\"],[\"Kundenreferenzen\",\"/blog/de/customer-stories\"],[\"Entwickler*innen und Fachkräfte\",\"/blog/de/developers-practitioners\"],[\"Partner\",\"/blog/de/partners\"],[\"Events\",\"/blog/de/events\"],[\"Öffentlicher Sektor\",\"/blog/de/public-sector\"]]]],[\"Produktneuigkeiten\",null,[[[\"Gmail\",\"/blog/de/gmail\"],[\"Meet\",\"/blog/de/meet\"],[\"Chat and Spaces\",\"/blog/de/chat-spaces\"],[\"Drive\",\"/blog/de/drive\"],[\"Docs\",\"/blog/de/docs\"],[\"Sheets\",\"/blog/de/sheets\"]]]]]]],[\"en\",[[[\"Topics\",null,[[[\"Product Announcements\",\"/blog/product-announcements\"],[\"AI and Machine Learning\",\"/blog/ai-machine-learning\"],[\"Productivity and Collaboration\",\"/blog/productivity-collaboration\"],[\"Identity and Security\",\"/blog/identity-and-security\"],[\"Future of Work\",\"/blog/future-of-work\"],[\"Hybrid Work\",\"/blog/hybrid-work\"],[\"Customer Stories\",\"/blog/customer-stories\"],[\"Developers and Practitioners\",\"/blog/developers-practitioners\"],[\"Partners\",\"/blog/partners\"],[\"Events\",\"/blog/events\"],[\"Public Sector\",\"/blog/public-sector\"]]]],[\"Product News\",null,[[[\"Gmail\",\"/blog/gmail\"],[\"Meet\",\"/blog/meet\"],[\"Chat and Spaces\",\"/blog/chat-spaces\"],[\"Drive\",\"/blog/drive\"],[\"Docs\",\"/blog/docs\"],[\"Sheets\",\"/blog/sheets\"]]]]]]],[\"fr\",[[[\"Thèmes\",null,[[[\"Product Announcements\",\"/blog/fr/product-announcements\"],[\"IA et Machine Learning\",\"/blog/fr/ai-machine-learning\"],[\"Productivité et Collaboration\",\"/blog/fr/productivity-collaboration\"],[\"Identité et Sécurité\",\"/blog/fr/identity-and-security\"],[\"L\u0027avenir du travail\",\"/blog/fr/future-of-work\"],[\"Travail hybride\",\"/blog/fr/hybrid-work\"],[\"Témoignages Clients\",\"/blog/fr/customer-stories\"],[\"Développeurs et professionnels\",\"/blog/fr/developers-practitioners\"],[\"Partenaires\",\"/blog/fr/partners\"],[\"Événements\",\"/blog/fr/events\"],[\"Secteur Public\",\"/blog/fr/public-sector\"]]]],[\"Annonces sur les produits\",null,[[[\"Gmail\",\"/blog/fr/gmail\"],[\"Meet\",\"/blog/fr/meet\"],[\"Chat et Spaces\",\"/blog/fr/chat-spaces\"],[\"Drive\",\"/blog/fr/drive\"],[\"Docs\",\"/blog/fr/docs\"],[\"Sheets\",\"/blog/fr/sheets\"]]]]]]],[\"ja\",[[[\"トピック\",null,[[[\"プロダクトの発表\",\"/blog/ja/product-announcements\"],[\"AI \\u0026 機械学習\",\"/blog/ja/ai-machine-learning\"],[\"生産性とコラボレーション\",\"/blog/ja/productivity-collaboration\"],[\"アイデンティティとセキュリティ\",\"/blog/ja/identity-and-security\"],[\"未来の働き方\",\"/blog/ja/future-of-work\"],[\"ハイブリッドな働き方\",\"/blog/ja/hybrid-work\"],[\"顧客事例\",\"/blog/ja/customer-stories\"],[\"デベロッパー\",\"/blog/ja/developers-practitioners\"],[\"パートナー\",\"/blog/ja/partners\"],[\"イベント\",\"/blog/ja/events\"],[\"公共部門\",\"/blog/ja/public-sector\"]]]],[\"製品ニュース\",null,[[[\"Gmail\",\"/blog/ja/gmail\"],[\"Meet\",\"/blog/ja/meet\"],[\"Chat and Spaces\",\"/blog/ja/chat-spaces\"],[\"ドライブ\",\"/blog/ja/drive\"],[\"ドキュメント\",\"/blog/ja/docs\"],[\"スプレッドシート\",\"/blog/ja/sheets\"]]]]]]],[\"ko\",[[[\"주제\",null,[[[\"제품 업데이트\",\"/blog/ko/product-announcements\"],[\"AI 및 머신러닝\",\"/blog/ko/ai-machine-learning\"],[\"생산성 및 공동작업\",\"/blog/ko/productivity-collaboration\"],[\"인증 및 보안 \",\"/blog/ko/identity-and-security\"],[\"Future of Work\",\"/blog/ko/future-of-work\"],[\"하이브리드 업무\",\"/blog/ko/hybrid-work\"],[\"고객 사례\",\"/blog/ko/customer-stories\"],[\"개발자\",\"/blog/ko/developers-practitioners\"],[\"파트너\",\"/blog/ko/partners\"],[\"이벤트\",\"/blog/ko/events\"],[\"공공부문\",\"/blog/ko/public-sector\"]]]],[\"제품 소식\",null,[[[\"Gmail\",\"/blog/ko/gmail\"],[\"Meet\",\"/blog/ko/meet\"],[\"Chat 및 Spaces\",\"/blog/ko/chat-spaces\"],[\"Drive\",\"/blog/ko/drive\"],[\"Docs\",\"/blog/ko/docs\"],[\"Sheets\",\"/blog/ko/sheets\"]]]]]]]],null,[[\"de\",[[[[[\"Enthaltene Anwendungen\",\"https://workspace.google.com/intl/de/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/de/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/de/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/de/products/chat/\"],[\"Kalender\",\"https://workspace.google.com/intl/de/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/de/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/de/products/docs/\"],[\"Tabellen\",\"https://workspace.google.com/intl/de/products/sheets/\"],[\"Präsentationen\",\"https://workspace.google.com/intl/de/products/slides/\"],[\"Formulare\",\"https://workspace.google.com/intl/de/products/forms/\"],[\"Sites\",\"https://workspace.google.com/intl/de/products/sites/\"],[\"Notizen\",\"https://workspace.google.com/intl/de/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/de/products/apps-script/\"]]]]]],[[[\"Sicherheit und Verwaltung\",\"https://workspace.google.com/intl/de/security/\",[[[\"Admin\",\"https://workspace.google.com/intl/de/products/admin/\"],[\"Endpunkt\",\"https://workspace.google.com/intl/de/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/de/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/de/products/workinsights/\"]]]],[\"Lösungen\",\"https://workspace.google.com/intl/de/solutions/\",[[[\"Neue Unternehmen\",\"https://workspace.google.com/intl/de/business/new-business/\"],[\"Kleine Unternehmen\",\"https://workspace.google.com/intl/de/business/small-business/\"],[\"Große Unternehmen\",\"https://workspace.google.com/intl/de/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Nonprofit-Organisationen\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"Preise\",\"https://workspace.google.com/intl/de/pricing.html\",[[[\"Version auswählen\",\"https://workspace.google.com/intl/de/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini für Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Google Voice\",\"https://workspace.google.com/intl/de/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Ressourcen\",\"https://workspace.google.com/intl/de/faq/\",[[[\"Telearbeit\",\"https://workspace.google.com/intl/de/resources/working-remotely/\"],[\"Sicherheit\",\"https://workspace.google.com/intl/de/security/\"],[\"FAQ\",\"https://workspace.google.com/intl/de/faq/\"],[\"Partner\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Google Workspace Marketplace\",\"https://workspace.google.com/marketplace/?hl\\u003dde\"],[\"Integrationen\",\"https://workspace.google.com/intl/de/integrations/\"],[\"Schulung \\u0026 Zertifizierung\",\"https://workspace.google.com/intl/de/training/\"]]]]]],[[[\"Schulung und Support\",\"https://workspace.google.com/intl/de/support/\",[[[\"Admin-Hilfe\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Einrichtungs- und Bereitstellungscenter\",\"https://support.google.com/a/answer/6365252?hl\\u003dde\"],[\"Schulungscenter für Nutzer\",\"https://support.google.com/a/users?hl\\u003dde#topic\\u003d11499463\"],[\"Foren für Administratoren\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace-Dashboard\",\"https://www.google.com/appsstatus\"],[\"Presse\",\"https://cloud.google.com/press/\"]]]],[\"Mehr von Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dde\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google Lösungen für Unternehmen\",\"https://www.google.com/intl/de/services/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dde-de-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"An Nutzerstudien teilnehmen\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"en\",[[[[[\"Included applications\",\"https://workspace.google.com/features/\",[[[\"Gmail\",\"https://workspace.google.com/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/products/meet/\"],[\"Chat\",\"https://workspace.google.com/products/chat/\"],[\"Calendar\",\"https://workspace.google.com/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/products/drive/\"],[\"Docs\",\"https://workspace.google.com/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/products/slides/\"],[\"Forms\",\"https://workspace.google.com/products/forms/\"],[\"Sites\",\"https://workspace.google.com/products/sites/\"],[\"Keep\",\"https://workspace.google.com/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/products/apps-script/\"]]]]]],[[[\"Security and management\",\"https://workspace.google.com/security/\",[[[\"Admin\",\"https://workspace.google.com/products/admin/\"],[\"Endpoint\",\"https://workspace.google.com/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/products/workinsights/\"]]]],[\"Solutions\",\"https://workspace.google.com/solutions/\",[[[\"New Business\",\"https://workspace.google.com/business/new-business/\"],[\"Small Business\",\"https://workspace.google.com/business/small-business/\"],[\"Enterprise\",\"https://workspace.google.com/enterprise/\"],[\"Retail\",\"https://workspace.google.com/industries/retail/\"],[\"Manufacturing\",\"https://workspace.google.com/industries/manufacturing/\"],[\"Professional Services\",\"https://workspace.google.com/industries/professional-services/\"],[\"Technology\",\"https://workspace.google.com/industries/technology/\"],[\"Healthcare\",\"https://workspace.google.com/industries/healthcare/\"],[\"Government\",\"https://workspace.google.com/industries/government/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Nonprofits\",\"https://www.google.com/nonprofits/\"],[\"Artificial Intelligence\",\"https://workspace.google.com/solutions/ai/\"]]]]]],[[[\"Pricing\",\"https://workspace.google.com/pricing.html\",[[[\"Compare pricing plans\",\"https://workspace.google.com/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini for Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Meet hardware\",\"https://workspace.google.com/products/meet-hardware/\"],[\"Google Voice\",\"https://workspace.google.com/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Resources\",\"https://workspace.google.com/faq/\",[[[\"Working remotely\",\"https://workspace.google.com/resources/working-remotely/\"],[\"Security\",\"https://workspace.google.com/security/\"],[\"Customer Stories\",\"https://workspace.google.com/customers/\"],[\"FAQs\",\"https://workspace.google.com/faq/\"],[\"Partners\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/\"],[\"Integrations\",\"https://workspace.google.com/integrations/\"],[\"Training \\u0026 Certification\",\"https://workspace.google.com/training/\"],[\"Refer Google Workspace\",\"https://workspace.google.com/landing/partners/referral/\"]]]]]],[[[\"Learning and support\",\"https://workspace.google.com/support/\",[[[\"Admin Help\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Setup and Deployment Center\",\"https://support.google.com/a/answer/6365252\"],[\"Learning Center for Users\",\"https://support.google.com/a/users#topic\\u003d11499463\"],[\"Forums for Admins\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace Dashboard\",\"https://www.google.com/appsstatus\"],[\"What\u0027s New in Google Workspace\",\"https://workspace.google.com/whatsnew/\"],[\"Find a Google Workspace Partner\",\"https://www.google.com/a/partnersearch/\"],[\"Join the community of IT Admins\",\"https://www.googlecloudcommunity.com/gc/Google-Workspace/ct-p/google-workspace\"],[\"Press\",\"https://cloud.google.com/press/\"]]]],[\"More from Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/\"],[\"Google Domains\",\"https://domains.google.com/about/?utm_source\\u003dgoogleappsforwork\\u0026utm_medium\\u003dreferral\\u0026utm_campaign\\u003dgooglepromos\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google Business Solutions\",\"https://www.google.com/services/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dus-en-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"Join User Studies\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"fr\",[[[[[\"Enthaltene Anwendungen\",\"https://workspace.google.com/intl/fr/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/fr/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/fr/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/fr/products/chat/\"],[\"Google Agenda\",\"https://workspace.google.com/intl/fr/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/fr/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/fr/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/intl/fr/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/intl/fr/products/slides/\"],[\"Forms\",\"https://workspace.google.com/intl/fr/products/forms/\"],[\"Google Sites\",\"https://workspace.google.com/intl/fr/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/fr/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/fr/products/apps-script/\"]]]]]],[[[\"Sécurité et gestion\",\"https://workspace.google.com/intl/fr/security/\",[[[\"Console d\u0027administration\",\"https://workspace.google.com/intl/fr/products/admin/\"],[\"Point de terminaison\",\"https://workspace.google.com/intl/fr/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/fr/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/fr/products/workinsights/\"]]]],[\"Solutions\",\"https://workspace.google.com/intl/fr/solutions/\",[[[\"Nouvelle entreprise\",\"https://workspace.google.com/intl/fr/business/new-business/\"],[\"PME\",\"https://workspace.google.com/intl/fr/business/small-business/\"],[\"Grande entreprise\",\"https://workspace.google.com/intl/fr/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Associations\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"Tarifs\",\"https://workspace.google.com/intl/fr/pricing.html\",[[[\"Choisissez une édition\",\"https://workspace.google.com/intl/fr/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini pour Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Matériel Meet\",\"https://workspace.google.com/intl/fr/products/meet-hardware/\"],[\"Google Voice\",\"https://workspace.google.com/intl/fr/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Ressources\",\"https://workspace.google.com/intl/fr/faq/\",[[[\"Travail à distance\",\"https://workspace.google.com/intl/fr/resources/working-remotely/\"],[\"Sécurité\",\"https://workspace.google.com/intl/fr/security/\"],[\"Questions fréquentes\",\"https://workspace.google.com/intl/fr/faq/\"],[\"Partenaires\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/?hl\\u003dfr\"],[\"Intégrations\",\"https://workspace.google.com/intl/fr/integrations/\"],[\"Formation et certification\",\"https://workspace.google.com/intl/fr/training/\"]]]]]],[[[\"Formation