{"id":9934,"date":"2025-11-19T11:02:13","date_gmt":"2025-11-19T09:02:13","guid":{"rendered":"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/"},"modified":"2026-10-23T10:09:53","modified_gmt":"2026-10-23T09:09:53","slug":"ai-ml-gpu-server-solutions","status":"publish","type":"page","link":"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/","title":{"rendered":"AI\/ML GPU Servers"},"content":{"rendered":"\n<section  class=\"block block-hero \">\n      <div class=\"image image-background image-background-layer image-background-mobile\">\n          <img decoding=\"async\" class=\"wpsmartcrop-image\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist.jpg\" srcset=\"https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist-90x300.jpg 90w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist-307x1024.jpg 307w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist-461x1536.jpg 461w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist-614x2048.jpg 614w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist-6x20.jpg 6w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-wille-tornqvist.jpg 768w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"768\" height=\"2560\" style=\" object-position: 48.15% 7.28%;\" data-smartcrop-focus=\"[&quot;48.15&quot;,&quot;7.28&quot;]\">\n        <\/div>\n  \n      <div class=\"image image-background image-background-layer image-background-desktop \">\n          <img decoding=\"async\" class=\"wpsmartcrop-image\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist.jpg\" srcset=\"https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist-300x232.jpg 300w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist-1024x792.jpg 1024w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist-768x594.jpg 768w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist-1536x1189.jpg 1536w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-wille-tornqvist.jpg 1680w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1680\" height=\"1300\" style=\" object-position: 72.37% 10.12%;\" data-smartcrop-focus=\"[&quot;72.37&quot;,&quot;10.12&quot;]\">\n        <\/div>\n  \n  <div class=\"container\">\n\n    <div class=\"text-flow\">\n      <h1 id=\"content\">\n        Powerful, private, and cost-efficient GPU Cloud for AI\/ML      <\/h1>\n\n              <p>UpCloud&#8217;s NVIDIA Cloud GPUs are engineered for the demands of modern AI\/ML, offering the performance you need without the hidden fees or vendor lock-in.<\/p>\n<p>Power your projects, from LLM inference to complex machine learning tasks, right from our European cloud.<\/p>\n          <\/div>\n\n          <div class=\"features items\">\n        <div class=\"item\">\n\n                      \n<div class=\"small-components\">\n    \n      <p class=\"additional-info\">\n        \n      Build AI without giving up control    <\/p>\n    \n  <\/div>\n\n          \n          \n        <\/div>\n\n                  <div class=\"item\">\n            <p class=\"badge\">\n              Wille, IT Engineer            <\/p>\n          <\/div>\n              <\/div>\n    \n          \n\n<ul class=\"hero-boxes items fluid\">\n      <li class=\"box\">\n\n      <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.5 16V6H6.5V8H32.5V16H34.5ZM16.5 21H8.5V32H19.5V34H6.5V12H8.5V19H16.5V21ZM12.5 14.5V12.5H20.5V14.5H12.5ZM26.5 14.5V12.5H28.5V14.5H26.5ZM22.5 14.5V12.5H24.5V14.5H22.5ZM19.5 19V24.72C19.5 27.39 20.84 29.89 23.06 31.38L27 34.01L30.94 31.38C33.17 29.9 34.5 27.4 34.5 24.72V19H19.5ZM21.5 24.72V21H32.5V24.72C32.5 26.73 31.5 28.6 29.83 29.71L27 31.6L24.17 29.71C22.5 28.6 21.5 26.72 21.5 24.72Z\" fill=\"url(#paint0_linear_3008_11691)\"\/><defs><linearGradient id=\"paint0_linear_3008_11691\" x1=\"34.5\" y1=\"34.0077\" x2=\"6.5\" y2=\"34.0077\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n              <h2>\n          Privacy-first by design        <\/h2>\n      \n              <p>Host your AI workloads in Finland, within GDPR-compliant data centers, backed by strong jurisdictional protections. This means your models and data are secured without public cloud exposure.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M28.32 20.26L26.59 21.26L31.53 29.82L21.09 31.78V11.73L24.59 17.79L26.32 16.79L20.09 6L13.86 16.79L15.59 17.79L19.09 11.73V31.78L8.64 29.82L13.59 21.26L11.86 20.26L5.5 31.27L20.09 34L34.67 31.27L28.32 20.26Z\" fill=\"url(#paint0_linear_3008_11640)\"\/><defs><linearGradient id=\"paint0_linear_3008_11640\" x1=\"34.67\" y1=\"33.9977\" x2=\"5.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n              <h2>\n          Sustainable computing        <\/h2>\n      \n              <p>Innovate responsibly. Our Helsinki data center is powered by 100% renewables and routes excess heat generated from our GPUs into the city&#8217;s district heating network. This makes our GPU offering in Helsinki one of the most environmentally friendly options on the market, contributing to a greener future while powering your AI.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M19.5 21.9995H23.501V33.9995H6.5V16.9995H10.5V19.0005H8.5V32.0005H21.5V24.0005H19.5V21.9995ZM14.5004 6H34.5004V24H27.5004V22H32.5004V8H16.5004L16.5004 22L19.5 21.9995V24.0005L14.5004 24V6ZM29.5001 16.9999H27.5001V12.9999H23.5001V10.9999H29.5001V16.9999Z\" fill=\"url(#paint0_linear_3008_11707)\"\/><defs><linearGradient id=\"paint0_linear_3008_11707\" x1=\"34.5004\" y1=\"33.9972\" x2=\"6.5\" y2=\"33.9972\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n              <h2>\n          No platform dependencies        <\/h2>\n      \n              <p>We don\u2019t force you into proprietary ML platforms or opaque orchestration layers. Whether you&#8217;re fine-tuning LLaMA, deploying open-source LLMs, or building on PyTorch, our infrastructure supports your chosen open-source tools without restriction.