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="WEnAKvJTLWBktk7Lx0pI_g">window.WIZ_global_data = {"Bwo7Jf":"%.@.\"SG\",1]","CGQM5":"%.@.[[1]]]","DpimGf":false,"EP1ykd":["/_/*","/accounts/*","/transform","/transform/*"],"FdrFJe":"7734005713479820485","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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke\"],[\"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\"]],[2024,11,26],[[\"en\",\"x-default\"],\"x-default\"],[null,true],null,\"/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke?hl\\u003den\",[\"6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr\"]]","LVIXXb":1,"LoQv7e":false,"M55kSc":"%.@.]","MT7f9b":[],"MUE6Ne":"TransformBlogUi","PylxI":"%.@.\"cloudblog\",\"products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke\",[\"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,[[45449436,null,false,null,null,null,\"NCoWOd\"],[45667527,null,false,null,null,null,\"Qzt9sd\"],[45449424,null,null,null,\"default\",null,\"PB4oCc\"],[45532645,null,true,null,null,null,\"wFnpse\"],[45643590,null,false,null,null,null,\"w7jzef\"],[45449433,null,true,null,null,null,\"BotAtd\"],[45662378,null,true,null,null,null,\"DG71uf\"],[45449442,null,true,null,null,null,\"dsKk4d\"],[45449449,null,true,null,null,null,\"b5B1L\"],[45663339,null,false,null,null,null,\"OEmSkb\"],[45664956,null,false,null,null,null,\"aeNUHe\"],[45459555,null,false,null,null,null,\"Imeoqb\"],[45646404,null,false,null,null,null,\"tfPPe\"],[45651445,null,true,null,null,null,\"XzXOC\"],[45449440,null,false,null,null,null,\"j9nUqf\"],[45631885,null,false,null,null,null,\"kG32O\"],[45449445,null,true,null,null,null,\"C4H3Td\"],[45649370,null,false,null,null,null,\"LibkZ\"],[45657332,null,true,null,null,null,\"oBUucf\"],[45449438,null,false,null,null,null,\"m0uJSe\"],[45449471,null,null,null,\"default\",null,\"Ammqqf\"],[45612748,null,false,null,null,null,\"fdXYmb\"],[45449467,null,null,null,\"variant3\",null,\"qL2Vf\"],[45449469,null,null,null,\"default\",null,\"mBNY1\"],[45449443,null,false,null,null,null,\"wvKxS\"],[45616194,null,false,null,null,null,\"y3jdm\"],[45449434,null,true,null,null,null,\"PvZHQ\"],[45449428,null,null,null,\"default\",null,\"cbPi4d\"],[45664077,null,false,null,null,null,\"w1axY\"],[45449423,null,null,null,\"default\",null,\"FIJFKf\"],[45449450,null,false,null,null,null,\"PTNaKe\"],[45632110,null,true,null,null,null,\"QK58Od\"],[45449435,null,false,null,null,null,\"s7Z7Ld\"],[45449446,null,true,null,null,null,\"ktxJzc\"],[45449468,null,null,null,\"variant3\",null,\"BUEcUe\"],[45659313,null,false,null,null,null,\"i2rGv\"],[45532646,null,true,null,null,null,\"RIvlU\"],[45449439,null,true,null,null,null,\"lsuui\"],[45650156,null,false,null,null,null,\"Pr5Lcf\"],[45449422,null,null,null,\"default\",null,\"epsxQe\"],[45628378,null,true,null,null,null,\"hRRuzd\"],[45651724,null,true,null,null,null,\"xYDLRc\"],[45662552,null,false,null,null,null,\"epuB3d\"],[45449444,null,true,null,null,null,\"HGJqie\"],[45655733,null,true,null,null,null,\"xPTOyb\"],[45663526,null,false,null,null,null,\"kG33G\"]],\"CAMSHR0c4c2IEJn+BOjvF8K/sBKhkOMGFrecDRbN9Q14\"]]]","UUFaWc":"%.@.null,1000,2]","Vvafkd":false,"Yllh3e":"%.@.1732677345640851,24365432,1259532702]","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 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 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_20241121.08_p0","eptZe":"/blog/_/TransformBlogUi/","f8POw":"%.@.[97656899,1714255,48887082,97863042,97863170,97442199,97535270,97517172,1706538,97684535,93874004,93778619,48554501,97785988,48830069,97716269,48489830,97656881,48887064,97442181,97517154,97684517,93873986,97785970],null,null,null,null,true]","fPDxwd":[97517172,97684535,97863042,97863170],"gGcLoe":false,"iCzhFc":false,"nQyAE":{"b5B1L":"true","PTNaKe":"false","ktxJzc":"true","BUEcUe":"variant3","XzXOC":"true","kG32O":"false","C4H3Td":"true","w1axY":"false","Pr5Lcf":"false","kG33G":"false","OEmSkb":"false","aeNUHe":"false","j9nUqf":"false","wvKxS":"false","wFnpse":"true","tfPPe":"false","LibkZ":"false","m0uJSe":"false","PvZHQ":"true","s7Z7Ld":"false","i2rGv":"false","RIvlU":"true","lsuui":"true","HGJqie":"true","NCoWOd":"false","Qzt9sd":"false","dsKk4d":"true","fdXYmb":"false","epuB3d":"false","BotAtd":"true"},"p9hQne":"https://www.gstatic.com/_/boq-cloudx-web-blog/_/r/","qwAQke":"TransformBlogUi","rtQCxc":-480,"u4g7r":"%.@.null,1000,2]","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/solutions/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/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/\"],[\"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://workspace.google.com/setup/?hl\\u003dde\"],[\"Schulungscenter für Nutzer\",\"https://workspace.google.com/intl/de/learning-center/\"],[\"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/solutions/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/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://workspace.google.com/setup\"],[\"Learning Center for Users\",\"https://workspace.google.com/learning-center/\"],[\"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/solutions/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/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/\"],[\"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://workspace.google.com/setup/?hl\\u003dfr\"],[\"Centre