et assistance\",\"https://workspace.google.com/intl/fr/support/\",[[[\"Aide pour les administrateurs\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Centre de configuration et de déploiement\",\"https://support.google.com/a/answer/6365252?hl\\u003dfr\"],[\"Centre de formation pour les utilisateurs\",\"https://support.google.com/a/users?hl\\u003dfr#topic\\u003d11499463\"],[\"Forums pour les administrateurs\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Tableau de bord Google Workspace\",\"https://www.google.com/appsstatus#hl\\u003dfr\"],[\"Rechercher un partenaire Google Workspace\",\"https://www.google.com/a/partnersearch/?hl\\u003dfr#home\"],[\"Presse\",\"https://cloud.google.com/press/\"]]]],[\"Autres ressources Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dfr\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Solutions d\u0027entreprise Google\",\"https://www.google.com/intl/fr/services/\"],[\"Google pour les Pros\",\"https://pourlespros.withgoogle.com/?utm_source\\u003dEngagement\\u0026utm_medium\\u003dep\\u0026utm_term\\u003dSMB\\u0026utm_content\\u003dFR%20Apps%20for%20work%20footert\\u0026utm_campaign\\u003dQ4_2015%20FR%20Apps%20for%20work%20footer\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dfr-fr-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"Participer aux études sur l\u0027expérience utilisateur\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"ja\",[[[[[\"ご利用いただけるアプリケーション\",\"https://workspace.google.com/intl/ja/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/ja/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/ja/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/ja/products/chat/\"],[\"カレンダー\",\"https://workspace.google.com/intl/ja/products/calendar/\"],[\"ドライブ\",\"https://workspace.google.com/intl/ja/products/drive/\"],[\"ドキュメント\",\"https://workspace.google.com/intl/ja/products/docs/\"],[\"スプレッドシート\",\"https://workspace.google.com/intl/ja/products/sheets/\"],[\"スライド\",\"https://workspace.google.com/intl/ja/products/slides/\"],[\"フォーム\",\"https://workspace.google.com/intl/ja/products/forms/\"],[\"サイト\",\"https://workspace.google.com/intl/ja/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/ja/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/ja/products/apps-script/\"]]]]]],[[[\"セキュリティと管理\",\"https://workspace.google.com/intl/ja/security/\",[[[\"管理コンソール\",\"https://workspace.google.com/intl/ja/products/admin/\"],[\"エンドポイント\",\"https://workspace.google.com/intl/ja/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/ja/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/ja/products/workinsights/\"]]]],[\"ソリューション\",\"https://workspace.google.com/intl/ja/solutions/\",[[[\"新規ビジネス\",\"https://workspace.google.com/intl/ja/business/new-business/\"],[\"小規模ビジネス\",\"https://workspace.google.com/intl/ja/business/small-business/\"],[\"大規模ビジネス\",\"https://workspace.google.com/intl/ja/enterprise/\"],[\"Education\",\"https://edu.google.com/intl/ja/products/workspace-for-education/education-fundamentals/\"],[\"非営利団体\",\"https://www.google.com/intl/ja/nonprofits/\"]]]]]],[[[\"料金\",\"https://workspace.google.com/intl/ja/pricing.html\",[[[\"エディションを選ぶ\",\"https://workspace.google.com/intl/ja/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini for Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Meet ハードウェア\",\"https://workspace.google.com/intl/ja/products/meet-hardware/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"関連情報\",\"https://workspace.google.com/intl/ja/faq/\",[[[\"リモートワーク\",\"https://workspace.google.com/intl/ja/resources/working-remotely/\"],[\"セキュリティ\",\"https://workspace.google.com/intl/ja/security/\"],[\"事例紹介\",\"https://workspace.google.com/intl/ja/customers/\"],[\"よくある質問\",\"https://workspace.google.com/intl/ja/faq/\"],[\"パートナー\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/?hl\\u003dja\"],[\"統合\",\"https://workspace.google.com/intl/ja/integrations/\"],[\"トレーニングと認定資格\",\"https://workspace.google.com/intl/ja/training/\"]]]]]],[[[\"学習とサポート\",\"https://workspace.google.com/intl/ja/support/\",[[[\"管理者用ヘルプ\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"設定と導入のガイド\",\"https://support.google.com/a/answer/6365252?hl\\u003dja\"],[\"ユーザー向けラーニングセンター\",\"https://support.google.com/a/users?hl\\u003dja#topic\\u003d11499463\"],[\"管理者向けフォーラム\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace ステータスダッシュボード\",\"https://www.google.com/appsstatus#hl\\u003dja\"],[\"Google Workspace パートナーを探す\",\"https://www.google.com/a/partnersearch/?hl\\u003dja#home\"],[\"プレスリリース\",\"https://cloud.google.com/press/?hl\\u003dja\"]]]],[\"その他の Google サービス\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dja\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google ビジネスソリューション\",\"https://www.google.com/intl/ja/services/\"],[\"Google 広告\",\"https://ads.google.com/home/?subid\\u003dja-ja-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"ユーザー調査に参加する\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"ko\",[[[[[\"포함된 애플리케이션\",\"https://workspace.google.com/intl/ko/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/ko/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/ko/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/ko/products/chat/\"],[\"Calendar\",\"https://workspace.google.com/intl/ko/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/ko/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/ko/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/intl/ko/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/intl/ko/products/slides/\"],[\"설문지\",\"https://workspace.google.com/intl/ko/products/forms/\"],[\"사이트 도구\",\"https://workspace.google.com/intl/ko/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/ko/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/ko/products/apps-script/\"]]]]]],[[[\"보안 및 관리\",\"https://workspace.google.com/intl/ko/security/\",[[[\"관리\",\"https://workspace.google.com/intl/ko/products/admin/\"],[\"엔드포인트\",\"https://workspace.google.com/intl/ko/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/ko/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/ko/products/workinsights/\"]]]],[\"솔루션\",\"https://workspace.google.com/intl/ko/solutions/\",[[[\"신규 업체\",\"https://workspace.google.com/intl/ko/business/new-business/\"],[\"중소기업\",\"https://workspace.google.com/intl/ko/business/small-business/\"],[\"엔터프라이즈\",\"https://workspace.google.com/intl/ko/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"비영리단체\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"가격\",\"https://workspace.google.com/intl/ko/pricing.html\",[[[\"버전 선택\",\"https://workspace.google.com/intl/ko/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Workspace를 위한 Gemini\",\"https://workspace.google.com/solutions/ai/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"리소스\",\"https://workspace.google.com/intl/ko/faq/\",[[[\"원격 근무\",\"https://workspace.google.com/intl/ko/resources/working-remotely/\"],[\"보안\",\"https://workspace.google.com/intl/ko/security/\"],[\"FAQ\",\"https://workspace.google.com/intl/ko/faq/\"],[\"파트너\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/?hl\\u003dko\"],[\"통합\",\"https://workspace.google.com/intl/ko/integrations/\"],[\"교육 및 인증\",\"https://workspace.google.com/intl/ko/training/\"]]]]]],[[[\"학습 및 지원\",\"https://workspace.google.com/intl/ko/support/\",[[[\"관리자 도움말\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"설치 및 배포 센터\",\"https://support.google.com/a/answer/6365252?hl\\u003dko\"],[\"사용자를 위한 학습 센터\",\"https://support.google.com/a/users?hl\\u003dko#topic\\u003d11499463\"],[\"관리자 포럼\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace 대시보드\",\"https://www.google.com/appsstatus#hl\\u003dko\"],[\"Google Workspace 파트너 찾기\",\"https://www.google.com/a/partnersearch/?hl\\u003dko#home\"],[\"보도자료\",\"https://cloud.google.com/press/\"]]]],[\"Google의 다른 제품\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dko\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google 비즈니스 솔루션\",\"https://www.google.com/intl/ko_kr/business/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dkr-ko-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"사용자 연구 참여\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]]]]","w2btAe":"%.@.null,null,\"\",false,null,null,true,false]","xn5OId":false,"xnI9P":false,"xwAfE":true,"y2FhP":"prod","yFnxrf":1884,"zChJod":"%.@.]"};</script><script nonce="y9ByX4Bk91kZCDaHbmt4jA">(function(){'use strict';var a=window,d=a.performance,l=k();a.cc_latency_start_time=d&&d.now?0:d&&d.timing&&d.timing.navigationStart?d.timing.navigationStart:l;function k(){return d&&d.now?d.now():(new Date).getTime()}function n(e){if(d&&d.now&&d.mark){var g=d.mark(e);if(g)return g.startTime;if(d.getEntriesByName&&(e=d.getEntriesByName(e).pop()))return e.startTime}return k()}a.onaft=function(){n("aft")};a._isLazyImage=function(e){return e.hasAttribute("data-src")||e.hasAttribute("data-ils")||e.getAttribute("loading")==="lazy"}; a.l=function(e){function g(b){var c={};c[b]=k();a.cc_latency.push(c)}function m(b){var c=n("iml");b.setAttribute("data-iml",c);return c}a.cc_aid=e;a.iml_start=a.cc_latency_start_time;a.css_size=0;a.cc_latency=[];a.ccTick=g;a.onJsLoad=function(){g("jsl")};a.onCssLoad=function(){g("cssl")};a._isVisible=function(b,c){if(!c||c.style.display=="none")return!1;var f=b.defaultView;if(f&&f.getComputedStyle&&(f=f.getComputedStyle(c),f.height=="0px"||f.width=="0px"||f.visibility=="hidden"))return!1;if(!c.getBoundingClientRect)return!0; var h=c.getBoundingClientRect();c=h.left+a.pageXOffset;f=h.top+a.pageYOffset;if(f+h.height<0||c+h.width<0||h.height<=0||h.width<=0)return!1;b=b.documentElement;return f<=(a.innerHeight||b.clientHeight)&&c<=(a.innerWidth||b.clientWidth)};a._recordImlEl=m;document.documentElement.addEventListener("load",function(b){b=b.target;var c;b.tagName!="IMG"||b.hasAttribute("data-iid")||a._isLazyImage(b)||b.hasAttribute("data-noaft")||(c=m(b));if(a.aft_counter&&(b=a.aft_counter.indexOf(b),b!==-1&&(b=a.aft_counter.splice(b, 1).length===1,a.aft_counter.length===0&&b&&c)))a.onaft(c)},!0);a.prt=-1;a.wiz_tick=function(){var b=n("prt");a.prt=b}};}).call(this); l('DK1zsb')</script><script nonce="y9ByX4Bk91kZCDaHbmt4jA">var _F_cssRowKey = 'boq-cloudx-web-blog.TransformBlogUi.Q35Y_bfTY38.L.X.O';var _F_combinedSignature = 'AHrnUqX1l4hLD23WcjfvHiTwx59fYszWUw';function _DumpException(e) {throw e;}</script><link rel="stylesheet" href="https://www.gstatic.com/_/mss/boq-cloudx-web-blog/_/ss/k=boq-cloudx-web-blog.TransformBlogUi.Q35Y_bfTY38.L.X.O/am=AAbcAg/d=1/ed=1/rs=AHrnUqVtDAvXB4i967rBzDFxsMnK8EkRWQ/m=articleview,_b,_tp" data-id="_cl" nonce="Grq6qYRZk-6NRlQKfHszaQ"><script nonce="y9ByX4Bk91kZCDaHbmt4jA">onCssLoad();</script><style nonce="Grq6qYRZk-6NRlQKfHszaQ">@font-face{font-family:'Product Sans';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/productsans/v9/pxiDypQkot1TnFhsFMOfGShVF9eK.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrwEIJllpy0.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:500;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrw2IJllpy0.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:700;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrzjJ5llpy0.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8FacM9Wef3EJPWRrHjgE4B6CnlZxHVDv79pQ.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:500;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8IacM9Wef3EJPWRrHjgE4B6CnlZxHVBg3etBD7SA.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:700;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8IacM9Wef3EJPWRrHjgE4B6CnlZxHVBkXYtBD7SA.eot);}</style><script nonce="y9ByX4Bk91kZCDaHbmt4jA">(function(){'use strict';function f(){var a=k,b=0;return function(){return b<a.length?{done:!1,value:a[b++]}:{done:!0}}};/* Copyright The Closure Library Authors. SPDX-License-Identifier: Apache-2.0 */ var l=this||self;/* Copyright 2024 Google, Inc SPDX-License-Identifier: MIT */ var m=["focus","blur","error","load","toggle"];function n(a){return a==="mouseenter"?"mouseover":a==="mouseleave"?"mouseout":a==="pointerenter"?"pointerover":a==="pointerleave"?"pointerout":a};function p(a){this.l={};this.m={};this.i=null;this.g=[];this.o=a}p.prototype.handleEvent=function(a,b,c){q(this,{eventType:a,event:b,targetElement:b.target,eic:c,timeStamp:Date.now(),eia:void 0,eirp:void 0,eiack:void 0})};function q(a,b){if(a.i)a.i(b);else{b.eirp=!0;var c;(c=a.g)==null||c.push(b)}} function r(a,b,c){if(!(b in a.l)&&a.o){var d=function(g,e,B){a.handleEvent(g,e,B)};a.l[b]=d;c=n(c||b);if(c!==b){var h=a.m[c]||[];h.push(b);a.m[c]=h}a.o.addEventListener(c,function(g){return function(e){d(b,e,g)}},void 0)}}p.prototype.j=function(a){return this.l[a]};p.prototype.ecrd=function(a){this.i=a;var b;if((b=this.g)==null?0:b.length){for(a=0;a<this.g.length;a++)q(this,this.g[a]);this.g=null}};var t=typeof navigator!=="undefined"&&/iPhone|iPad|iPod/.test(navigator.userAgent);function u(a){this.g=a;this.i=[]}u.prototype.addEventListener=function(a,b,c){t&&(this.g.style.cursor="pointer");var d=this.i,h=d.push,g=this.g;b=b(this.g);var e=!1;m.indexOf(a)>=0&&(e=!0);g.addEventListener(a,b,typeof c==="boolean"?{capture:e,passive:c}:e);h.call(d,{eventType:a,j:b,capture:e,passive:c})};var k="click dblclick focus focusin blur error focusout keydown keyup keypress load mouseover mouseout mouseenter mouseleave mousemove submit toggle touchstart touchend touchmove touchcancel auxclick change compositionstart compositionupdate compositionend beforeinput input select textinput copy cut paste mousedown mouseup wheel contextmenu dragover dragenter dragleave drop dragstart dragend pointerdown pointermove pointerup pointercancel pointerenter pointerleave pointerover pointerout gotpointercapture lostpointercapture ended loadedmetadata pagehide pageshow visibilitychange beforematch".split(" "); if(!(k instanceof Array)){var v;var w=typeof Symbol!="undefined"&&Symbol.iterator&&k[Symbol.iterator];if(w)v=w.call(k);else if(typeof k.length=="number")v={next:f()};else throw Error(String(k)+" is not an iterable or ArrayLike");for(var x,y=[];!