<\/p>\n      \n    <\/li>\n  <\/ul>\n      <\/div>\n\n\n  \n<\/section>\n\n\n\n<section class=\"block block-product-tour-tabs has-background-color-white\">\n  <div class=\"container\">\n\n          <div class=\"top-wrapper\">\n                  <p class=\"kicker\">\n            Seamless Integration          <\/p>\n        \n        <div class=\"heading-wrapper\">\n\n                      <h2 class=\"\">\n              Robust AI\/ML Ecosystem            <\/h2>\n          \n            \n                  <\/div>\n      <\/div>\n    \n    <div class=\"tablist\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Robust AI\/ML Ecosystem\">\n      <div class=\"tab-list-box\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"architecture-tab\"\n                  id=\"architecture-tab-button\"\n                  class=\"tab-button\"\n                  >\n            Architecture          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"storage-tab\"\n                  id=\"storage-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Storage          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"kubernetes-tab\"\n                  id=\"kubernetes-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Kubernetes          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"architecture-tab\"\n              aria-labelledby=\"architecture\"\n              >\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\"\n      alt=\"5th gen AMD EPYC Turin hardware benchmark comparison - UpCloud.com\"\n      src=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg\"\n              srcset=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-300x219.jpg 300w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-1024x747.jpg 1024w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-768x561.jpg 768w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg 1370w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1370\"\n        height=\"1000\"\n                      \/>\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Balanced architecture with AMD EPYC Servers                <\/h3>\n              \n              <p>Pair your GPU Servers with our high-performance 5th-gen AMD EPYC Cloud Servers for a complete and perfectly balanced architecture. Conquer massive parallel jobs and general tasks without compromise in a single architecture.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"storage-tab\"\n              aria-labelledby=\"storage\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Scalable Object Storage                <\/h3>\n              \n              <p>Fuel your workloads with our high-speed Managed Object Storage, ideal for storing immutable files like model checkpoints and large datasets. It supports stateless and concurrent access from any number of hosts, with built-in object versioning.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"kubernetes-tab\"\n              aria-labelledby=\"kubernetes\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1.png\" srcset=\"https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-300x219.png 300w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-768x561.png 768w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Unified Infrastructure with Managed Kubernetes                <\/h3>\n              \n              <p>Coming soon, our Managed Kubernetes service will allow you to manage mixed workloads, enabling you to combine non-GPU and GPU workloads within the same cluster. Benefit from autoscaling support for your inference layer, multi-model routing with ease (e.g., for A\/B testing models), and simplified observability.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n    <div class=\"accordion\" data-allow-multiple>\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-architecture\"\n              id=\"accordion-button-architecture\">\n              <span class=\"accordion-title\">\n                Architecture<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n              <\/span>\n            <\/button>\n          <\/h3>\n\n          <div\n            id=\"accordion-architecture\"\n            role=\"region\"\n            aria-labelledby=\"accordion-architecture\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\"\n      alt=\"5th gen AMD EPYC Turin hardware benchmark comparison - UpCloud.com\"\n      src=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg\"\n              srcset=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-300x219.jpg 300w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-1024x747.jpg 1024w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-768x561.jpg 768w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg 1370w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1370\"\n        height=\"1000\"\n                      \/>\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Balanced architecture with AMD EPYC Servers                <\/h2>\n\n                <p>Pair your GPU Servers with our high-performance 5th-gen AMD EPYC Cloud Servers for a complete and perfectly balanced architecture. Conquer massive parallel jobs and general tasks without compromise in a single architecture.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-storage\"\n              id=\"accordion-button-storage\">\n              <span class=\"accordion-title\">\n                Storage<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n              <\/span>\n            <\/button>\n          <\/h3>\n\n          <div\n            id=\"accordion-storage\"\n            role=\"region\"\n            aria-labelledby=\"accordion-storage\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Object_Storage_Scalabletopetabytes-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Scalable Object Storage                <\/h2>\n\n                <p>Fuel your workloads with our high-speed Managed Object Storage, ideal for storing immutable files like model checkpoints and large datasets. It supports stateless and concurrent access from any number of hosts, with built-in object versioning.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-kubernetes\"\n              id=\"accordion-button-kubernetes\">\n              <span class=\"accordion-title\">\n                Kubernetes<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n              <\/span>\n            <\/button>\n          <\/h3>\n\n          <div\n            id=\"accordion-kubernetes\"\n            role=\"region\"\n            aria-labelledby=\"accordion-kubernetes\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1.png\" srcset=\"https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-300x219.png 300w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1-768x561.png 768w, https:\/\/upcloud.com\/media\/Managed-Kubernetes-gray@2x-1.