de formation pour les utilisateurs\",\"https://workspace.google.com/intl/fr/learning-center/\"],[\"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/solutions/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/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/intl/ja/marketplace/\"],[\"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://workspace.google.com/setup/?hl\\u003dja\"],[\"ユーザー向けラーニングセンター\",\"https://workspace.google.com/intl/ja/learning-center/\"],[\"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/solutions/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/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/intl/ko/marketplace/\"],[\"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://workspace.google.com/setup/?hl\\u003dko\"],[\"사용자를 위한 학습 센터\",\"https://workspace.google.com/intl/ko/learning-center/\"],[\"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":true,"xwAfE":true,"y2FhP":"prod","yFnxrf":1884,"zChJod":"%.@.]"};</script><script nonce="WEnAKvJTLWBktk7Lx0pI_g">(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="WEnAKvJTLWBktk7Lx0pI_g">var _F_cssRowKey = 'boq-cloudx-web-blog.TransformBlogUi.kBvWwdAt86U.L.X.O';var _F_combinedSignature = 'AHrnUqUMne414GLMZipCdLurIRsd0ykfYQ';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.kBvWwdAt86U.L.X.O/am=OBgwCw/d=1/ed=1/rs=AHrnUqUdHr1ILLldbe8xmK4BOgod6WRp4g/m=articleview,_b,_tp" data-id="_cl" nonce="0-GcD-jlr64zffIJgAevUg"><script nonce="WEnAKvJTLWBktk7Lx0pI_g">onCssLoad();</script><style nonce="0-GcD-jlr64zffIJgAevUg">@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="WEnAKvJTLWBktk7Lx0pI_g">(function(){'use strict';function e(){var a=g,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(h,f,B){a.handleEvent(h,f,B)};a.l[b]=d;c=n(c||b);if(c!==b){var k=a.m[c]||[];k.push(b);a.m[c]=k}a.o.addEventListener(c,function(h){return function(f){d(b,f,h)}},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,k=d.push,h=this.g;b=b(this.g);var f=!1;m.indexOf(a)>=0&&(f=!0);h.addEventListener(a,b,typeof c==="boolean"?{capture:f,passive:c}:f);k.call(d,{eventType:a,j:b,capture:f,passive:c})};var g="click dblclick focus focusin blur error focusout keydown keyup keypress load mouseover mouseout mouseenter mouseleave 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(!(g instanceof Array)){var v;var w=typeof Symbol!="undefined"&&Symbol.iterator&&g[Symbol.iterator];if(w)v=w.call(g);else if(typeof g.length=="number")v={next:e()};else throw Error(String(g)+" 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);g.forEach(function(h){return r(c,h)});var d,k;"onwebkitanimationend"in a&&(d="webkitAnimationEnd");r(c,"animationend",d);"onwebkittransitionend"in a&&(k="webkitTransitionEnd");r(c,"transitionend",k);return{s:c,u:b}}().s),A=["BOQ_wizbind"], C=window||l;A[0]in C||typeof C.execScript=="undefined"||C.execScript("var "+A[0]);for(var D;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.gC3IVRdc-js.es5.O/am=OBgwCw/d=1/excm=_b,_tp,articleview/ed=1/dg=0/wt=2/ujg=1/rs=AHrnUqUC0U47L_N8kMcLkQijaVUP_3FZOw/m=_b,_tp" defer id="base-js" fetchpriority="high" nonce="WEnAKvJTLWBktk7Lx0pI_g"></script><script nonce="WEnAKvJTLWBktk7Lx0pI_g">if (window.BOQ_loadedInitialJS) {onJsLoad();} else {document.getElementById('base-js').addEventListener('load', onJsLoad, false);}</script><script nonce="WEnAKvJTLWBktk7Lx0pI_g"> window['_wjdc'] = function (d) {window['_wjdd'] = d}; </script><title>Using Filestore as an accelerator for AI/ML workloads on GKE | Google Cloud Blog</title><meta name="description" content="Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time."><meta name="robots" content="max-image-preview:large"><meta property="og:title" content="Using Filestore as an accelerator for AI/ML workloads on GKE | Google Cloud Blog"><meta property="og:type" content="website"><meta property="og:url" content="https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"><meta property="og:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-2600x2600.jpg"><meta property="og:description" content="Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time."><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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"><meta name="twitter:title" content="Using Filestore as an accelerator for AI/ML workloads on GKE | Google Cloud Blog"><meta name="twitter:description" content="Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time."><meta name="twitter:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke","headline":"Using Filestore as an accelerator for AI/ML workloads on GKE","description":"Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time.","image":"https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-2600x2600.jpg","author":[{"@type":"Person","name":"Saikat Roychowdhury","url":""},{"@type":"Person","name":"Akshay Ram","url":""}],"datePublished":"2024-02-03","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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke","keywords":["Containers \u0026 Kubernetes","Storage \u0026 Data Transfer","AI \u0026 Machine Learning","Developers \u0026 Practitioners"],"timeRequired":"PT4M"}</script><link rel="canonical" href="https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"><meta name="track-metadata-page_post_title" content="Using Filestore