(x=v.next()).done;)y.push(x.value)};var z=function(a){return{trigger:function(b){var c=a.j(b.type);c||(r(a,b.type),c=a.j(b.type));var d=b.target||b.srcElement;c&&c(b.type,b,d.ownerDocument.documentElement)},configure:function(b){b(a)}}}(function(){var a=window,b=new u(a.document.documentElement),c=new p(b);k.forEach(function(g){return r(c,g)});var d,h;"onwebkitanimationend"in a&&(d="webkitAnimationEnd");r(c,"animationend",d);"onwebkittransitionend"in a&&(h="webkitTransitionEnd");r(c,"transitionend",h);return{s:c,u:b}}().s),A=["BOQ_wizbind"], C=window||l,D;for(;A.length&&(D=A.shift());)A.length||z===void 0?C[D]&&C[D]!==Object.prototype[D]?C=C[D]:C=C[D]={}:C[D]=z;}).call(this); </script><script noCollect src="https://www.gstatic.com/_/mss/boq-cloudx-web-blog/_/js/k=boq-cloudx-web-blog.TransformBlogUi.en_US.5gbedRU5D0s.es5.O/am=AAbcAg/d=1/excm=_b,_tp,articleview/ed=1/dg=0/wt=2/ujg=1/rs=AHrnUqWszdD5MMiAonuYZLPRcJZBzpLq-w/m=_b,_tp" defer id="base-js" fetchpriority="high" nonce="y9ByX4Bk91kZCDaHbmt4jA"></script><script nonce="y9ByX4Bk91kZCDaHbmt4jA">if (window.BOQ_loadedInitialJS) {onJsLoad();} else {document.getElementById('base-js').addEventListener('load', onJsLoad, false);}</script><script nonce="y9ByX4Bk91kZCDaHbmt4jA"> window['_wjdc'] = function (d) {window['_wjdd'] = d}; </script><link rel="alternate" type="application/rss+xml" title="AI & Machine Learning" href="https://cloudblog.withgoogle.com/products/ai-machine-learning/rss"><title>What’s new with PyTorch/XLA 2.5 | Google Cloud Blog</title><meta name="description" content="The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience."><meta name="robots" content="max-image-preview:large"><meta property="og:title" content="What’s new with PyTorch/XLA 2.5 | Google Cloud Blog"><meta property="og:type" content="website"><meta property="og:url" content="https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"><meta property="og:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg"><meta property="og:description" content="The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience."><meta property="og:site_name" content="Google Cloud Blog"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:url" content="https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"><meta name="twitter:title" content="What’s new with PyTorch/XLA 2.5 | Google Cloud Blog"><meta name="twitter:description" content="The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience."><meta name="twitter:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg"><meta name="twitter:site" content="@googlecloud"><script type="application/ld+json">{"@context":"https://schema.org","@type":"BlogPosting","@id":"https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5","headline":"What’s new with PyTorch/XLA 2.5","description":"The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience.","image":"https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg","author":[{"@type":"Person","name":"Manfei Bai","url":""},{"@type":"Person","name":"Duncan Campbell","url":""}],"datePublished":"2024-10-31","publisher":{"@type":"Organization","name":"Google Cloud","logo":{"@type":"ImageObject","url":"https://www.gstatic.com/devrel-devsite/prod/v8bb8fa0afe9a8c3a776ebeb25d421bb443344d789b3607754dfabea418b8c4be/cloud/images/cloud-logo.svg"}},"url":"https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5","keywords":["AI \u0026 Machine Learning","Application Development"],"timeRequired":"PT4M"}</script><link rel="canonical" href="https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"><meta name="track-metadata-page_post_title" content="What’s new with PyTorch/XLA 2.5"><meta name="track-metadata-page_post_labels" content="AI & Machine Learning"><meta name="track-metadata-page_first_published" content="2024-11-01 07:11:00"><meta name="track-metadata-page_last_published" content="2024-11-01 07:11:00"><meta name="track-metadata-page_post_author" content="Manfei Bai"><meta name="track-metadata-page_post_author_role" content="Software Engineer"><header jsaction="rcuQ6b:npT2md" jscontroller="o60eef" class="glue-header nRhiJb-tJHJj-OWXEXe-kFx1Ae" id="kO001e"><a href="./#content" class="glue-header__link glue-header__skip-content">Jump to Content</a><div class="glue-header__bar glue-header__bar--mobile DFb9Jf" track-metadata-module="header"><div class="nRhiJb-mb9u9d"><div class="glue-header__container JF2WI"><div class="nRhiJb-o2XRw-yHKmmc lUwpmd"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/" title="Google Cloud" track-name="google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="header"><div class="nRhiJb-rSCjMe-haAclf"><svg class="glue-header__logo-svg" viewBox="0 0 74 24" role="presentation" aria-hidden="true"><path fill="#4285F4" d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24z"></path><path fill="#EA4335" d="M25 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#4285F4" d="M53.58 7.49h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5z"></path><path fill="#FBBC05" d="M38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#34A853" d="M58 .24h2.51v17.57H58z"></path><path fill="#EA4335" d="M68.26 15.52c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg></div><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Cloud</span></a></div></div><div class="glue-header__hamburger s6BfRd"><button class="glue-header__drawer-toggle-btn" aria-label="Open the navigation drawer"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M3 18h18v-2H3v2zm0-5h18v-2H3v2zm0-7v2h18V6H3z"></path></svg></button></div><div class="nRhiJb-o2XRw-yHKmmc UrjqX"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/blog" title="Google Cloud Blog" track-name="blog"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog"track-metadata-module="header"><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Blog</span></a></div></div></div><div class="glue-header__container ca6rub"><div class="nRhiJb-GUI8l"><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-pSzOP-o6Shpd " href="https://cloud.google.com/contact/" track-name="contact sales"track-type="blog nav"track-metadata-eventdetail="cloud.google.com/contact/"track-metadata-module="header" track-name="contact sales"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/contact/">Contact sales </a><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://console.cloud.google.com/freetrial/" track-name="get started for free"track-type="blog nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/"track-metadata-module="header" track-name="get started for free"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/">Get started for free </a></div><div class="GKI4ub"><div class="Jhiezd"><form action="/blog/search/" class="A2C6Ob"><input class="BAhdXd" jsname="oJAbI" name="query" type="text" placeholder="Find an article..."><input type="hidden" name="language" value=en hidden><input type="hidden" name="category" value=article hidden><input type="hidden" name="paginate" value="25" hidden><input type="hidden" name="order" value="newest" hidden><input type="hidden" name="hl" value=en hidden><span class="A0lwXc" jsname="D8MWrd" aria-label="Show the search input field." role="button" jsaction="click:jUF4E"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true" width="40" height="22"><path d="M20.49 19l-5.73-5.73C15.53 12.2 16 10.91 16 9.5A6.5 6.5 0 1 0 9.5 16c1.41 0 2.7-.47 3.77-1.24L19 20.49 20.49 19zM5 9.5C5 7.01 7.01 5 9.5 5S14 7.01 14 9.5 11.99 14 9.5 14 5 11.99 5 9.5z"></path></svg></span></form></div></div></div></div></div><div class="glue-header__bar glue-header__bar--desktop glue-header__drawer YcctDe" track-metadata-module="header"><div class="nRhiJb-mb9u9d M7RUq"><div class="glue-header__container JF2WI"><div class="nRhiJb-o2XRw-yHKmmc lUwpmd"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/" title="Google Cloud" track-name="google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="header"><div class="nRhiJb-rSCjMe-haAclf"><svg class="glue-header__logo-svg" viewBox="0 0 74 24" role="presentation" aria-hidden="true"><path fill="#4285F4" d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24z"></path><path fill="#EA4335" d="M25 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#4285F4" d="M53.58 7.49h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5z"></path><path fill="#FBBC05" d="M38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#34A853" d="M58 .24h2.51v17.57H58z"></path><path fill="#EA4335" d="M68.26 15.52c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg></div><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Cloud</span></a></div></div><div class="nRhiJb-o2XRw-yHKmmc UrjqX"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/blog" title="Google Cloud Blog" track-name="blog"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog"track-metadata-module="header"><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Blog</span></a></div></div></div><div class="glue-header__container glue-header__stepped-nav LKvi8b" role="navigation"><div class="glue-header__stepped-nav-controls-container"><div class="glue-header__stepped-nav-controls"><div class="glue-header__stepped-nav-controls-arrow"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M16.41 5.41L15 4l-8 8 8 8 1.41-1.41L9.83 12"></path></svg><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G glue-header__stepped-nav-subnav-icon" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></div><div class="glue-header__stepped-nav-controls-title glue-header__link"></div></div></div><div class="glue-header__stepped-nav-menus"></div></div><div class="glue-header__container nRhiJb-J6KYL-OWXEXe-Q4irje"><nav class="glue-header__link-bar"><ul class="glue-header__list glue-header__list--nested glue-header__deep-nav URiJfb"><li class="glue-header__item "><a class="glue-header__link">Solutions & technology<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/ai-machine-learning" track-name="ai & machine learning"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning"track-metadata-module="header"><span>AI & Machine Learning</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/api-management" track-name="api management"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/api-management"track-metadata-module="header"><span>API Management</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/application-development" track-name="application development"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/application-development"track-metadata-module="header"><span>Application Development</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/application-modernization" track-name="application modernization"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/application-modernization"track-metadata-module="header"><span>Application Modernization</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/chrome-enterprise" track-name="chrome enterprise"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/chrome-enterprise"track-metadata-module="header"><span>Chrome Enterprise</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/compute" track-name="compute"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/compute"track-metadata-module="header"><span>Compute</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/containers-kubernetes" track-name="containers & kubernetes"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes"track-metadata-module="header"><span>Containers & Kubernetes</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/data-analytics" track-name="data analytics"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics"track-metadata-module="header"><span>Data Analytics</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/databases" track-name="databases"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/databases"track-metadata-module="header"><span>Databases</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/devops-sre" track-name="devops & sre"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/devops-sre"track-metadata-module="header"><span>DevOps & SRE</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/maps-geospatial" track-name="maps & geospatial"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/maps-geospatial"track-metadata-module="header"><span>Maps & Geospatial</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Security<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/identity-security" track-name="security & identity"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/identity-security"track-metadata-module="header"><span>Security & Identity</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/threat-intelligence" track-name="threat intelligence"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/threat-intelligence"track-metadata-module="header"><span>Threat Intelligence</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/infrastructure" track-name="infrastructure"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/infrastructure"track-metadata-module="header"><span>Infrastructure</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/infrastructure-modernization" track-name="infrastructure modernization"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/infrastructure-modernization"track-metadata-module="header"><span>Infrastructure Modernization</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/networking" track-name="networking"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/networking"track-metadata-module="header"><span>Networking</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/productivity-collaboration" track-name="productivity & collaboration"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/productivity-collaboration"track-metadata-module="header"><span>Productivity & Collaboration</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/sap-google-cloud" track-name="sap on google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/sap-google-cloud"track-metadata-module="header"><span>SAP on Google Cloud</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/storage-data-transfer" track-name="storage & data transfer"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer"track-metadata-module="header"><span>Storage & Data Transfer</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/sustainability" track-name="sustainability"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/sustainability"track-metadata-module="header"><span>Sustainability</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link">Ecosystem<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/transform" track-name="it leaders"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/transform"track-metadata-module="header"><span>IT Leaders</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Industries<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/financial-services" track-name="financial services"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/financial-services"track-metadata-module="header"><span>Financial Services</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/healthcare-life-sciences" track-name="healthcare & life sciences"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/healthcare-life-sciences"track-metadata-module="header"><span>Healthcare & Life Sciences</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/manufacturing" track-name="manufacturing"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/manufacturing"track-metadata-module="header"><span>Manufacturing</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/media-entertainment" track-name="media & entertainment"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/media-entertainment"track-metadata-module="header"><span>Media & Entertainment</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/public-sector" track-name="public sector"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/public-sector"track-metadata-module="header"><span>Public Sector</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/retail" track-name="retail"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/retail"track-metadata-module="header"><span>Retail</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/supply-chain-logistics" track-name="supply chain"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/supply-chain-logistics"track-metadata-module="header"><span>Supply Chain</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/telecommunications" track-name="telecommunications"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/telecommunications"track-metadata-module="header"><span>Telecommunications</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/partners" track-name="partners"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/partners"track-metadata-module="header"><span>Partners</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/startups" track-name="startups & smb"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/startups"track-metadata-module="header"><span>Startups & SMB</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/training-certifications" track-name="training & certifications"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/training-certifications"track-metadata-module="header"><span>Training & Certifications</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/inside-google-cloud" track-name="inside google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/inside-google-cloud"track-metadata-module="header"><span>Inside Google Cloud</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/google-cloud-next" track-name="google cloud next & events"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/google-cloud-next"track-metadata-module="header"><span>Google Cloud Next & Events</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/consulting" track-name="google cloud consulting"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/consulting"track-metadata-module="header"><span>Google Cloud Consulting</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://mapsplatform.google.com/resources/blog/" track-name="google maps platform"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="mapsplatform.google.com/resources/blog/"track-metadata-module="header" target="_blank"><span>Google Maps Platform<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G FsOzib nRhiJb-tHaKme-AipIyc" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="m8.9 16.075 5.4-5.4v2.675h1.4V8.3h-5.05v1.4h2.65l-5.375 5.375ZM12 21.3q-1.925 0-3.625-.738-1.7-.737-2.95-1.987-1.25-1.25-1.987-2.95Q2.7 13.925 2.7 12t.738-3.625q.737-1.7 1.987-2.95 1.25-1.25 2.95-1.988Q10.075 2.7 12 2.7t3.625.737q1.7.738 2.95 1.988 1.25 1.25 1.987 2.95.738 1.7.738 3.625t-.738 3.625q-.737 1.7-1.987 2.95-1.25 1.25-2.95 1.987-1.7.738-3.625.738Z"></path></svg></span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://workspace.google.com/blog" track-name="google workspace"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="workspace.google.com/blog"track-metadata-module="header" target="_blank"><span>Google Workspace<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G FsOzib nRhiJb-tHaKme-AipIyc" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="m8.9 16.075 5.4-5.4v2.675h1.4V8.3h-5.05v1.4h2.65l-5.375 5.375ZM12 21.3q-1.925 0-3.625-.738-1.7-.737-2.95-1.987-1.25-1.25-1.987-2.95Q2.7 13.925 2.7 12t.738-3.625q.737-1.7 1.987-2.95 1.25-1.25 2.95-1.988Q10.075 2.7 12 2.7t3.625.737q1.7.738 2.95 1.988 1.25 1.25 1.987 2.95.738 1.7.738 3.625t-.738 3.625q-.737 1.7-1.987 2.95-1.25 1.25-2.95 1.987-1.7.738-3.625.738Z"></path></svg></span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link " href="https://cloud.google.com/blog/topics/developers-practitioners" track-name="developers & practitioners"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/developers-practitioners"track-metadata-module="header"><span>Developers & Practitioners</span></a></li><li class="glue-header__item "><a class="glue-header__link " href="https://cloud.google.com/transform" track-name="transform with google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/transform"track-metadata-module="header"><span>Transform with Google Cloud</span></a></li></ul></nav></div><div class="glue-header__container ca6rub nRhiJb-J6KYL-OWXEXe-SU0ZEf"><div class="nRhiJb-GUI8l"><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-pSzOP-o6Shpd " href="https://cloud.google.com/contact/" track-name="contact sales"track-type="blog nav"track-metadata-eventdetail="cloud.google.com/contact/"track-metadata-module="header" track-name="contact sales"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/contact/">Contact sales </a><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://console.cloud.google.com/freetrial/" track-name="get started for free"track-type="blog nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/"track-metadata-module="header" track-name="get started for free"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/">Get started for free </a></div><div class="GKI4ub"><div class="Jhiezd"><form action="/blog/search/" class="A2C6Ob"><input class="BAhdXd" jsname="oJAbI" name="query" type="text" placeholder="Find an article..."><input type="hidden" name="language" value=en hidden><input type="hidden" name="category" value=article hidden><input type="hidden" name="paginate" value="25" hidden><input type="hidden" name="order" value="newest" hidden><input type="hidden" name="hl" value=en hidden><span class="A0lwXc" jsname="D8MWrd" aria-label="Show the search input field." role="button" jsaction="click:jUF4E"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true" width="40" height="22"><path d="M20.49 19l-5.73-5.73C15.53 12.2 16 10.91 16 9.5A6.5 6.5 0 1 0 9.5 16c1.41 0 2.7-.47 3.77-1.24L19 20.49 20.49 19zM5 9.5C5 7.01 7.01 5 9.5 5S14 7.01 14 9.5 11.99 14 9.5 14 5 11.99 5 9.5z"></path></svg></span></form></div></div></div></div></div><div class="glue-header__drawer-backdrop"></div></header><script nonce="y9ByX4Bk91kZCDaHbmt4jA">var AF_initDataKeys = ["ds:0"]; var AF_dataServiceRequests = {'ds:0' : {id:'nInjGe',request:["cloudblog","products/ai-machine-learning/whats-new-with-pytorchxla-2-5","en"]}}; var AF_initDataChunkQueue = []; var AF_initDataCallback; var AF_initDataInitializeCallback; if (AF_initDataInitializeCallback) {AF_initDataInitializeCallback(AF_initDataKeys, AF_initDataChunkQueue, AF_dataServiceRequests);}if (!AF_initDataCallback) {AF_initDataCallback = function(chunk) {AF_initDataChunkQueue.push(chunk);};}</script></head><body id="yDmH0d" jscontroller="pjICDe" jsaction="rcuQ6b:npT2md; click:FAbpgf; auxclick:FAbpgf" class="tQj5Y ghyPEc IqBfM ecJEib EWZcud nRhiJb-qJTHM" data-has-header="true" data-has-footer="true"><script aria-hidden="true" nonce="y9ByX4Bk91kZCDaHbmt4jA">window.wiz_progress&&window.wiz_progress();</script><div class="VUoKZ" aria-hidden="true"><div class="TRHLAc"></div></div><c-wiz jsrenderer="zPZHOe" class="SSPGKf" jsdata="deferred-i1" data-p="%.@."cloudblog","products/ai-machine-learning/whats-new-with-pytorchxla-2-5","en"]" data-node-index="0;0" jsmodel="hc6Ubd" view c-wiz data-ogpc><div class="T4LgNb " jsname="a9kxte"><div jsname="qJTHM" class="kFwPee"><article class="nRhiJb-qJTHM" jsaction="rcuQ6b:npT2md" jscontroller="kxO7ab"><section class="nRhiJb-DARUcf"><div class="Wdmc0c nRhiJb-DbgRPb-wNfPc-cGMI2b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-BFbNVe-r8s4j-bMElCd dIsJJe" track-name="ai & machine learning"track-type="tag">AI & Machine Learning</div><div class="nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-R6PoUb"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-EehZO nRhiJb-fmcmS-oXtfBe"><h1 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><span class="FewWi"></span>PyTorch/XLA 2.5: vLLM support and an improved developer experience</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">November 1, 2024</div></div></section><div class="EKklye"><div class="nRhiJb-DARUcf ZWw7T"><div class="npzWPc"><div class="dzoHJ"><div class="nRhiJb-DX2B6 nRhiJb-DX2B6-OWXEXe-h30Snd"><div class="nRhiJb-j5y3u"><ul class="nRhiJb-Qijihe phRaUe" role="list"><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://x.com/intent/tweet?text=PyTorch/XLA%202.5:%20vLLM%20support%20and%20an%20improved%20developer%20experience%20@googlecloud&url=https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5" track-name="x"track-type="social share"track-metadata-eventdetail="x.com/intent/tweet?text=PyTorch/XLA 2.5: vLLM support and an improved developer experience%20@googlecloud&url=cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M13.9,10.5L21.1,2h-1.7l-6.3,7.4L8,2H2.2l7.6,11.1L2.2,22h1.7l6.7-7.8L16,22h5.8L13.9,10.5L13.9,10.5z M11.5,13.2l-0.8-1.1 L4.6,3.3h2.7l5,7.1l0.8,1.1l6.5,9.2h-2.7L11.5,13.2L11.5,13.2z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://www.linkedin.com/shareArticle?mini=true&url=https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5&title=PyTorch/XLA%202.5:%20vLLM%20support%20and%20an%20improved%20developer%20experience" track-name="linkedin"track-type="social share"track-metadata-eventdetail="www.linkedin.com/shareArticle?mini=true&url=cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5&title=PyTorch/XLA 2.5: vLLM support and an improved developer experience"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zM8 19H5v-9h3v9zM6.5 8.31c-1 0-1.81-.81-1.81-1.81S5.5 4.69 6.5 4.69s1.81.81 1.81 1.81S7.5 8.31 6.5 8.31zM19 19h-3v-5.3c0-.83-.67-1.5-1.5-1.5s-1.5.67-1.5 1.5V19h-3v-9h3v1.2c.52-.84 1.59-1.4 2.5-1.4 1.93 0 3.5 1.57 3.5 3.5V19z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://www.facebook.com/sharer/sharer.php?caption=PyTorch/XLA%202.5:%20vLLM%20support%20and%20an%20improved%20developer%20experience&u=https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5" track-name="facebook"track-type="social share"track-metadata-eventdetail="www.facebook.com/sharer/sharer.php?caption=PyTorch/XLA 2.5: vLLM support and an improved developer experience&u=cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-1 2v3h-2c-.55 0-1 .45-1 1v2h3v3h-3v7h-3v-7h-2v-3h2V7.5C13 5.57 14.57 4 16.5 4H19z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="mailto:?subject=PyTorch/XLA%202.5:%20vLLM%20support%20and%20an%20improved%20developer%20experience&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0APyTorch/XLA%202.5:%20vLLM%20support%20and%20an%20improved%20developer%20experience%0A%0AThe%20PyTorch/XLA%202.5%20Python%20package%20includes%20a%20set%20of%20improvements%20to%20add%20support%20for%20vLLM%20and%20enhance%20the%20overall%20developer%20experience.%0A%0Ahttps://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5" track-name="email"track-type="social share"track-metadata-eventdetail="mailto:?subject=PyTorch/XLA 2.5: vLLM support and an improved developer experience&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0APyTorch/XLA 2.5: vLLM support and an improved developer experience%0A%0AThe PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience.%0A%0Acloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 4H4c-1.1 0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V6c0-1.1-.9-2-2-2zm-.8 2L12 10.8 4.8 6h14.4zM4 18V7.87l8 5.33 8-5.33V18H4z"></path></svg></a></li></ul></div></div></div></div></div><div><section class="nRhiJb-DARUcf"><div class="nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><section class="DA9Qj nRhiJb-ObfsIf nRhiJb-fmcmS-oXtfBe"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-II5mzb kWSSdd"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Manfei Bai</h5><p class="nRhiJb-qJTHM khCp7b">Software Engineer</p></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-II5mzb kWSSdd"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Duncan Campbell</h5><p class="nRhiJb-qJTHM khCp7b">Developer Advocate</p></div></section></div></section><div class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-qWD73c-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re dzoHJ"><div class="aLW4J" track-metadata-module="left rail"><h5 class="qZDXV Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Join us at Google Cloud Next</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">April 9-11 in Las Vegas</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://cloud.withgoogle.com/next?utm_source=cgc-blog&utm_medium=blog&utm_campaign=FY25-Q2-global-EXP106-physicalevent-er-next25-mc&utm_content=left-hand-rail-blog-cta&utm_term=-" track-metadata-module="left rail"track-metadata-module_headline="join us at google cloud next" track-name="register"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="cloud.withgoogle.com/next?utm_source=cgc-blog&utm_medium=blog&utm_campaign=FY25-Q2-global-EXP106-physicalevent-er-next25-mc&utm_content=left-hand-rail-blog-cta&utm_term=-">Register </a></div></div><div class="OYL9D nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf" jsname="tx2NYc"><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">Machine learning engineers are bullish on PyTorch/XLA, a Python package that uses the XLA deep learning compiler to connect the PyTorch deep learning framework and Cloud TPUs. And now, PyTorch/XLA 2.5 is here, along with a set of improvements to add support for vLLM and enhance the overall developer experience. Featured in this release are:</span></p> <ul> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">A </span><a href="https://github.com/pytorch/xla/issues/8000" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">clarified</span></a><span style="vertical-align:baseline"> proposal for deprecation of the older torch_xla API in favor of moving towards the existing PyTorch API, providing for a simplified developer experience. An example of this is the migration of existing Distributed API.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">A series of improvements to the torch_xla.compile function which improve the debugging experience for developers during the development process.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Experimental support in vLLM for TPUs, allowing you to extend your existing deployments and while leveraging the same vLLM interface across your TPUs.</span></p> </li> </ul> <p><span style="vertical-align:baseline">Let’s take a look at each of these enhancements.</span></p> <h3><strong style="vertical-align:baseline">Streamlining the torch_xla API</strong></h3> <p><span style="vertical-align:baseline">With PyTorch/XLA 2.5, we're taking a significant step towards making the API more consistent with upstream PyTorch. Our north star is to minimize the learning curve for developers already familiar with PyTorch, making it easier to use XLA devices. This means gradually phasing out and deprecating custom API calls for PyTorch/XLA for more mature functionality when possible, and then, migrating the API calls over to their PyTorch counterparts. Other features still remain within the existing Python module before migration.</span></p> <p><span style="vertical-align:baseline">In the spirit of a simpler developer experience for PyTorch/XLA, in this release we have migrated over to leveraging some existing PyTorch distributed API functions when running models on top of PyTorch/XLA. Historically, the calls for the distributed API were located under the torch_xla module; in this update we migrated most of them to torch.distributed.</span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="# With PyTorch/XLA 2.4 import torch_xla.core.xla_model as xm xm.all_reduce() # Supported after PyTorch/XLA 2.5 torch.distrbuted.all_reduce()"><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c"># With PyTorch/XLA 2.4 import torch_xla.core.xla_model as xm xm.all_reduce() # Supported after PyTorch/XLA 2.5 torch.distrbuted.all_reduce()</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"></p></section></section><section class="k6ctOd"><aside class="IwVNTb"><div class="ecJG2e nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf nRhiJb-snVHke-ibL1re-X66g3b nRhiJb-snVHke-R6PoUb-UFsB2c"><h4 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">$300 in free credit to try Google Cloud AI and ML</h4><p class="nRhiJb-qJTHM nRhiJb-DbgRPb-R6PoUb-ma6Yeb"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p>Build and test your proof of concept with $300 in free credit for new customers. Plus, all customers get free monthly usage of 20+ products, including AI APIs.</p></span></p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-MNynB-o6Shpd LZTd1c" href="http://console.cloud.google.com/freetrial?redirectPath=/vertex-ai/" target="_blank" rel="noopener" track-name="start building for free"track-type="button"track-metadata-position="body"track-metadata-eventdetail="http://console.cloud.google.com/freetrial?redirectPath=/vertex-ai/"track-metadata-module="aside"track-metadata-module_headline="$300 in free credit to try google cloud ai and ml" track-name="start building for free"track-type="button"track-metadata-position="body"track-metadata-eventdetail="http://console.cloud.google.com/freetrial?redirectPath=/vertex-ai/">Start building for free </a></div></div></aside></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><h3><strong style="vertical-align:baseline">Improvement to ‘torch_xla.compile’</strong></h3> <p><span style="vertical-align:baseline">We’ve also added a few new compilation features to help you debug or notice potential issues within your model code. For example, a ‘full_graph’ mode emits an error message when there’s more than one compilation graph. This helps you discover potential issues caused by multiple compilation graphs early on (during compilation).</span></p> <p><span style="vertical-align:baseline">Additionally, you can now specify an expected number of recompilations for compiled functions. This can help you debug performance issues in which a function might be getting recompiled more times than expected, for example, when it has unexpected dynamism.</span></p> <p><span style="vertical-align:baseline">You can now also give compiled functions an understandable name instead of an automatically created one. By naming compiled targets, you gain more context when debugging messages, making it easier to figure out where the problem may be. Here’s an example of what that looks like in reality:</span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="# named code @torch_xla.compile def dummy_cos_sin_decored(self, tensor): return torch.cos(torch.sin(tensor)) # target dumped HLO renamed with named code function name ... module_0021.SyncTensorsGraph.4.hlo_module_config.txt module_0021.SyncTensorsGraph.4.target_arguments.txt module_0021.SyncTensorsGraph.4.tpu_comp_env.txt module_0024.dummy_cos_sin_decored.5.before_optimizations.txt module_0024.dummy_cos_sin_decored.5.execution_options.txt module_0024.dummy_cos_sin_decored.5.flagfile module_0024.dummy_cos_sin_decored.5.hlo_module_config.txt module_0024.dummy_cos_sin_decored.5.target_arguments.txt module_0024.dummy_cos_sin_decored.5.tpu_comp_env.txt ..."><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c"># named code @torch_xla.compile def dummy_cos_sin_decored(self, tensor): return torch.cos(torch.sin(tensor)) # target dumped HLO renamed with named code function name ... module_0021.SyncTensorsGraph.4.hlo_module_config.txt module_0021.SyncTensorsGraph.4.target_arguments.txt module_0021.SyncTensorsGraph.4.tpu_comp_env.txt module_0024.dummy_cos_sin_decored.5.before_optimizations.txt module_0024.dummy_cos_sin_decored.5.execution_options.txt module_0024.dummy_cos_sin_decored.5.flagfile module_0024.dummy_cos_sin_decored.5.hlo_module_config.txt module_0024.dummy_cos_sin_decored.5.target_arguments.txt module_0024.dummy_cos_sin_decored.5.tpu_comp_env.txt ...</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"></p></section></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">Looking at the above output you can see the original versus the named output generated from the same file; ‘SyncTensorsGraph’ is the automatically generated name. Below, you can see the renamed file related to the small code example above.</span></p> <h3><strong style="vertical-align:baseline">vLLM on TPU (experimental)</strong></h3> <p><span style="vertical-align:baseline">If you use </span><a href="https://docs.vllm.ai/en/latest/index.html" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">vLLM</span></a><span style="vertical-align:baseline"> to serve models on GPUs, you can now switch to TPU as a backend. vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs. vLLM on TPU retains the same vLLM interface that developers love, including direct integration into </span><a href="https://huggingface.co/models" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">Hugging Face Model Hub</span></a><span style="vertical-align:baseline"> to simplify model experimentation on TPU. </span></p> <p><span style="vertical-align:baseline">Switching your vLLM endpoint to TPU is a matter of a few config changes. Aside from the TPU image, everything else remains the same: request payload, metrics used for autoscaling, load balancing, model source code, etc. For details, see the </span><a href="https://docs.vllm.ai/en/v0.5.5/getting_started/tpu-installation.html" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">installation guide</span></a><span style="vertical-align:baseline">. </span></p> <p><span style="vertical-align:baseline">Other vLLM features we've extended to TPU include </span><a href="https://jax.readthedocs.io/en/latest/pallas/index.html" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">Pallas</span></a><span style="vertical-align:baseline"> kernels such as paged attention, flash attention and performance optimizations in dynamo bridge, all which are now part of the PyTorch/XLA repository (</span><a href="https://github.com/pytorch/xla/blob/master/torch_xla/experimental/custom_kernel.py" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">code</span></a><span style="vertical-align:baseline">). While vLLM is available to PyTorch TPU users, this work is still ongoing, and we look forward to rolling out additional features and optimizations in future releases.</span></p> <h3><strong style="vertical-align:baseline">Start using PyTorch/XLA 2.5</strong></h3> <p><span style="vertical-align:baseline">You can start taking advantage of these latest features by downloading the latest release through your Python package manager. Or, if this is your first time hearing about PyTorch/XLA, check out the project’s </span><a href="https://github.com/pytorch/xla" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">Github page</span></a><span style="vertical-align:baseline"> for installation instructions and more detailed information.</span></p> <p><span style="vertical-align:baseline">For a full list of changes, check out the </span><a href="https://github.com/pytorch/xla/releases/tag/v2.5.0" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">release notes</span></a><span style="vertical-align:baseline">!</span></p></span></section><section class="kcBhad"><section class="Fabbec"><span class="WrMNjb">Posted in</span><ul class="FzXI4e"><li class="I4B51b"><a href="https://cloud.google.com/blog/products/ai-machine-learning" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning"track-metadata-module="tag list"track-metadata-module_headline="posted in">AI & Machine Learning</a></li><li class="I4B51b"><a href="https://cloud.google.com/blog/products/application-development" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/application-development"track-metadata-module="tag list"track-metadata-module_headline="posted in">Application Development</a></li></ul></section></section></div></div></div></div></div><section class="nRhiJb-DARUcf " track-metadata-module="related articles" track-metadata-module_headline="related articles"><div class="nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><h5 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc nRhiJb-DbgRPb-II5mzb-cGMI2b">Related articles</h5><section class="m9cUGf HGev3 nJD2Qe nRhiJb-ObfsIf"><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/databases/enhancing-alloydb-vector-search-with-inline-filtering-and-enterprise-observability" class="lD2oe" track-name="enhancing alloydb vector search with inline filtering and enterprise observability"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/databases/enhancing-alloydb-vector-search-with-inline-filtering-and-enterprise-observability"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="databases"track-type="tag">Databases</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Enhancing AlloyDB vector search with inline filtering and enterprise observability</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Sandy Ghai • 6-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/ai-machine-learning/anthropics-claude-3-7-sonnet-is-available-on-vertex-ai" class="lD2oe" track-name="announcing claude 37 sonnet anthropic’s first hybrid reasoning model is available on vertex ai"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/anthropics-claude-3-7-sonnet-is-available-on-vertex-ai"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="ai & machine learning"track-type="tag">AI & Machine Learning</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Announcing Claude 3.7 Sonnet, Anthropic’s first hybrid reasoning model, is available on Vertex AI</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Nenshad Bardoliwalla • 6-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/ai-machine-learning/guide-to-optimizing-image-generation-pipelines" class="lD2oe" track-name="optimizing image generation pipelines on google cloud: a practical guide"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/guide-to-optimizing-image-generation-pipelines"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="ai & machine learning"track-type="tag">AI & Machine Learning</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Optimizing image generation pipelines on Google Cloud: A practical guide</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Gopala Dhar • 5-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/devops-sre/applying-sre-principles-to-your-mlops-pipelines" class="lD2oe" track-name="an sre’s guide to optimizing ml systems with mlops pipelines"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/devops-sre/applying-sre-principles-to-your-mlops-pipelines"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="devops & sre"track-type="tag">DevOps & SRE</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">An SRE’s guide to optimizing ML systems with MLOps pipelines</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Max Saltonstall • 5-minute read</p></div></div></a></div></div></section></div></section></article></div></div><c-data id="i1" jsdata=" n2jFB;_;1"></c-data></c-wiz><script aria-hidden="true" nonce="y9ByX4Bk91kZCDaHbmt4jA">window.wiz_progress&&window.wiz_progress();window.wiz_tick&&window.wiz_tick('zPZHOe');</script><script nonce="y9ByX4Bk91kZCDaHbmt4jA">(function(){'use strict';var c=window,d=[];c.aft_counter=d;var e=[],f=0;function _recordIsAboveFold(a){if(!c._isLazyImage(a)&&!a.hasAttribute("data-noaft")&&a.src){var b=(c._isVisible||function(){})(c.document,a);a.setAttribute("data-atf",b);b&&(e.indexOf(a)!