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Unified Infrastructure with Managed Kubernetes                <\/h2>\n\n                <p>Coming soon, our Managed Kubernetes service will allow you to manage mixed workloads, enabling you to combine non-GPU and GPU workloads within the same cluster. Benefit from autoscaling support for your inference layer, multi-model routing with ease (e.g., for A\/B testing models), and simplified observability.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n          <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section id=\"models\" class=\"block block-two-column-content-boxes has-background-color-gray-50\">\n  <div class=\"container\">\n\n          <h2 class=\"\">\n        GPU Server Hardware      <\/h2>\n    \n    <div class=\"items\">\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA L4          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA L4\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Cost-effective AI Inference, High-throughput Video Processing, and Edge AI deployments. Optimized for low-latency, energy-efficient operations.<\/p>\n<p>The NVIDIA L4 Tensor Core GPU powered by the NVIDIA Ada Lovelace architecture delivers universal, energy-efficient acceleration for video, AI, visual computing, graphics, virtualization, and more.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA L40S          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA L40s\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Generative AI, Mid-to-Large Scale AI Model Training and Inference, Real-time 3D Rendering, Virtual Production, and High-Performance Computing (HPC) simulations.<\/p>\n<p>The NVIDIA L40S GPU is the most powerful universal GPU for the cloud, delivering end-to-end acceleration for the next generation of AI-enabled applications.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA RTX PRO 6000 Blackwell Server          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA RTX PRO 6000 Blackwell Server\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"50\" data-end=\"185\">Agentic and Generative AI, LLM Inference, AI-Driven Rendering, 3D Graphics, Video Processing, Scientific Computing, and Data Analytics.<\/p>\n<p data-start=\"187\" data-end=\"619\" data-is-last-node=\"\" data-is-only-node=\"\">The NVIDIA RTX PRO 6000 Blackwell Server Edition delivers powerful AI and visual computing performance for demanding enterprise workloads. Powered by the NVIDIA Blackwell architecture and equipped with 96 GB of GDDR7 memory, it accelerates complex AI models, photorealistic rendering, simulations, and data-intensive workflows.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA H100 SXM          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud H100 GPU Server\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-300x300.png 300w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-1024x1024.png 1024w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-150x150.png 150w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-768x768.png 768w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server.png 1080w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1080\"\n        height=\"1080\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>The NVIDIA H100 SXM GPU delivers exceptional performance, scalability, and security for every workload. H100 uses breakthrough innovations based on the NVIDIA Hopper\u2122 architecture to deliver industry-leading conversational AI, speeding up large language models (LLMs) by 30X.<\/p>\n<p>H100 also includes a dedicated Transformer Engine to solve trillion-parameter language models.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA B200 SXM          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA B200\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Generative AI, Large-Scale AI Model Training and Inference (LLMs), High-Performance Computing (HPC) simulations, Scientific Computing, and Data Analytics.<\/p>\n<p>The NVIDIA B200 SXM GPU, powered by the Blackwell architecture, is the world\u2019s most powerful AI chip, designed to power a new era of computing with up to 4x faster training and 30x faster inference than previous generations.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA B300 SXM          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA H200\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"575\" data-end=\"753\">Advanced AI Reasoning, Large-Scale AI Model Training and Inference, Agentic and Multimodal AI, High-Performance Computing (HPC), Scientific Computing, and AI Factory deployments.<\/p>\n<p data-start=\"755\" data-end=\"1199\" data-is-last-node=\"\" data-is-only-node=\"\">The NVIDIA B300 SXM GPU, powered by the Blackwell Ultra architecture, is designed for the next generation of AI reasoning and large-scale accelerated computing. With up to 288 GB of HBM3e memory and 8 TB\/s of memory bandwidth, B300 delivers 1.5x greater dense FP4 performance and 2x higher attention performance than B200, accelerating long-context models, complex inference, and training at data-center scale.<\/p>\n          <\/div>\n\n        <\/div>\n          <\/div>\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-left column-layout-balanced align-center\">\n              <div class=\"item text-flow\">\n                      <p class=\"kicker\">\n              Introducing GPU Spot Instances            <\/p>\n          \n                      <h2>\n              Get up to 25% off selected GPUs            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p><span style=\"font-weight: 400\">Spot instances run on our spare capacity. If that capacity is needed elsewhere in our network, the instance will be terminated. But if your workloads are stateless, fault-tolerant, or can easily pause and resume, you&#8217;re getting top-tier GPU performance at a massive discount.<\/span><\/p>\n            <\/div>\n          \n          \n          \n                      <p class=\"button-wrapper\">\n              <a href=\"https:\/\/upcloud.com\/global\/docs\/products\/gpu-servers\/spot\/\" class=\"button\">\n                Read Documentation              <\/a>\n            <\/p>\n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Intense workloads illustration\"\n      src=\"https:\/\/upcloud.com\/media\/intense-workloads-gray.