as an accelerator for AI/ML workloads on GKE"><meta name="track-metadata-page_post_labels" content="Containers & Kubernetes"><meta name="track-metadata-page_first_published" content="2024-02-03 09:02:00"><meta name="track-metadata-page_last_published" content="2024-02-03 09:02:00"><meta name="track-metadata-page_post_author" content="Saikat Roychowdhury"><meta name="track-metadata-page_post_author_role" content="Senior 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://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="WEnAKvJTLWBktk7Lx0pI_g">var AF_initDataKeys = ["ds:0"]; var AF_dataServiceRequests = {'ds:0' : {id:'nInjGe',request:["cloudblog","products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke","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="WEnAKvJTLWBktk7Lx0pI_g">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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke","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="containers & kubernetes"track-type="tag">Containers & Kubernetes</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>GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">February 3, 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=GKE%20plus%20Filestore%20-%20Improve%20training%20times%20for%20AI/ML%20workloads%20by%20up%20to%2037%%20@googlecloud&url=https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke" track-name="x"track-type="social share"track-metadata-eventdetail="x.com/intent/tweet?text=GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%%20@googlecloud&url=cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke&title=GKE%20plus%20Filestore%20-%20Improve%20training%20times%20for%20AI/ML%20workloads%20by%20up%20to%2037%" track-name="linkedin"track-type="social share"track-metadata-eventdetail="www.linkedin.com/shareArticle?mini=true&url=cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke&title=GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%"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=GKE%20plus%20Filestore%20-%20Improve%20training%20times%20for%20AI/ML%20workloads%20by%20up%20to%2037%&u=https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke" track-name="facebook"track-type="social share"track-metadata-eventdetail="www.facebook.com/sharer/sharer.php?caption=GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%&u=cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"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=GKE%20plus%20Filestore%20-%20Improve%20training%20times%20for%20AI/ML%20workloads%20by%20up%20to%2037%&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AGKE%20plus%20Filestore%20-%20Improve%20training%20times%20for%20AI/ML%20workloads%20by%20up%20to%2037%%0A%0AUsing%20Filestore%20as%20an%20accelerator%20can%20accelerate%20load%20times%20for%20AI/ML%20workloads%20running%20on%20GKE,%20improving%20performance%20and%20training%20time.%0A%0Ahttps://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke" track-name="email"track-type="social share"track-metadata-eventdetail="mailto:?subject=GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AGKE plus Filestore - Improve training times for AI/ML workloads by up to 37%%0A%0AUsing Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time.%0A%0Acloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"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">Saikat Roychowdhury</h5><p class="nRhiJb-qJTHM khCp7b">Senior Software Engineer</p></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-II5mzb kWSSdd"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Akshay Ram</h5><p class="nRhiJb-qJTHM khCp7b">Senior Product Manager</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">Try Gemini 1.5 models</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">Google's most advanced multimodal models in Vertex AI</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://console.cloud.google.com/freetrial/?redirectPath=/vertex-ai/generative/multimodal/create/text" track-metadata-module="left rail"track-metadata-module_headline="try gemini 15 models" track-name="try it"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="console.cloud.google.com/freetrial/?redirectPath=/vertex-ai/generative/multimodal/create/text">Try it </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'><h2><b>Problem statement and use case</b></h2><p>Training AI/ML workloads requires a lot of data, which is often stored in large numbers of small files — think training driverless cars training numerous image data or performing protein analysis, where the training set often consists of numerous small files, sized 100K to 2MB each. When selecting tools for these use-cases, users often turn to Google’s <a href="https://cloud.google.com/storage">Cloud Storage</a>, which provides low latency and high throughput with reasonable price and performance, and optionally use <a href="https://cloud.google.com/storage/docs/gcs-fuse">FUSE</a> as a file interface for portability. However, when the dataset is composed of small files, latency becomes an issue; a training workload can have tens-of-thousands of small file batches per epoch, as well as multiple worker nodes accessing Cloud Storage.