==-1||d.indexOf(a)!==-1||a.complete||d.push(a),a.hasAttribute("data-iml")&&(a=Number(a.getAttribute("data-iml")),a>f&&(f=a)))}} c.initAft=function(){f=0;e=Array.prototype.slice.call(document.getElementsByTagName("img")).filter(function(a){return!!a.getAttribute("data-iml")});[].forEach.call(document.getElementsByTagName("img"),function(a){try{_recordIsAboveFold(a)}catch(b){throw b.message=a.hasAttribute("data-iid")?b.message+"\nrecordIsAboveFold error for defer inlined image":b.message+("\nrecordIsAboveFold error for img element with <src: "+a.src+">"),b;}});if(d.length===0)c.onaft(f)};}).call(this); initAft()</script><script id="_ij" nonce="y9ByX4Bk91kZCDaHbmt4jA">window.IJ_values = [[null,null,"",false,null,null,true,false],'0','https:\/\/cloud.google.com\/blog\/',["cloudblog","products/ai-machine-learning/whats-new-with-pytorchxla-2-5",["en","de","fr","ko","ja"],"en",null,"https://cloud.google.com/blog","blog_article","cloud.google.com",["https://console.cloud.google.com/freetrial/","https://cloud.google.com/contact/","https://cloud.google.com/","https://cloud.google.com/blog","https://cloud.google.com/","https://www.google.com/","https://cloud.google.com/products/","https://about.google.com/products/","https://about.google/intl/en/","https://support.google.com"],["googlecloud","googlecloud","showcase/google-cloud","googlecloud/","googlecloud/"],true], null ,'boq_cloudx-web-blog-uiserver_20250224.07_p0','cloud.google.com',["SG",1],[[["bigquery_ftv",["bigquery_ftv",[["control",["control",[97716263,97716264],["/bigquery"]]],["variantA",["variantA",[97716265,97716266],["/bigquery"]]],["variantB",["variantB",[97716267,97716268],["/bigquery"]]],["variantC",["variantC",[97716269,97716270],["/bigquery"]]]]]],["jss",["jss",[["control",["control",[93803230,93804391],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantA",["variantA",[93803231,93804392],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantB",["variantB",[93803232,93804393],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantC",["variantC",[93803233,93804394],["/products/ai","/products/compute","/solutions/web-hosting"]]]]]],["visual_interest",["visual_interest",[["control",["control",[97933470,97933471],["/free"]]],["variantA",["variantA",[97933472,97933473],["/free"]]],["variantB",["variantB",[97933474,97933475],["/free"]]],["variantC",["variantC",[97940381,97940382],["/free"]]]]]]]], 0.0 ,["GTM-5CVQBG",[["en","\u202aEnglish\u202c",true,"en"],["de","\u202aDeutsch\u202c",true,"de"],["es","\u202aEspañol\u202c",true,"es"],["es-419","\u202aEspañol (Latinoamérica)\u202c",true,"es-419"],["fr","\u202aFrançais\u202c",true,"fr"],["id","\u202aIndonesia\u202c",true,"id"],["it","\u202aItaliano\u202c",true,"it"],["pt-BR","\u202aPortuguês (Brasil)\u202c",true,"pt-BR"],["zh-CN","\u202a简体中文\u202c",true,"zh-Hans"],["zh-TW","\u202a繁體中文\u202c",true,"zh-Hant"],["ja","\u202a日本語\u202c",true,"ja"],["ko","\u202a한국어\u202c",true,"ko"]],["83405","AIzaSyD3LJeW4Q6gtdgJlyeFZUp-GhpIoc6EUeg"],"en",null,null,[],[["https://cloud.google.com/innovators","https://cloud.google.com/innovators/plus/activate","https://cloud.google.com/innovators/innovatorsplus"],["https://workspace.google.com/pricing","https://www.x.com/googleworkspace","https://www.facebook.com/googleworkspace","https://www.youtube.com/channel/UCBmwzQnSoj9b6HzNmFrg_yw","https://www.instagram.com/googleworkspace","https://www.linkedin.com/showcase/googleworkspace","https://about.google/?utm_source\u003dworkspace.google.com\u0026utm_medium\u003dreferral\u0026utm_campaign\u003dgsuite-footer-en","https://about.google/products/?tip\u003dexplore","https://workspace.google.com","https://workspace.google.com/contact/?source\u003dgafb-form-globalnav-en","https://workspace.google.com/business/signup/welcome?hl\u003den\u0026source\u003dgafb-form-globalnav-en","https://workspace.google.com/blog"],["https://www.cloudskillsboost.google","https://www.cloudskillsboost.google?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/subscriptions?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreenlaunchpromo","https://www.cloudskillsboost.google/subscriptions?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/catalog?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/paths?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen"],["https://mapsplatform.google.com"],["https://cloud.google.com/developers","https://cloud.google.com/developers/settings?utm_source\u003dinnovators"],["https://console.cloud.google.com/freetrial","https://console.cloud.google.com/","https://console.cloud.google.com/freetrial?redirectPath\u003dhttps://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5"],["https://aitestkitchen.withgoogle.com/signup","https://blog.google/technology/ai/join-us-in-the-ai-test-kitchen/","https://cloud.google.com/ai"],["https://googlecloudplatform.blogspot.com/","https://github.com/GoogleCloudPlatform","https://www.linkedin.com/company/google-cloud","https://twitter.com/GoogleCloud_sg","https://www.facebook.com/googlecloud","https://www.youtube.com/GoogleCloudAPAC"]],[2025,2,25],[["en","x-default"],"x-default"],[null,true],null,"/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5?hl\u003den",["6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr"]],[],'','y9ByX4Bk91kZCDaHbmt4jA','Grq6qYRZk-6NRlQKfHszaQ','DEFAULT','\/blog', 2025.0 ,'https:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/whats-new-with-pytorchxla-2-5', null ,'ltr', false ,'https:\/\/accounts.google.com\/AccountChooser?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/whats-new-with-pytorchxla-2-5\x26hl\x3den-US','https:\/\/accounts.google.com\/ServiceLogin?hl\x3den-US\x26continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/whats-new-with-pytorchxla-2-5','https:\/\/accounts.google.com\/SignOutOptions?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/whats-new-with-pytorchxla-2-5',[[[1]]], false , false , false ,'en','en-US','en_US','https:\/\/goto2.corp.google.com\/mdtredirect?data_id_filter\x3dcloud.google.com\x26system_name\x3dcloudx-web-blog-uiserver', null , null ,'https:\/\/myaccount.google.com\/privacypolicy?hl\x3den-US', false , null ,'https:\/\/www.gstatic.com\/_\/boq-cloudx-web-blog\/_\/r\/','https:\/\/myaccount.google.com\/termsofservice?hl\x3den-US',[[[["Solutions \u0026 technology",null,[[["AI \u0026 Machine Learning","/blog/products/ai-machine-learning"],["API Management","/blog/products/api-management"],["Application Development","/blog/products/application-development"],["Application Modernization","/blog/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["Compute","/blog/products/compute"],["Containers \u0026 Kubernetes","/blog/products/containers-kubernetes"],["Data Analytics","/blog/products/data-analytics"],["Databases","/blog/products/databases"],["DevOps \u0026 SRE","/blog/products/devops-sre"],["Maps \u0026 Geospatial","/blog/topics/maps-geospatial"],["Security",null,[[["Security \u0026 Identity","/blog/products/identity-security"],["Threat Intelligence","/blog/topics/threat-intelligence"]]]],["Infrastructure","/blog/products/infrastructure"],["Infrastructure Modernization","/blog/products/infrastructure-modernization"],["Networking","/blog/products/networking"],["Productivity \u0026 Collaboration","/blog/products/productivity-collaboration"],["SAP on Google Cloud","/blog/products/sap-google-cloud"],["Storage \u0026 Data Transfer","/blog/products/storage-data-transfer"],["Sustainability","/blog/topics/sustainability"]]]],["Ecosystem",null,[[["IT Leaders","/transform"],["Industries",null,[[["Financial Services","/blog/topics/financial-services"],["Healthcare \u0026 Life Sciences","/blog/topics/healthcare-life-sciences"],["Manufacturing","/blog/topics/manufacturing"],["Media \u0026 Entertainment","/blog/products/media-entertainment"],["Public Sector","/blog/topics/public-sector"],["Retail","/blog/topics/retail"],["Supply Chain","/blog/topics/supply-chain-logistics"],["Telecommunications","/blog/topics/telecommunications"]]]],["Partners","/blog/topics/partners"],["Startups \u0026 SMB","/blog/topics/startups"],["Training \u0026 Certifications","/blog/topics/training-certifications"],["Inside Google Cloud","/blog/topics/inside-google-cloud"],["Google Cloud Next \u0026 Events","/blog/topics/google-cloud-next"],["Google Cloud Consulting","/blog/topics/consulting"],["Google Maps Platform","https://mapsplatform.google.com/resources/blog/"],["Google Workspace","https://workspace.google.com/blog"]]]],["Developers \u0026 Practitioners","/blog/topics/developers-practitioners"],["Transform with Google Cloud","/transform"]]],[["de",[[["Neuigkeiten","/blog/de/topics/whats-new/aktuelles-auf-dem-google-cloud-blog"],["Lösungen \u0026 Technologien",null,[[["Anwendungsentwicklung","/blog/de/products/application-development"],["Anwendungsmodernisierung","/blog/de/products/anwendungsmodernisierung"],["API-Verwaltung","/blog/de/products/api-management"],["Chrome Enterprise","/blog/de/products/chrome-enterprise"],["Computing","/blog/de/products/compute"],["Containers \u0026 Kubernetes","/blog/de/products/containers-kubernetes"],["Datenanalysen","/blog/de/products/data-analytics"],["Datenbanken","/blog/de/products/databases"],["DevOps \u0026 SRE","/blog/de/products/devops-sre"],["Infrastruktur","/blog/de/products/infrastructure"],["KI \u0026 Machine Learning","/blog/de/products/ai-machine-learning"],["Maps \u0026 Geospatial","/blog/de/topics/maps-geospatial"],["Modernisierung der Infrastruktur","/blog/de/products/modernisierung-der-infrastruktur"],["Nachhaltigkeit","/blog/de/topics/nachhaltigkeit"],["Netzwerk","/blog/de/products/networking"],["Produktivität und Zusammenarbeit","/blog/de/products/produktivitaet-und-kollaboration"],["SAP in Google Cloud","/blog/de/products/sap-google-cloud"],["Sicherheit \u0026 Identität","/blog/de/products/identity-security"],["Speicher und Datentransfer","/blog/de/products/storage-data-transfer"]]]],["Ökosystem",null,[[["IT Leader","/transform/de"],["Industrien",null,[[["Behörden und öffentlicher Sektor","/blog/de/topics/public-sector"],["Einzelhandel","/blog/de/topics/retail"],["Fertigung","/blog/de/topics/fertigung"],["Finanzdienstleistungen","/blog/de/topics/financial-services"],["Gesundheitswesen und Biowissenschaften","/blog/de/topics/healthcare-life-sciences"],["Lieferkette und Logistik","/blog/de/topics/lieferkette-und-logistik"],["Medien und Unterhaltung","/blog/de/products/media-entertainment"],["Telekommunikation","/blog/de/topics/telecommunications"]]]],["Entwickler*innen \u0026 Fachkräfte","/blog/de/topics/developers-practitioners"],["Google Cloud Next \u0026 Events","/blog/de/topics/events"],["Google Maps Platform","/blog/de/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/de"],["Inside Google Cloud","/blog/de/topics/inside-google-cloud"],["Kunden","/blog/de/topics/kunden"],["Partner","/blog/de/topics/partners"],["Start-ups und KMU","/blog/de/topics/startups"],["Training und Zertifizierung","/blog/de/topics/training-certifications"]]]],["Transformation mit Google Cloud","/transform/de"]]]],["en",[[["Solutions \u0026 technology",null,[[["AI \u0026 Machine Learning","/blog/products/ai-machine-learning"],["API Management","/blog/products/api-management"],["Application Development","/blog/products/application-development"],["Application Modernization","/blog/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["Compute","/blog/products/compute"],["Containers \u0026 Kubernetes","/blog/products/containers-kubernetes"],["Data Analytics","/blog/products/data-analytics"],["Databases","/blog/products/databases"],["DevOps \u0026 SRE","/blog/products/devops-sre"],["Maps \u0026 Geospatial","/blog/topics/maps-geospatial"],["Security",null,[[["Security \u0026 Identity","/blog/products/identity-security"],["Threat Intelligence","/blog/topics/threat-intelligence"]]]],["Infrastructure","/blog/products/infrastructure"],["Infrastructure Modernization","/blog/products/infrastructure-modernization"],["Networking","/blog/products/networking"],["Productivity \u0026 Collaboration","/blog/products/productivity-collaboration"],["SAP on Google Cloud","/blog/products/sap-google-cloud"],["Storage \u0026 Data Transfer","/blog/products/storage-data-transfer"],["Sustainability","/blog/topics/sustainability"]]]],["Ecosystem",null,[[["IT Leaders","/transform"],["Industries",null,[[["Financial Services","/blog/topics/financial-services"],["Healthcare \u0026 Life Sciences","/blog/topics/healthcare-life-sciences"],["Manufacturing","/blog/topics/manufacturing"],["Media \u0026 Entertainment","/blog/products/media-entertainment"],["Public Sector","/blog/topics/public-sector"],["Retail","/blog/topics/retail"],["Supply Chain","/blog/topics/supply-chain-logistics"],["Telecommunications","/blog/topics/telecommunications"]]]],["Partners","/blog/topics/partners"],["Startups \u0026 SMB","/blog/topics/startups"],["Training \u0026 Certifications","/blog/topics/training-certifications"],["Inside Google Cloud","/blog/topics/inside-google-cloud"],["Google Cloud Next \u0026 Events","/blog/topics/google-cloud-next"],["Google Cloud Consulting","/blog/topics/consulting"],["Google Maps Platform","https://mapsplatform.google.com/resources/blog/"],["Google Workspace","https://workspace.google.com/blog"]]]],["Developers \u0026 Practitioners","/blog/topics/developers-practitioners"],["Transform