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/intense-workloads-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/intense-workloads-gray.png 685w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"685\"\n        height=\"500\"\n                      \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section id=\"plans\" class=\"block block-pricing block-pricing-table has-background-color-brand-black\" id=\"configurations\">\n  <div class=\"container\">\n\n          <h2>GPU Server configurations<\/h2>\n    \n          <div class=\"tablist\" role=\"tablist\">\n\n                  <h2>Configurations<\/h2>\n        \n        <div class=\"tab-list-box\">\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-l4\"\n              aria-selected=\"true\"\n              aria-controls=\"nvidia-l4-tab\"\n                            >\n              NVIDIA L4            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-l40s\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-l40s-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA L40S            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-rtx-6000\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-rtx-6000-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA RTX 6000            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-h100\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-h100-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA H100            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-b200\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-b200-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA B200            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-b300\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-b300-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA B300            <\/button>\n          \n                  <\/div>\n\n      <\/div>\n    \n    <div class=\"tabpanels\">\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-l4-tab\"\n          aria-labelledby=\"nvidia-l4\"\n                    >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA L4<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 3 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            8 &#8211; 32                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            64 \u2013 384 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.68\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                                  <div class=\"overlay-show-more\">\n                    <button class=\"overlay-show-more-button\">\n                      See all options<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                    <\/button>\n                  <\/div>\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              8 cores<\/td>\n                                                          <td>                              64 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.68\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.69\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.82\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.83\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.96\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.97\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.10\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.11\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.39\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.40\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.53\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.54\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.67\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.68\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.95\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.96\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.13\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.14\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores\t<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.27\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.55\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.56\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-l40s-tab\"\n          aria-labelledby=\"nvidia-l40s\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA L40S<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 3 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            8 &#8211; 32                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            64 &#8211; 384 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.95\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                                  <div class=\"overlay-show-more\">\n                    <button class=\"overlay-show-more-button\">\n                      See all options<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                    <\/button>\n                  <\/div>\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              8 cores<\/td>\n                                                          <td>                              64 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.95\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.27\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.07\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.43\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.31\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.74\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.54\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.06\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.78\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.38\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.26\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.01\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.73\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.64\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.21\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.21\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores\t<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.68\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.91\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.16\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$5.54\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-rtx-6000-tab\"\n          aria-labelledby=\"nvidia-rtx-6000\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA RTX PRO 6000<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 \u2013 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 \u2013 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.99\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              80 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.88\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              160 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.98\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.76\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              64 cores<\/td>\n                                                          <td>                              320 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.97\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.52\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              128 cores<\/td>\n                                                          <td>                              640 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.93\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$15.05\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-h100-tab\"\n          aria-labelledby=\"nvidia-h100\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA H100 SXM<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 &#8211; 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $2.06\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA H100<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.06\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.50\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA H100<\/td>\n                                                          <td>                              24 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.12\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA H100<\/td>\n                                                          <td>                              48 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$8.23\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$9.98\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA H100<\/td>\n                                                          <td>                              96 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$16.47\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$19.96\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-b200-tab\"\n          aria-labelledby=\"nvidia-b200\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA B200 SXM<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 &#8211; 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 &#8211; 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $4.23\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA B200<\/td>\n                                                          <td>                              24 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.23\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$6.05\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA B200<\/td>\n                                                          <td>                              48 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$8.47\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$12.10\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA B200<\/td>\n                                                          <td>                              96 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$16.94\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$24.20\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA B200<\/td>\n                                                          <td>                              192 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$33.87\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$48.40\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-b300-tab\"\n          aria-labelledby=\"nvidia-b300\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA B300 SXM<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            28 \u2013 224                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $5.99\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA B300<\/td>\n                                                          <td>                              28 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$5.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA B300<\/td>\n                                                          <td>                              56 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$11.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$15.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA B300<\/td>\n                                                          <td>                              112 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$23.98\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$31.97\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA B300<\/td>\n                                                          <td>                              224 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$47.96\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$63.94\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n          <\/div>\n\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-icon-content-columns has-background-color-brand-black\">\n  <div class=\"container\">\n\n          <header class=\"block-header has-centered-text\">\n\n        <div class=\"text-flow\">\n\n          \n                      <h2>\n              Unleashed performance with NVIDIA L40S GPUs            <\/h2>\n          \n                      <div class=\"block-summary\">              \n              <p>Power your most demanding AI\/ML tasks with enterprise-grade hardware.