</p><p>To accelerate load times, users need storage that provides low latency and high <i>throughput</i>. Using <a href="https://cloud.google.com/filestore">Filestore</a> as an “accelerator” can help. Filestore provides fast-access file storage with all the benefits of multiple read/write access and a native POSIX interface. You can still leverage Cloud Storage as your primary storage source, and use Filestore to provide cost-effective, low-latency data access for your worker nodes.</p><p>In this blog post, we focus on the important role that Filestore can play in training AI/ML workloads, helping you make informed choices to accelerate your workload performance. Read on to learn how to use this solution according to personas and responsibilities:</p><h2><b>Usage details</b></h2><p>The following screenshots highlight how to use GKE and Filestore for your AI/ML applications. You can find the full source code in <a href="https://github.com/GoogleCloudPlatform/kubernetes-engine-samples/tree/main/demos/vit-training-example" target="_blank">this repository</a>.</p><h3><b>Persona 1: Kubernetes Platform admin staging Filestore for use by data scientists</b></h3><p>The Kubernetes platform admin is responsible for creating infrastructure for data science teams to consume. In this case, the platform admin sets up Filestore using a Kubernetes <a href="https://kubernetes.io/docs/concepts/storage/persistent-volumes/" target="_blank">persistent volume</a> and makes it accessible to data scientists via a <a href="https://jupyter.org/" target="_blank">Jupyter Notebook</a> setup, or if working with multiple users, via <a href="https://jupyter.org/hub" target="_blank">JupyterHub</a>. The data scientist can then simply access the notebook and write code.</p><p>For this specific example, we used the off-the-shelf premium-rwx GKE <a href="https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/filestore-csi-driver#storage-class">StorageClass</a>, which dynamically provisions a <a href="https://cloud.google.com/filestore/docs/service-tiers#basic_hdd_and_basic_ssd_tiers">Filestore Basic SSD</a> instance under the hood. The Jupyter pod specification uses the <a href="https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/filestore-csi-driver">GKE Filestore CSI driver</a> to provision a PersistentVolumeClaim (PVC) which mounts a Filestore share to the Pod. The mounted volume path (which serves as a cache directory for data and models) is exposed as an environment variable to the data scientist (notebook user).</p><p><i>Screenshot 1: Tensorflow deployment with a Filestore volume</i></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></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><i>Screenshot 2: Filestore Persistent volume claim</i></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></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><b>Persona 2: Data scientist accessing data from the Jupyter Notebook</b></h3><p>A data scientist simply wants to focus on running experiments. In this example, we train <a href="https://huggingface.co/google/vit-base-patch16-224-in21k" target="_blank">Google’s Vision Transformer Model (ViT)</a> and load a <a href="https://huggingface.co/datasets/food101" target="_blank">food101 dataset</a> from <a href="https://huggingface.co/" target="_blank">Hugging Face</a>, which is primarily composed of 100k images totalling 5 GiB. We use Hugging Face’s cache feature, which automatically caches the data on the filesystem after first read. The file path needs to be shared with your data science teams as an environment variable. By passing the Filestore path as an environment variable, the data is cached on Filestore. Since the data is cached and not fetched from Cloud Storage, we run two epochs of training on a a2-highgpu-1g machine and compare training times directly from Cloud Storage (baseline), and observe a 37% improvement in training times!</p><p><i>Screenshot 3: Loading dataset from Hugging face and enabling caching</i></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></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><i>Screenshot 4: Jupyter notebook file explorer with mounted filestore directory</i></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></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><i>Screenshot 5,6,7: Download model, start training and measure training time</i></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></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="font-style:italic;vertical-align:baseline">Table 1. Training results </span></p> <div align="left" style="width:100%;overflow-x:auto;width:100%;overflow-x:auto"> <table><colgroup><col><col><col></colgroup> <tbody> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p style="text-align:center"><strong style="vertical-align:baseline">Storage option </strong></p> </td> <td style="vertical-align:bottom;border:1px solid #000000;padding:16px"> <p style="text-align:center"><strong style="vertical-align:baseline">Training Time (Secs)</strong></p> </td> <td style="vertical-align:bottom;border:1px solid #000000;padding:16px"> <p style="text-align:center"><strong style="vertical-align:baseline">Improvement</strong></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Cloud Storage</span></p> </td> <td style="vertical-align:bottom;border:1px solid #000000;padding:16px"> <p style="text-align:center"><span style="vertical-align:baseline">4837</span></p> </td> <td