with Google Cloud","/transform"]]]],["fr",[[["Les tendances","/blog/fr/topics/les-tendances/quelles-sont-les-nouveautes-de-google-cloud"],["Solutions et Technologie",null,[[["Analyse de données","/blog/fr/products/analyse-de-donnees/"],["Bases de données","/blog/fr/products/databases"],["Calcul","/blog/fr/products/calcul/"],["Chrome Entreprise","/blog/fr/products/chrome-enterprise/"],["Conteneurs et Kubernetes","/blog/fr/products/conteneurs-et-kubernetes/"],["Développement d'Applications","/blog/fr/products/application-development"],["Développement durable","/blog/fr/topics/developpement-durable"],["DevOps et ingénierie SRE","/blog/fr/products/devops-sre"],["Gestion des API","/blog/fr/products/api-management"],["IA et Machine Learning","/blog/fr/products/ai-machine-learning"],["Infrastructure","/blog/fr/products/infrastructure"],["Maps et Géospatial","/blog/fr/topics/maps-geospatial"],["Modernisation d'Applications","/blog/fr/products/modernisation-dapplications/"],["Modernisation d'Infrastructure","/blog/fr/products/modernisation-dinfrastructure/"],["Networking","/blog/fr/products/networking"],["Productivité et Collaboration","/blog/fr/products/productivite-et-collaboration"],["SAP sur Google Cloud","/blog/fr/products/sap-google-cloud"],["Sécurité et Identité","/blog/fr/products/identity-security"],["Stockage et transfert de données","/blog/fr/products/storage-data-transfer"]]]],["Écosystème",null,[[["Responsables IT","/transform/fr"],["Industries",null,[[["Commerce","/blog/fr/topics/retail"],["Manufacturing","/blog/fr/topics/manufacturing"],["Médias et Divertissement","/blog/fr/products/media-entertainment"],["Santé","/blog/fr/topics/healthcare-life-sciences"],["Secteur Public","/blog/fr/topics/public-sector"],["Services Financiers","/blog/fr/topics/financial-services"],["Supply Chain","/blog/fr/topics/supply-chain/"],["Telecommunications","/blog/fr/topics/telecommunications"]]]],["Clients","/blog/fr/topics/clients/"],["Développeurs et professionnels","/blog/fr/topics/developers-practitioners"],["Formations et certifications","/blog/fr/topics/training-certifications"],["Google Cloud Next et Événements","/blog/fr/topics/evenements"],["Google Maps Platform","/blog/fr/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/fr"],["Inside Google Cloud","/blog/fr/topics/inside-google-cloud"],["Partenaires","/blog/fr/topics/partners"],["Start-ups et PME","/blog/fr/topics/startups"]]]],["Transformer avec Google Cloud","/transform/fr"]]]],["ja",[[["ソリューションとテクノロジー",null,[[["AI \u0026 機械学習","/blog/ja/products/ai-machine-learning"],["API 管理","/blog/ja/products/api-management"],["アプリケーション開発","/blog/ja/products/application-development"],["アプリケーションモダナイゼーション","/blog/ja/products/application-modernization"],["Chrome Enterprise","/blog/ja/products/chrome-enterprise"],["コンピューティング","/blog/ja/products/compute"],["Containers \u0026 Kubernetes","/blog/ja/products/containers-kubernetes"],["データ分析","/blog/ja/products/data-analytics"],["データベース","/blog/ja/products/databases"],["DevOps \u0026 SRE","/blog/ja/products/devops-sre"],["Maps \u0026 Geospatial","/blog/ja/products/maps-platform"],["セキュリティ",null,[[["セキュリティ \u0026 アイデンティティ","/blog/ja/products/identity-security"],["脅威インテリジェンス","/blog/ja/topics/threat-intelligence"]]]],["インフラストラクチャ","/blog/ja/products/infrastructure"],["インフラモダナイゼーション","/blog/ja/products/infrastructure-modernization"],["ネットワーキング","/blog/ja/products/networking"],["生産性とコラボレーション","/blog/ja/products/productivity-collaboration"],["Google Cloud での SAP","/blog/ja/products/sap-google-cloud"],["ストレージとデータ転送","/blog/ja/products/storage-data-transfer"],["サステナビリティ","/blog/ja/topics/sustainability"]]]],["エコシステム",null,[[["ITリーダー","/transform/ja"],["業種",null,[[["金融サービス","/blog/ja/topics/financial-services"],["ヘルスケア、ライフサイエンス","/blog/ja/topics/healthcare-life-sciences"],["製造","/blog/ja/topics/manufacturing"],["メディア、エンターテイメント","/blog/ja/products/media-entertainment"],["公共部門","/blog/ja/topics/public-sector"],["小売業","/blog/ja/topics/retail"],["サプライチェーン","/blog/ja/topics/supply-chain-logistics"],["通信","/blog/ja/topics/telecommunications"]]]],["顧客事例","/blog/ja/topics/customers"],["パートナー","/blog/ja/topics/partners"],["スタートアップ \u0026 SMB","/blog/ja/topics/startups"],["トレーニングと認定","/blog/ja/topics/training-certifications"],["Inside Google Cloud","/blog/ja/topics/inside-google-cloud"],["Google Cloud Next とイベント","/blog/ja/topics/google-cloud-next"],["Google Maps Platform","/blog/ja/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/ja"]]]],["デベロッパー","/blog/ja/topics/developers-practitioners"],["Transform with Google Cloud","/transform/ja"]]]],["ko",[[["솔루션 및 기술",null,[[["AI 및 머신러닝","/blog/ko/products/ai-machine-learning"],["API 관리","/blog/ko/products/api-management"],["애플리케이션 개발","/blog/ko/products/application-development"],["애플리케이션 현대화","/blog/ko/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["컴퓨팅","/blog/ko/products/compute"],["컨테이너 \u0026 Kubernetes","/blog/ko/products/containers-kubernetes"],["데이터 분석","/blog/ko/products/data-analytics"],["데이터베이스","/blog/ko/products/databases"],["DevOps 및 SRE","/blog/ko/products/devops-sre"],["Maps \u0026 Geospatial","/blog/ko/products/maps-platform"],["보안",null,[[["보안 \u0026 아이덴티티","/blog/ko/products/identity-security"],["위협 인텔리전스","/blog/ko/topics/threat-intelligence"]]]],["인프라","/blog/ko/products/infrastructure"],["Infrastructure Modernization","/blog/ko/products/infrastructure-modernization"],["네트워킹","/blog/ko/products/networking"],["생산성 및 공동작업","/blog/ko/products/productivity-collaboration"],["SAP on Google Cloud","/blog/ko/products/sap-google-cloud"],["스토리지 및 데이터 전송","/blog/ko/products/storage-data-transfer"],["지속가능성","/blog/ko/topics/sustainability"]]]],["에코시스템",null,[[["IT Leaders","/transform/ko"],["업종",null,[[["금융 서비스","/blog/ko/topics/financial-services"],["의료 및 생명과학","/blog/ko/topics/healthcare-life-sciences"],["제조업","/blog/ko/topics/manufacturing"],["미디어 및 엔터테인먼트","/blog/ko/products/media-entertainment"],["공공부문","/blog/ko/topics/public-sector"],["소매업","/blog/ko/topics/retail"],["공급망","/blog/topics/supply-chain-logistics"],["통신","/blog/ko/topics/telecommunications"]]]],["고객 사례","/blog/ko/topics/customers"],["파트너","/blog/ko/topics/partners"],["스타트업 \u0026 SMB","/blog/ko/topics/startups"],["교육 \u0026 인증","/blog/ko/topics/training-certifications"],["Inside Google Cloud","/blog/ko/topics/inside-google-cloud"],["Google Cloud Next 및 이벤트","/blog/ko/topics/google-cloud-next"],["Google Maps Platform","/blog/ko/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/ko"]]]],["개발 및 IT운영","/blog/ko/topics/developers-practitioners"],["Google Cloud와 함께 하는 디지털 혁신","/transform/ko"]]]]]],'cloud.google.com','https', null , false , null ,[[97960272,97953322,48830069,93778619,1714242,97960269,97442199,98002146,97869659,97848710,97656899,97863042,97496388,97535270,1706538,48554501,97969449,48897392,97785988,97933470,48489826,97442181,97656881,97496370,97785970],null,null,null,null,true],]; window.IJ_valuesCb && window.IJ_valuesCb();</script><script class="ds:0" nonce="y9ByX4Bk91kZCDaHbmt4jA">AF_initDataCallback({key: 'ds:0', hash: '1', data:[["What\u2019s new with PyTorch/XLA 2.5","The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience.",[1730415600],"https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg","https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5",[1730415605,966947000]],[["Manfei Bai","Software Engineer"],["Duncan Campbell","Developer Advocate"]],[null,"\u003cscript type\u003d\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"BlogPosting\",\"@id\":\"https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5\",\"headline\":\"What\u2019s new with PyTorch/XLA 2.5\",\"description\":\"The PyTorch/XLA 2.5 Python package includes a set of improvements to add support for vLLM and enhance the overall developer experience.\",\"image\":\"https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg\",\"author\":[{\"@type\":\"Person\",\"name\":\"Manfei Bai\",\"url\":\"\"},{\"@type\":\"Person\",\"name\":\"Duncan Campbell\",\"url\":\"\"}],\"datePublished\":\"2024-10-31\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"Google Cloud\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://www.gstatic.com/devrel-devsite/prod/v8bb8fa0afe9a8c3a776ebeb25d421bb443344d789b3607754dfabea418b8c4be/cloud/images/cloud-logo.svg\"}},\"url\":\"https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5\",\"keywords\":[\"AI \\u0026 Machine Learning\",\"Application Development\"],\"timeRequired\":\"PT4M\"}\u003c/script\u003e"],["PyTorch/XLA 2.5: vLLM support and an improved developer experience"],null,null,[[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eMachine learning engineers are bullish on PyTorch/XLA, a Python package that uses the XLA deep learning compiler to connect the PyTorch deep learning framework and Cloud TPUs. And now, PyTorch/XLA 2.5 is here, along with a set of improvements to add support for vLLM and enhance the overall developer experience. Featured in this release are:\u003c/span\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eA \u003c/span\u003e\u003ca href\u003d\"https://github.com/pytorch/xla/issues/8000\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eclarified\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e proposal for deprecation of the older torch_xla API in favor of moving towards the existing PyTorch API, providing for a simplified developer experience. An example of this is the migration of existing Distributed API.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eA series of improvements to the torch_xla.compile function which improve the debugging experience for developers during the development process.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eExperimental support in vLLM for TPUs, allowing you to extend your existing deployments and while leveraging the same vLLM interface across your TPUs.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eLet\u2019s take a look at each of these enhancements.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eStreamlining the torch_xla API\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWith PyTorch/XLA 2.5, we're taking a significant step towards making the API more consistent with upstream PyTorch. Our north star is to minimize the learning curve for developers already familiar with PyTorch, making it easier to use XLA devices. This means gradually phasing out and deprecating custom API calls for PyTorch/XLA for more mature functionality when possible, and then, migrating the API calls over to their PyTorch counterparts. Other features still remain within the existing Python module before migration.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIn the spirit of a simpler developer experience for PyTorch/XLA, in this release we have migrated over to leveraging some existing PyTorch distributed API functions when running models on top of PyTorch/XLA. Historically, the calls for the distributed API were located under the torch_xla module; in this update we migrated most of them to torch.distributed.\u003c/span\u003e\u003c/p\u003e"]]],[["# With PyTorch/XLA 2.4\r\nimport torch_xla.core.xla_model as xm\r\nxm.all_reduce()\r\n\r\n# Supported after PyTorch/XLA 2.5\r\ntorch.distrbuted.all_reduce()",null,[null,""]]],[null,["$300 in free credit to try Google Cloud AI and ML",null,"Start building for free","http://console.cloud.google.com/freetrial?redirectPath\u003d/vertex-ai/",[null,"\u003cp\u003eBuild and test your proof of concept with $300 in free credit for new customers. Plus, all customers get free monthly usage of 20+ products, including AI APIs.\u003c/p\u003e"]]],[null,null,[null,[null,"\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eImprovement to \u2018torch_xla.compile\u2019\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWe\u2019ve also added a few new compilation features to help you debug or notice potential issues within your model code. For example, a \u2018full_graph\u2019 mode emits an error message when there\u2019s more than one compilation graph. This helps you discover potential issues caused by multiple compilation graphs early on (during compilation).\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eAdditionally, you can now specify an expected number of recompilations for compiled functions. This can help you debug performance issues in which a function might be getting recompiled more times than expected, for example, when it has unexpected dynamism.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eYou can now also give compiled functions an understandable name instead of an automatically created one. By naming compiled targets, you gain more context when debugging messages, making it easier to figure out where the problem may be. Here\u2019s an example of what that looks like in reality:\u003c/span\u003e\u003c/p\u003e"]]],[["# named code\r\n@torch_xla.compile\r\ndef dummy_cos_sin_decored(self, tensor):\r\n return torch.cos(torch.sin(tensor))\r\n\r\n# target dumped HLO renamed with named code function name \r\n...\r\nmodule_0021.SyncTensorsGraph.4.hlo_module_config.txt\r\nmodule_0021.SyncTensorsGraph.4.target_arguments.txt\r\nmodule_0021.SyncTensorsGraph.4.tpu_comp_env.txt\r\nmodule_0024.dummy_cos_sin_decored.5.before_optimizations.txt\r\nmodule_0024.dummy_cos_sin_decored.5.execution_options.txt\r\nmodule_0024.dummy_cos_sin_decored.5.flagfile\r\nmodule_0024.dummy_cos_sin_decored.5.hlo_module_config.txt\r\nmodule_0024.dummy_cos_sin_decored.5.target_arguments.txt\r\nmodule_0024.dummy_cos_sin_decored.5.tpu_comp_env.txt\r\n...",null,[null,""]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eLooking at the above output you can see the original versus the named output generated from the same file; \u2018SyncTensorsGraph\u2019 is the automatically generated name. Below, you can see the renamed file related to the small code example above.