<\/p>\n            <\/div>\n          \n        <\/div>\n\n            \n      <\/header>\n          \n    <div class=\"items fluid items-two\">\n\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M32.5 20C32.5 18.53 32.22 17.13 31.74 15.83L33.28 14.29C34.06 16.04 34.5 17.97 34.5 20C34.5 27.73 28.23 34 20.5 34C12.77 34 6.5 27.73 6.5 20C6.5 12.27 12.77 6 20.5 6C22.54 6 24.47 6.44 26.21 7.22L24.67 8.76C23.37 8.28 21.97 8 20.5 8C13.88 8 8.5 13.38 8.5 20C8.5 26.62 13.88 32 20.5 32C27.12 32 32.5 26.62 32.5 20ZM30.0391 9.06006L31.4491 10.4701L22.3291 19.5901C22.3591 19.7201 22.3791 19.8601 22.3791 20.0001C22.3791 21.0401 21.5391 21.8801 20.4991 21.8801C19.4591 21.8801 18.6191 21.0401 18.6191 20.0001C18.6191 18.9601 19.4591 18.1201 20.4991 18.1201C20.6491 18.1201 20.7891 18.1401 20.9191 18.1701L30.0391 9.06006Z\" fill=\"url(#paint0_linear_3008_11858)\"\/><defs><linearGradient id=\"paint0_linear_3008_11858\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            High throughput &amp; reliability          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Our Cloud GPU servers are built on enterprise-grade infrastructure with redundancy at every level, delivering consistent performance and reliability for generative AI, LLM inference, and AI model training.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.5 8H8.5V17H14.5V8ZM6.5 6V19H16.5V6H6.5ZM20.5 23V32H8.5V23H20.5ZM6.5 34V21H22.5V34H6.5ZM26.5 23H32.5V32H26.5V23ZM24.5 34V21H34.5V34H24.5ZM20.5 8H32.5V17H20.5V8ZM18.5 19V6H34.5V19H18.5Z\" fill=\"url(#paint0_linear_3008_11796)\"\/><defs><linearGradient id=\"paint0_linear_3008_11796\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Designed for AI\/ML          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Our NVIDIA GPUs are specifically suitable for fine-tuning and inference, enabling high throughput at flexible pricing for LLM builders and inference teams.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n      \n    <\/div>\n    \n  <\/div>\n<\/section>\n\n\n\n<section id=\"specs\" class=\"block block-pricing block-pricing-table has-background-color-brand-black\" id=\"\">\n  <div class=\"container\">\n\n          <h2>Compare GPU models<\/h2>\n    \n    \n    <div class=\"tabpanels\">\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"gpu-model-specifications-tab\"\n          aria-labelledby=\"gpu-model-specifications\"\n                    >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Model Specifications<\/h3>\n\n                                  <div class=\"items\">\n                    <div class=\"item\">\n                      <p>UpCloud GPU Servers offer a range of GPU models with the unique ability to scale the server and GPUs as needed.<br \/>\nStart with a smaller card for development purposes, then migrate to use more powerful cards for production use, or vice-versa, all without needing to reinstalling the server or losing any data.<br \/>\nIt&#8217;s as easy as shutting down the server, changing the plan and powering the server back up again!<\/p>\n                    <\/div>\n\n                                      <\/div>\n                              <\/div>\n\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable dark-mode\">\n\n                                              <thead>\n                          <tr>\n                                                          <th><\/th>\n                                                          <th>NVIDIA L4<\/th>\n                                                          <th>NVIDIA L40S<\/th>\n                                                          <th>NVIDIA RTX PRO 6000 Blackwell Server Edition<\/th>\n                                                          <th>NVIDIA H100<\/th>\n                                                          <th>NVIDIA B200<\/th>\n                                                          <th>NVIDIA B300<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              <b>Primary use case<\/b><\/td>\n                                                          <td>                              Energy-efficient accelerator for AI inference, <br>video transcoding, graphics\/VDI <br>and edge deployments<\/td>\n                                                          <td>                              Multi-workload \u201cuniversal\u201d GPU \u2013 GenAI,<br> LLM training &amp; inference, 3D graphics, <br>rendering, video<\/td>\n                                                          <td>                              Agentic and generative AI, <br> 3D rendering, visual computing, <br>video processing, scientific computing <br>and data analytics<\/td>\n                                                          <td>                              High-traffic inference, <br>massive batch processing <br>and large-model training<\/td>\n                                                          <td>                              Trillion-parameter model inference,<br> model training, running complex<br> models in real-time<\/td>\n                                                          <td>                              Advanced AI reasoning, large-scale <br>model training and inference, <br>agentic and multimodal AI, HPC <br>and AI factory workloads<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Architecture<\/b><\/td>\n                                                          <td>                              Ada Lovelace<\/td>\n                                                          <td>                              Ada Lovelace<\/td>\n                                                          <td>                              Blackwell<\/td>\n                                                          <td>                              Hopper<\/td>\n                                                          <td>                              Blackwell<\/td>\n                                                          <td>                              Blackwell <b>Ultra<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>GPU Memory<\/b><\/td>\n                                                          <td>                              24GB GDDR6<\/td>\n                                                          <td>                              48GB GDDR6<\/td>\n                                                          <td>                              96GB GDDR7<\/td>\n                                                          <td>                              80GB HBM3e<\/td>\n                                                          <td>                              180GB HBM3e<\/td>\n                                                          <td>                              288GB HBM3e<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Memory Bandwidth<\/b><\/td>\n                                                          <td>                              300GB\/s<\/td>\n                                                          <td>                              864GB\/s<\/td>\n                                                          <td>                              1.6TB\/s<\/td>\n                                                          <td>                              3.35TB\/s<\/td>\n                                                          <td>                              8.0TB\/s<\/td>\n                                                          <td>                              8.0TB\/s<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Peak compute<\/b><\/td>\n                                                          <td>                              FP32 30.3 TFLOPS <br>FP8 Tensor 0.48 PFLOPS<\/td>\n                                                          <td>                              FP32 91.6 TFLOPS<br>FP8 Tensor 1.46 PFLOPS<\/td>\n                                                          <td>                              FP32 120 TFLOPS <br>\nFP8 Tensor 2.00 PFLOPS<\/td>\n                                                          <td>                              FP32 67 TFLOPS<br>\nFP8 Tensor 3.90 PFLOPS<\/td>\n                                                          <td>                              FP32 74.45 TFLOPS<br>\nFP8 Tensor 9.00 PFLOPS<\/td>\n                                                          <td>                              FP8 Tensor 9.00 PFLOPS<br>\nFP4 Tensor 18.00 PFLOPS<\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                                  <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n          <\/div>\n\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-side no-image has-background-color- \">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Save on your monthly bills with Zero-cost egress<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Forget unpredictable network bills at the end of the month. With zero-cost egress, you\u2019ll <b>never see a surprise bill for transfer usage.<\/b><\/p>\n<p><b>Never pay for network transfer<\/b>, even when you scale up, you can redirect savings towards accelerating your business growth.<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/upcloud.com\/global\/products\/zero-cost-egress\/\">\n                Zero-cost Egress              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-product-tour-tabs has-background-color-white\">\n  <div class=\"container\">\n\n          <div class=\"top-wrapper\">\n        \n        <div class=\"heading-wrapper\">\n\n                      <h2 class=\"\">\n              Flexible GPU Access, Zero Lock-in            <\/h2>\n          \n            \n                  <\/div>\n      <\/div>\n    \n    <div class=\"tablist\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Flexible GPU Access, Zero Lock-in\">\n      <div class=\"tab-list-box\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"self-service-deployment-tab\"\n                  id=\"self-service-deployment-tab-button\"\n                  class=\"tab-button\"\n                  >\n            Self-service deployment          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"scalable-gpus-tab\"\n                  id=\"scalable-gpus-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Scalable GPUs          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"self-service-deployment-tab\"\n              aria-labelledby=\"self-service-deployment\"\n              >\n          <div class=\"tab-content has-image has-alternative-image-align\">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/gpu-servers-gray.png\" srcset=\"https:\/\/upcloud.com\/media\/gpu-servers-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/gpu-servers-gray.png 685w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"685\" height=\"500\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Instant start, zero commitment                <\/h3>\n              \n              <p>Spin up NVIDIA L40S GPU resources directly from your UpCloud Hub when you need them. Go live today without talking to sales or signing 12-month agreements.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"scalable-gpus-tab\"\n              aria-labelledby=\"scalable-gpus\"\n              hidden=\"\">\n          <div class=\"tab-content has-image has-alternative-image-align\">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Built for agile development                <\/h3>\n              \n              <p>UpCloud\u2019s flexible model supports agile development cycles, allowing you to scale your GPU resources up or down based on actual demand. This freedom from fixed billing and pre-allocated GPU blocks makes it ideal for startups, research teams, and project-based work.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n    <div class=\"accordion\" data-allow-multiple>\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-self-service-deployment\"\n              id=\"accordion-button-self-service-deployment\">\n              <span class=\"accordion-title\">\n                Self-service deployment<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n              <\/span>\n            <\/button>\n          <\/h3>\n\n          <div\n            id=\"accordion-self-service-deployment\"\n            role=\"region\"\n            aria-labelledby=\"accordion-self-service-deployment\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image has-alternative-image-align\">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/gpu-servers-gray.png\" srcset=\"https:\/\/upcloud.com\/media\/gpu-servers-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/gpu-servers-gray.png 685w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"685\" height=\"500\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Instant start, zero commitment                <\/h2>\n\n                <p>Spin up NVIDIA L40S GPU resources directly from your UpCloud Hub when you need them. Go live today without talking to sales or signing 12-month agreements.