style="vertical-align:bottom;border:1px solid #000000;padding:16px"> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Filestore Basic SSD (Filestore Zonal High Band preferred)</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p style="text-align:center"><span style="vertical-align:baseline">3006</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p style="text-align:center"><span style="vertical-align:baseline"> 37%</span></p> </td> </tr> </tbody> </table> </div> <h2><strong style="vertical-align:baseline">Usage considerations </strong></h2> <p><span style="vertical-align:baseline">In this blog, we’ve highlighted the benefits of using Filestore as an accelerator in front of Cloud Storage, especially when your dataset is composed of numerous small files. You will be </span><a href="https://cloud.google.com/filestore/pricing"><span style="text-decoration:underline;vertical-align:baseline">billed for Filestore Instances</span></a><span style="vertical-align:baseline"> but the costs of storage may be well worth it when you can accelerate your training times (and GPU resource consumption). When files are larger sizes data directly from Cloud Storage may be a better fit. Choose the best architecture based on your use case. </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/containers-kubernetes" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes"track-metadata-module="tag list"track-metadata-module_headline="posted in">Containers & Kubernetes</a></li><li class="I4B51b"><a href="https://cloud.google.com/blog/products/storage-data-transfer" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer"track-metadata-module="tag list"track-metadata-module_headline="posted in">Storage & Data Transfer</a></li><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/topics/developers-practitioners" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/topics/developers-practitioners"track-metadata-module="tag list"track-metadata-module_headline="posted in">Developers & Practitioners</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/identity-security/make-iam-for-gke-easier-to-use-with-workload-identity-federation" class="lD2oe" track-name="make iam for gke easier to use with workload identity federation"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/identity-security/make-iam-for-gke-easier-to-use-with-workload-identity-federation"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.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="security & identity"track-type="tag">Security & Identity</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Make IAM for GKE easier to use with Workload Identity Federation</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Cynthia Thomas • 4-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/topics/partners/netapp-volumes-now-available-for-openshift-on-google-cloud" class="lD2oe" track-name="google cloud netapp volumes now available for openshift on google cloud"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/topics/partners/netapp-volumes-now-available-for-openshift-on-google-cloud"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.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="partners"track-type="tag">Partners</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Google Cloud NetApp Volumes now available for OpenShift on Google Cloud</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Pablo Osinaga • 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/containers-kubernetes/empower-your-teams-with-self-service-kubernetes-using-gke-fleets-and-argo-cd" class="lD2oe" track-name="empower your teams with self-service kubernetes using gke fleets and argo cd"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes/empower-your-teams-with-self-service-kubernetes-using-gke-fleets-and-argo-cd"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.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="containers & kubernetes"track-type="tag">Containers & Kubernetes</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Empower your teams with self-service Kubernetes using GKE fleets and Argo CD</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Jiayi Bao • 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/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke" class="lD2oe" track-name="data loading best practices for ai/ml inference on gke"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.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="containers & kubernetes"track-type="tag">Containers & Kubernetes</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Data loading best practices for AI/ML inference on GKE</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Brian Kaufman • 6-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="WEnAKvJTLWBktk7Lx0pI_g">window.wiz_progress&&window.wiz_progress();window.wiz_tick&&window.wiz_tick('zPZHOe');</script><script id="_ij" nonce="WEnAKvJTLWBktk7Lx0pI_g">window.IJ_values = [[null,null,"",false,null,null,true,false],'0','https:\/\/cloud.google.com\/blog\/',["cloudblog","products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke",["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_20241121.08_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"]]]]]]]], 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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke"],["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"]],[2024,11,26],[["en","x-default"],"x-default"],[null,true],null,"/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke?hl\u003den",["6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr"]],[],'','WEnAKvJTLWBktk7Lx0pI_g','0-GcD-jlr64zffIJgAevUg','DEFAULT','\/blog', 2024.0 ,'https:\/\/cloud.google.com\/blog\/products\/containers-kubernetes\/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke', null ,'ltr', false ,'https:\/\/accounts.google.com\/AccountChooser?