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003evLLM on TPU (experimental)\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIf you use \u003c/span\u003e\u003ca href\u003d\"https://docs.vllm.ai/en/latest/index.html\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003evLLM\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e to serve models on GPUs, you can now switch to TPU as a backend. vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs. vLLM on TPU retains the same vLLM interface that developers love, including direct integration into \u003c/span\u003e\u003ca href\u003d\"https://huggingface.co/models\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eHugging Face Model Hub\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e to simplify model experimentation on TPU.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSwitching your vLLM endpoint to TPU is a matter of a few config changes. Aside from the TPU image, everything else remains the same: request payload, metrics used for autoscaling, load balancing, model source code, etc. For details, see the \u003c/span\u003e\u003ca href\u003d\"https://docs.vllm.ai/en/v0.5.5/getting_started/tpu-installation.html\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003einstallation guide\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eOther vLLM features we've extended to TPU include \u003c/span\u003e\u003ca href\u003d\"https://jax.readthedocs.io/en/latest/pallas/index.html\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003ePallas\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e kernels such as paged attention, flash attention and performance optimizations in dynamo bridge, all which are now part of the PyTorch/XLA repository (\u003c/span\u003e\u003ca href\u003d\"https://github.com/pytorch/xla/blob/master/torch_xla/experimental/custom_kernel.py\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003ecode\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e). While vLLM is available to PyTorch TPU users, this work is still ongoing, and we look forward to rolling out additional features and optimizations in future releases.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eStart using PyTorch/XLA 2.5\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eYou can start taking advantage of these latest features by downloading the latest release through your Python package manager. Or, if this is your first time hearing about PyTorch/XLA, check out the project\u2019s \u003c/span\u003e\u003ca href\u003d\"https://github.com/pytorch/xla\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eGithub page\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e for installation instructions and more detailed information.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eFor a full list of changes, check out the \u003c/span\u003e\u003ca href\u003d\"https://github.com/pytorch/xla/releases/tag/v2.5.0\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003erelease notes\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e!\u003c/span\u003e\u003c/p\u003e"]]]],[["Databases","Enhancing AlloyDB vector search with inline filtering and enterprise observability","AlloyDB vector search now has inline filtering, an enhancement to filtered vector search, and enterprise-grade observability and management tooling.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/databases/enhancing-alloydb-vector-search-with-inline-filtering-and-enterprise-observability",null,1,[["Sandy Ghai","Group Product Manager"],["Tabatha Lewis-Simo","Product Manager, AlloyDB"]],null,"56102"],["AI \u0026 Machine Learning","Announcing Claude 3.7 Sonnet, Anthropic\u2019s first hybrid reasoning model, is available on Vertex AI","Claude 3.7 Sonnet, Anthropic\u2019s most intelligent model to date and the first hybrid reasoning model on the market, is available on Vertex AI. Get started today.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/claude_3_7_sonnet.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/ai-machine-learning/anthropics-claude-3-7-sonnet-is-available-on-vertex-ai",null,1,[["Nenshad Bardoliwalla","Director, Product Management, Vertex AI"]],null,"56099"],["AI \u0026 Machine Learning","Optimizing image generation pipelines on Google Cloud: A practical guide","Learn about three things you can optimize to improve your image generation pipelines: hardware, inference code, or inference pipelines.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/echo.max-700x700.jpg"],null,5,null,"https://cloud.google.com/blog/products/ai-machine-learning/guide-to-optimizing-image-generation-pipelines",null,1,[["Gopala Dhar","AI Engineering Lead, Google Cloud Consulting"],["Kartik Chaudhary","Lead AI/ML Engineer, Google Cloud Consulting"]],null,"56089"],["DevOps \u0026 SRE","An SRE\u2019s guide to optimizing ML systems with MLOps pipelines","As AI and ML become more prevalent, administrators can use Site Reliability Engineering (SRE) techniques to manage the ML infrastructure and software.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/12_-_DevOps__SRE_qBRZDbA.max-700x700.jpg"],null,5,null,"https://cloud.google.com/blog/products/devops-sre/applying-sre-principles-to-your-mlops-pipelines",null,1,[["Max Saltonstall","Developer Relations Engineer, Google"],["Salim Virji","Technical Program Manager, Google"]],null,"56073"]],null,"AI \u0026 Machine Learning",["Join us at Google Cloud Next","April 9-11 in Las Vegas","Register","https://cloud.withgoogle.com/next?utm_source\u003dcgc-blog\u0026utm_medium\u003dblog\u0026utm_campaign\u003dFY25-Q2-global-EXP106-physicalevent-er-next25-mc\u0026utm_content\u003dleft-hand-rail-blog-cta\u0026utm_term\u003d-"],[["AI \u0026 Machine Learning","https://cloud.google.com/blog/products/ai-machine-learning","ai-machine-learning"],["Application Development","https://cloud.google.com/blog/products/application-development","application-development"]],null,null,4], sideChannel: {}});</script><script id="wiz_jd" nonce="y9ByX4Bk91kZCDaHbmt4jA">if (window['_wjdc']) {const wjd = {}; window['_wjdc'](wjd); delete window['_wjdc'];}</script><script aria-hidden="true" id="WIZ-footer" nonce="y9ByX4Bk91kZCDaHbmt4jA">window.wiz_progress&&window.wiz_progress(); window.stopScanForCss&&window.stopScanForCss(); ccTick('bl');</script></body></html><footer id="ZCHFDb"><footer class="nRhiJb-RWrDld nRhiJb-yePe5c QJnbF" jscontroller="NsSboe" track-metadata-module="footer"><h3 class="nRhiJb-VqCwd-L6cTce">Footer Links</h3><section class="nRhiJb-haF9Wb r2W5Od"><section class="nRhiJb-DX2B6"><div class="nRhiJb-j5y3u"><h4 class="nRhiJb-BkAck nRhiJb-BkAck-OWXEXe-TzA9Ye">Follow us</h4><ul class="nRhiJb-Qijihe c3Uqdd" role="list"><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.x.com/googlecloud" target="_blank" rel="noopener" track-name="x"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.x.com/googlecloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M13.9,10.5L21.1,2h-1.7l-6.3,7.4L8,2H2.2l7.6,11.1L2.2,22h1.7l6.7-7.8L16,22h5.8L13.9,10.5L13.9,10.5z M11.5,13.2l-0.8-1.1 L4.6,3.3h2.7l5,7.1l0.8,1.1l6.5,9.2h-2.7L11.5,13.2L11.5,13.2z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.youtube.com/googlecloud" target="_blank" rel="noopener" track-name="youtube"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.youtube.com/googlecloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.linkedin.com/showcase/google-cloud" target="_blank" rel="noopener" track-name="linkedin"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.linkedin.com/showcase/google-cloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zM8 19H5v-9h3v9zM6.5 8.31c-1 0-1.81-.81-1.81-1.81S5.5 4.69 6.5 4.69s1.81.81 1.81 1.81S7.5 8.31 6.5 8.31zM19 19h-3v-5.3c0-.83-.67-1.5-1.5-1.5s-1.5.67-1.5 1.5V19h-3v-9h3v1.2c.52-.84 1.59-1.4 2.5-1.4 1.93 0 3.5 1.57 3.5 3.5V19z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.instagram.com/googlecloud/" target="_blank" rel="noopener" track-name="instagram"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.instagram.com/googlecloud/"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M12,0 C15.3,0 15.7,0 17,0 C18.3,0.1 19.1,0.3 19.9,0.6 C20.7,0.9 21.3,1.3 22,2 C22.7,2.7 23.1,3.4 23.3,4.2 C23.6,5 23.8,5.8 23.9,7.1 C24,8.3 24,8.7 24,12 C24,15.3 24,15.7 23.9,16.9 C23.8,18.2 23.6,19 23.3,19.8 C23,20.6 22.6,21.2 21.9,21.9 C21.3,22.6 20.6,23 19.8,23.3 C19,23.6 18.2,23.8 16.9,23.9 C15.7,24 15.3,24 12,24 C8.7,24 8.3,24 7,24 C5.7,23.9 4.9,23.7 4.1,23.4 C3.3,23.1 2.7,22.7 2,22 C1.3,21.3 0.9,20.6 0.7,19.8 C0.4,19 0.2,18.2 0.1,16.9 C0,15.7 0,15.3 0,12 C0,8.7 0,8.3 0.1,7.1 C0.1,5.8 0.3,4.9 0.6,4.1 C0.9,3.4 1.3,2.7 2,2 C2.7,1.3 3.4,0.9 4.1,0.6 C4.9,0.3 5.8,0.1 7.1,0.1 C8.3,0 8.7,0 12,0 Z M12,2.2 C8.8,2.2 8.4,2.2 7.2,2.2 C6,2.3 5.3,2.5 4.9,2.6 C4.4,2.9 4,3.1 3.5,3.5 C3.1,3.9 2.8,4.3 2.6,4.9 C2.5,5.3 2.3,6 2.3,7.2 C2.2,8.4 2.2,8.8 2.2,12 C2.2,15.2 2.2,15.5 2.3,16.8 C2.3,17.9 2.5,18.6 2.7,19 C2.9,19.6 3.2,20 3.6,20.4 C4,20.8 4.4,21.1 5,21.3 C5.4,21.5 6,21.6 7.2,21.7 C8.4,21.8 8.8,21.8 12,21.8 C15.2,21.8 15.5,21.8 16.8,21.7 C17.9,21.7 18.6,21.5 19,21.3 C19.6,21.1 20,20.8 20.4,20.4 C20.8,20 21.1,19.6 21.3,19 C21.5,18.6 21.6,18 21.7,16.8 C21.8,15.6 21.8,15.2 21.8,12 C21.8,8.8 21.8,8.5 21.7,7.2 C21.7,6.1 21.5,5.4 21.3,5 C21.1,4.4 20.8,4 20.4,3.6 C20,3.2 19.6,2.9 19,2.7 C18.6,2.5 18,2.4 16.8,2.3 C15.6,2.2 15.2,2.2 12,2.2 Z M12,5.8 C15.4,5.8 18.2,8.6 18.2,12 C18.2,15.4 15.4,18.2 12,18.2 C8.6,18.2 5.8,15.4 5.8,12 C5.8,8.6 8.6,5.8 12,5.8 Z M12,16 C14.2,16 16,14.2 16,12 C16,9.8 14.2,8 12,8 C9.8,8 8,9.8 8,12 C8,14.2 9.8,16 12,16 Z M18.4,7 C17.6268014,7 17,6.37319865 17,5.6 C17,4.82680135 17.6268014,4.2 18.4,4.2 C19.1731986,4.2 19.8,4.82680135 19.8,5.6 C19.8,6.37319865 19.1731986,7 18.4,7 Z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.facebook.com/googlecloud/" target="_blank" rel="noopener" track-name="facebook"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.facebook.com/googlecloud/"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-1 2v3h-2c-.55 0-1 .45-1 1v2h3v3h-3v7h-3v-7h-2v-3h2V7.5C13 5.57 14.57 4 16.5 4H19z"></path></svg></a></li></ul></div></section></section><section class="nRhiJb-hlZHHf rtKYfe"><div class="nRhiJb-vQnuyc UXgbsb"><a class="ZOs9zc" href="https://cloud.google.com/" title="Google Cloud" track-name="google"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="footer"><svg class="nRhiJb-vQnuyc-RJLb9c" viewBox="0 0 64 64" role="presentation" aria-hidden="true" width="40" height="40"><path d="M40.37 20.29L42.3333 20.3267L47.67 14.99L47.93 12.73C43.69 8.95667 38.11 6.66 32 6.66C20.9367 6.66 11.6067 14.1833 8.84 24.3833C9.42334 23.98 10.6667 24.28 10.6667 24.28L21.3333 22.5267C21.3333 22.5267 21.8867 21.62 22.1567 21.6767C24.5967 19.0067 28.1067 17.3267 32 17.3267C35.1667 17.3267 38.08 18.44 40.37 20.29Z" fill="#ea4335"/><path d="M55.1667 24.3967C53.93 19.8233 51.37 15.79 47.9267 12.7267L40.3667 20.2867C43.3933 22.7333 45.3333 26.4733 45.3333 30.66V31.9933C49.01 31.9933 52 34.9833 52 38.66C52 42.3367 49.01 45.3267 45.3333 45.3267H32L30.6667 46.6667V54.6667L32 55.9933H45.3333C54.89 55.9933 62.6667 48.2167 62.6667 38.66C62.6667 32.75 59.6933 27.5267 55.1667 24.3967Z" fill="#4285f4"/><path d="M18.6667 55.9933H31.99V45.3267H18.6667C17.6867 45.3267 16.76 45.11 15.92 44.7267L14 45.3167L8.66 50.6567L8.19334 52.46C11.1033 54.6733 14.7333 55.9933 18.6667 55.9933Z" fill="#34a853"/><path d="M18.6667 21.3267C9.11 21.3267 1.33334 29.1033 1.33334 38.66C1.33334 44.2867 4.03 49.2967 8.2 52.4633L15.93 44.7333C13.6167 43.6867 12 41.36 12 38.66C12 34.9833 14.99 31.9933 18.6667 31.9933C21.3667 31.9933 23.6933 33.61 24.74 35.9233L32.47 28.1933C29.3033 24.0233 24.2933 21.3267 18.6667 21.3267Z" fill="#fbbc05"/></svg></a></div><ul class="nRhiJb-hlZHHf-PLDbbf nRhiJb-di8rgd-ZGNLv AXb5J" role="list"><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://cloud.google.com/" track-name="google cloud"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="footer">Google Cloud</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://cloud.google.com/products/" track-name="google cloud products"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/products/"track-metadata-module="footer">Google Cloud Products</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://myaccount.google.com/privacypolicy?hl=en-US" target="_blank" track-name="privacy"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="myaccount.google.com/privacypolicy?hl=en-US"track-metadata-module="footer">Privacy</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://myaccount.google.com/termsofservice?hl=en-US" target="_blank" track-name="terms"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="myaccount.google.com/termsofservice?hl=en-US"track-metadata-module="footer">Terms</a></li><li aria-hidden="true" class="glue-footer__global-links-list-item"><a aria-hidden="true" role="button" tabindex="0" class="nRhiJb-Fx4vi glue-footer__link glue-cookie-notification-bar-control" href="#" target="_blank" track-name="cookies management controls"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="#"track-metadata-module="footer">Cookies management controls</a></li></ul><ul class="nRhiJb-hlZHHf-PLDbbf nRhiJb-hlZHHf-PLDbbf-OWXEXe-hOedQd nRhiJb-di8rgd-ZGNLv qkxr1" role="list"><li class="glue-footer__global-links-list-item nRhiJb-hlZHHf-PLDbbf-rymPhb-ibnC6b-OWXEXe-hOedQd"><a class="nRhiJb-Fx4vi" href="https://support.google.com" target="_blank" track-name="help"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="support.google.com"track-metadata-module="footer"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-yePe5c-h9d3hd" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm1 17h-2v-2h2v2zm2.07-7.75l-.9.92C13.45 12.9 13 13.5 13 15h-2v-.5c0-1.1.45-2.1 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41 0-1.1-.9-2-2-2s-2 .9-2 2H8c0-2.21 1.79-4 4-4s4 1.79 4 4c0 .88-.36 1.68-.93 2.25z"></path></svg>Help</a></li><li class="glue-footer__global-links-list-item nRhiJb-hlZHHf-PLDbbf-rymPhb-ibnC6b-OWXEXe-hOedQd"><select jsaction="change:xU0iy" aria-label="Change language" class="nRhiJb-CL4aqd-j4gsHd"><option value="" selected disabled hidden>Language</option><option value="en" selected>‪English‬</option><option value="de">‪Deutsch‬</option><option value="fr">‪Français‬</option><option value="ko">‪한국어‬</option><option value="ja">‪日本語‬</option></select></li></ul></section></footer></footer>