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/containers-kubernetes\/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke\x26hl\x3den-US','https:\/\/accounts.google.com\/ServiceLogin?hl\x3den-US\x26continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/containers-kubernetes\/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke','https:\/\/accounts.google.com\/SignOutOptions?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/containers-kubernetes\/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke',[[[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 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 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 ,[[97656899,1714255,48887082,97863042,97863170,97442199,97535270,97517172,1706538,97684535,93874004,93778619,48554501,97785988,48830069,97716269,48489830,97656881,48887064,97442181,97517154,97684517,93873986,97785970],null,null,null,null,true],]; window.IJ_valuesCb && window.IJ_valuesCb();</script><script nonce="WEnAKvJTLWBktk7Lx0pI_g">(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 class="ds:0" nonce="WEnAKvJTLWBktk7Lx0pI_g">AF_initDataCallback({key: 'ds:0', hash: '1', data:[["Using Filestore as an accelerator for AI/ML workloads on GKE","Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time.",[1706922000],"https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-2600x2600.jpg","https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke",[1706922006,499430000]],[["Saikat Roychowdhury","Senior Software Engineer"],["Akshay Ram","Senior Product Manager"]],[null,"\u003cscript type\u003d\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"BlogPosting\",\"@id\":\"https://cloud.google.com/blog/products/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke\",\"headline\":\"Using Filestore as an accelerator for AI/ML workloads on GKE\",\"description\":\"Using Filestore as an accelerator can accelerate load times for AI/ML workloads running on GKE, improving performance and training time.\",\"image\":\"https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-2600x2600.jpg\",\"author\":[{\"@type\":\"Person\",\"name\":\"Saikat Roychowdhury\",\"url\":\"\"},{\"@type\":\"Person\",\"name\":\"Akshay Ram\",\"url\":\"\"}],\"datePublished\":\"2024-02-03\",\"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/containers-kubernetes/using-filestore-as-an-accelerator-for-aiml-workloads-on-gke\",\"keywords\":[\"Containers \\u0026 Kubernetes\",\"Storage \\u0026 Data Transfer\",\"AI \\u0026 Machine Learning\",\"Developers \\u0026 Practitioners\"],\"timeRequired\":\"PT4M\"}\u003c/script\u003e"],["GKE plus Filestore - Improve training times for AI/ML workloads by up to 37%"],null,null,[[null,null,[null,[null,"\u003ch2\u003e\u003cb\u003eProblem statement and use case\u003c/b\u003e\u003c/h2\u003e\u003cp\u003eTraining AI/ML workloads requires a lot of data, which is often stored in large numbers of small files \u2014 think training driverless cars training numerous image data or performing protein analysis, where the training set often consists of numerous small files, sized 100K to 2MB each. When selecting tools for these use-cases, users often turn to Google\u2019s \u003ca href\u003d\"https://cloud.google.com/storage\"\u003eCloud Storage\u003c/a\u003e, which provides low latency and high throughput with reasonable price and performance, and optionally use \u003ca href\u003d\"https://cloud.google.com/storage/docs/gcs-fuse\"\u003eFUSE\u003c/a\u003e as a file interface for portability. However, when the dataset is composed of small files, latency becomes an issue; a training workload can have tens-of-thousands of small file batches per epoch, as well as multiple worker nodes accessing Cloud Storage.\u003c/p\u003e\u003cp\u003eTo accelerate load times, users need storage that provides low latency and high \u003ci\u003ethroughput\u003c/i\u003e. Using \u003ca href\u003d\"https://cloud.google.com/filestore\"\u003eFilestore\u003c/a\u003e as an \u201caccelerator\u201d can help. Filestore provides fast-access file storage with all the benefits of multiple read/write access and a native POSIX interface. You can still leverage Cloud Storage as your primary storage source, and use Filestore to provide cost-effective, low-latency data access for your worker nodes.\u003c/p\u003e\u003cp\u003eIn this blog post, we focus on the important role that Filestore can play in training AI/ML workloads, helping you make informed choices to accelerate your workload performance. Read on to learn how to use this solution according to personas and responsibilities:\u003c/p\u003e\u003ch2\u003e\u003cb\u003eUsage details\u003c/b\u003e\u003c/h2\u003e\u003cp\u003eThe following screenshots highlight how to use GKE and Filestore for your AI/ML applications. You can find the full source code in \u003ca href\u003d\"https://github.com/GoogleCloudPlatform/kubernetes-engine-samples/tree/main/demos/vit-training-example\" target\u003d\"_blank\"\u003ethis repository\u003c/a\u003e.\u003c/p\u003e\u003ch3\u003e\u003cb\u003ePersona 1: Kubernetes Platform admin staging Filestore for use by data scientists\u003c/b\u003e\u003c/h3\u003e\u003cp\u003eThe Kubernetes platform admin is responsible for creating infrastructure for data science teams to consume. In this case, the platform admin sets up Filestore using a Kubernetes \u003ca href\u003d\"https://kubernetes.io/docs/concepts/storage/persistent-volumes/\" target\u003d\"_blank\"\u003epersistent volume\u003c/a\u003e and makes it accessible to data scientists via a \u003ca href\u003d\"https://jupyter.org/\" target\u003d\"_blank\"\u003eJupyter Notebook\u003c/a\u003e setup, or if working with multiple users, via \u003ca href\u003d\"https://jupyter.org/hub\" target\u003d\"_blank\"\u003eJupyterHub\u003c/a\u003e. The data scientist can then simply access the notebook and write code.\u003c/p\u003e\u003cp\u003eFor this specific example, we used the off-the-shelf premium-rwx GKE \u003ca href\u003d\"https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/filestore-csi-driver#storage-class\"\u003eStorageClass\u003c/a\u003e, which dynamically provisions a \u003ca href\u003d\"https://cloud.google.com/filestore/docs/service-tiers#basic_hdd_and_basic_ssd_tiers\"\u003eFilestore Basic SSD\u003c/a\u003e instance under the hood. The Jupyter pod specification uses the \u003ca href\u003d\"https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/filestore-csi-driver\"\u003eGKE Filestore CSI driver\u003c/a\u003e to provision a PersistentVolumeClaim (PVC) which mounts a Filestore share to the Pod. The mounted volume path (which serves as a cache directory for data and models) is exposed as an environment variable to the data scientist (notebook user).\u003c/p\u003e\u003cp\u003e\u003ci\u003eScreenshot 1: Tensorflow deployment with a Filestore volume\u003c/i\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1100x1100.png 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png 1364w"," 1060px, 1364px","https://storage.googleapis.com/gweb-cloudblog-publish/images/1_ls9F65x.max-1400x1400.png"],null,3]]],[null,null,[null,[null,"\u003cp\u003e\u003ci\u003eScreenshot 2: Filestore Persistent volume claim\u003c/i\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png",null,null,"https://storage.googleapis.com/gweb-cloudblog-publish/images/2_ccgBmxV.max-900x900.png"],null,3]]],[null,null,[null,[null,"\u003ch3\u003e\u003cb\u003ePersona 2: Data scientist accessing data from the Jupyter Notebook\u003c/b\u003e\u003c/h3\u003e\u003cp\u003eA data scientist simply wants to focus on running experiments. In this example, we train \u003ca href\u003d\"https://huggingface.co/google/vit-base-patch16-224-in21k\" target\u003d\"_blank\"\u003eGoogle\u2019s Vision Transformer Model (ViT)\u003c/a\u003e and load a \u003ca href\u003d\"https://huggingface.co/datasets/food101\" target\u003d\"_blank\"\u003efood101 dataset\u003c/a\u003e from \u003ca href\u003d\"https://huggingface.co/\" target\u003d\"_blank\"\u003eHugging Face\u003c/a\u003e, which is primarily composed of 100k images totalling 5 GiB. We use Hugging Face\u2019s cache feature, which automatically caches the data on the filesystem after first read. The file path needs to be shared with your data science teams as an environment variable. By passing the Filestore path as an environment variable, the data is cached on Filestore. Since the data is cached and not fetched from Cloud Storage, we run two epochs of training on a a2-highgpu-1g machine and compare training times directly from Cloud Storage (baseline), and observe a 37% improvement in training times!\u003c/p\u003e\u003cp\u003e\u003ci\u003eScreenshot 3: Loading dataset from Hugging face and enabling caching\u003c/i\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1100x1100.png 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png 1600w"," 1060px, 1600px","https://storage.googleapis.com/gweb-cloudblog-publish/images/3_vQZlUsb.max-1600x1600.png"],null,3]]],[null,null,[null,[null,"\u003cp\u003e\u003ci\u003eScreenshot 4: Jupyter notebook file explorer with mounted filestore directory\u003c/i\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png 1024w, https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png 1024w"," 1024px, 1024px","https://storage.googleapis.com/gweb-cloudblog-publish/images/4_oysXS0v.max-1100x1100.png"],null,3]]],[null,null,[null,[null,"\u003cp\u003e\u003ci\u003eScreenshot 5,6,7: Download model, start training and measure training time\u003c/i\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png 697w, https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png 697w"," 697px, 697px","https://storage.googleapis.com/gweb-cloudblog-publish/images/5_wQxQfRj.max-700x700.png"],null,3]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png 1079w"," 1060px, 1079px","https://storage.googleapis.com/gweb-cloudblog-publish/images/6_IOT16Ht.max-1100x1100.png"],null,3]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png 1077w"," 1060px, 1077px","https://storage.googleapis.com/gweb-cloudblog-publish/images/7_ijvWgx8.max-1100x1100.png"],null,3]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003eTable 1. Training results\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cdiv align\u003d\"left\" style\u003d\"width:100%;overflow-x:auto;width:100%;overflow-x:auto\"\u003e\n\u003ctable\u003e\u003ccolgroup\u003e\u003ccol\u003e\u003ccol\u003e\u003ccol\u003e\u003c/colgroup\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eStorage option\u00a0\u003c/strong\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:bottom;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eTraining Time (Secs)\u003c/strong\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:bottom;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eImprovement\u003c/strong\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eCloud Storage\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:bottom;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e4837\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:bottom;border:1px solid #000000;padding:16px\"\u003e\u00a0\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eFilestore Basic SSD (Filestore Zonal High Band preferred)\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e3006\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp style\u003d\"text-align:center\"\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e 37%\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\n\u003c/div\u003e\n\u003ch2\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eUsage considerations\u00a0\u003c/strong\u003e\u003c/h2\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIn this blog, we\u2019ve highlighted the benefits of using Filestore as an accelerator in front of Cloud Storage, especially when your dataset is composed of numerous small files. You will be \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/filestore/pricing\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003ebilled for Filestore Instances\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e but the costs of storage may be well worth it when you can accelerate your training times (and GPU resource consumption). When files are larger sizes data directly from Cloud Storage may be a better fit. Choose the best architecture based on your use case. \u003c/span\u003e\u003c/p\u003e"]]]],[["Security \u0026 Identity","Make IAM for GKE easier to use with Workload Identity Federation","Workload Identity Federation for GKE is now even easier to use with deeper IAM integration. Here\u2019s what you need to know.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/17_-_Security__Identity_NrORvDT.max-700x700.jpg"],null,4,null,"https://cloud.google.com/blog/products/identity-security/make-iam-for-gke-easier-to-use-with-workload-identity-federation",null,1,[["Cynthia Thomas","Product Manager"],["Shaun Liu","Product Manager"]],null,"55618"],["Partners","Google Cloud NetApp Volumes now available for OpenShift on Google Cloud","With Google Cloud NetApp Volumes in OpenShift, you get the benefits of a managed storage service with enterprise-grade NetApp storage capabilities.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/27_-_Partners_TJbWqPw.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/topics/partners/netapp-volumes-now-available-for-openshift-on-google-cloud",null,1,[["Pablo Osinaga","Product Manager"],["Sean Derrington","Group Product Manager, Storage"]],null,"55603"],["Containers \u0026 Kubernetes","Empower your teams with self-service Kubernetes using GKE fleets and Argo CD","Set up a team-centric multi-cluster infrastructure with Google Kubernetes Engine (GKE) fleets and Argo CD, plus Connect Gateway and Workload Identity.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/containers-kubernetes/empower-your-teams-with-self-service-kubernetes-using-gke-fleets-and-argo-cd",null,1,[["Jiayi Bao","Software Engineer, GKE"],["Nick Eberts","Product Manager, GKE"]],null,"55563"],["Containers \u0026 Kubernetes","Data loading best practices for AI/ML inference on GKE","When running AI/ML inference workloads on GKE, learn how to accelerate data loading for inference serving containers and downloading models + weights.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke",null,1,[["Brian Kaufman","Senior Product Manager GKE AI/ML"],["Akshay Ram","Group Product Manager GKE AI/ML"]],null,"55570"]],null,"Containers \u0026 Kubernetes",["Try Gemini 1.5 models","Google's most advanced multimodal models in Vertex AI","Try it","https://console.cloud.google.com/freetrial/?redirectPath\u003d/vertex-ai/generative/multimodal/create/text"],[["Containers \u0026 Kubernetes","https://cloud.google.com/blog/products/containers-kubernetes","containers-kubernetes"],["Storage \u0026 Data Transfer","https://cloud.google.com/blog/products/storage-data-transfer","storage-data-transfer"],["AI \u0026 Machine Learning","https://cloud.google.com/blog/products/ai-machine-learning","ai-machine-learning"],["Developers \u0026 Practitioners","https://cloud.google.com/blog/topics/developers-practitioners","developers"]],null,null,4], sideChannel: {}});</script><script id="wiz_jd" nonce="WEnAKvJTLWBktk7Lx0pI_g">if (window['_wjdc']) {const wjd = {}; window['_wjdc'](wjd); delete window['_wjdc'];}</script><script aria-hidden="true" id="WIZ-footer" nonce="WEnAKvJTLWBktk7Lx0pI_g">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>