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-scalable-gpus\"\n              id=\"accordion-button-scalable-gpus\">\n              <span class=\"accordion-title\">\n                Scalable GPUs<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n              <\/span>\n            <\/button>\n          <\/h3>\n\n          <div\n            id=\"accordion-scalable-gpus\"\n            role=\"region\"\n            aria-labelledby=\"accordion-scalable-gpus\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image has-alternative-image-align\">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Built for agile development                <\/h2>\n\n                <p>UpCloud\u2019s flexible model supports agile development cycles, allowing you to scale your GPU resources up or down based on actual demand. This freedom from fixed billing and pre-allocated GPU blocks makes it ideal for startups, research teams, and project-based work.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n          <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-icon-content-columns has-background-color-gray-50\">\n  <div class=\"container\">\n\n          <header class=\"block-header\">\n\n        <div class=\"text-flow\">\n\n          \n                      <h2>\n              Cost-efficient GPU power for real workloads            <\/h2>\n          \n                      <div class=\"block-summary\">              \n              <p>Stop paying for GPU time you don&#8217;t use. Our unique hourly billing model is designed to align with the dynamic nature of AI\/ML development, from training sprints to intermittent inference jobs.<\/p>\n            <\/div>\n          \n        <\/div>\n\n            \n      <\/header>\n          \n    <div class=\"items fluid items-three\">\n\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M28.32 20.26L26.59 21.26L31.53 29.82L21.09 31.78V11.73L24.59 17.79L26.32 16.79L20.09 6L13.86 16.79L15.59 17.79L19.09 11.73V31.78L8.64 29.82L13.59 21.26L11.86 20.26L5.5 31.27L20.09 34L34.67 31.27L28.32 20.26Z\" fill=\"url(#paint0_linear_3008_11640)\"\/><defs><linearGradient id=\"paint0_linear_3008_11640\" x1=\"34.67\" y1=\"33.9977\" x2=\"5.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Pay only when active          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>GPU servers are not billed when the server is shut down. Perfect for teams needing high-end GPU power without long-term commitments. Note: Storage and IP addresses are billed monthly.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M19.5 21.9995H23.501V33.9995H6.5V16.9995H10.5V19.0005H8.5V32.0005H21.5V24.0005H19.5V21.9995ZM14.5004 6H34.5004V24H27.5004V22H32.5004V8H16.5004L16.5004 22L19.5 21.9995V24.0005L14.5004 24V6ZM29.5001 16.9999H27.5001V12.9999H23.5001V10.9999H29.5001V16.9999Z\" fill=\"url(#paint0_linear_3008_11707)\"\/><defs><linearGradient id=\"paint0_linear_3008_11707\" x1=\"34.5004\" y1=\"33.9972\" x2=\"6.5\" y2=\"33.9972\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Avoid overprovisioning          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Traditional monthly GPU billing can lead to waste. Our usage-based model lets you scale compute precisely to your workload, avoiding overprovisioning and gaining significant cost optimization compared to fixed monthly plans.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.5 31.68H34.51V34H34.5L34.48 33.98L20.51 27.64L6.51 33.99H6.5V12H8.5V30.54L20.51 25.34L32.5 30.53V8H6.5V6H34.5V31.68ZM28.5 12H12.5V14H28.5V12ZM12.5 19.81H28.5V17.81H12.5V19.81Z\" fill=\"url(#paint0_linear_3008_11719)\"\/><defs><linearGradient id=\"paint0_linear_3008_11719\" x1=\"34.51\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Transparent pricing          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Benefit from clear, usage-based pricing with no hidden egress charges or resource bundling. This is a distinct advantage for users currently using providers like AWS, GCP, and Linode, who are seeking lower costs and better billing models.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n      \n    <\/div>\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-side no-image has-background-color- has-gradient-gradient-dark-red-purple-diagonal\">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>GPU Servers with 100% renewable energy<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Experience the power of <strong>NVIDIA L40S<\/strong> GPUs!<\/p>\n<p>By using sustainable infrastructure, the waste heat generated by the servers is collected and utilized in the district heating network, warming local homes.<\/p>\n<p><strong>Location<\/strong>: Helsinki, Finland<br \/>\n<strong>Processor<\/strong>: 8 vCPUs AMD EPYC 9575F<br \/>\n<strong>Memory<\/strong>: 64 GB DDR5 RAM<br \/>\n<strong>Price<\/strong>: from \u20ac1.11 \/ hour<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                Start today              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-left column-layout-asymmetric \">\n              <div class=\"item text-flow\">\n          \n                      <h2>\n              Your own AI sandbox, ready in minutes.            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p>Skip the API fees and data privacy concerns. Our new tutorial shows you how to spin up an UpCloud GPU and run powerful open-weight models like <strong>Mistral-7B with Ollama<\/strong>. Go from deployment to inference on your own private, high-performance server.<\/p>\n            <\/div>\n          \n          \n          \n                      <p class=\"button-wrapper\">\n              <a href=\"https:\/\/upcloud.com\/global\/resources\/tutorials\/running-llms-on-upcloud-gpus-with-ollama\/\" class=\"button\">\n                Ready to build?              <\/a>\n            <\/p>\n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Easy-Setup-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Easy-Setup-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Easy-Setup-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Easy-Setup-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Easy-Setup-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-icon-content-columns has-background-color-brand-black\">\n  <div class=\"container\">\n\n          <header class=\"block-header has-centered-text\">\n\n        <div class=\"text-flow\">\n\n          \n                      <h2>\n              What you get with GPU Servers on UpCloud            <\/h2>\n          \n          \n        <\/div>\n\n            \n      <\/header>\n          \n    <div class=\"items fluid items-three\">\n\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M6.5 10V8H34.5V27H6.5V14.03H8.5V25H32.5V10H6.5ZM19.3808 21.4898L15.0508 17.1598L16.4608 15.7398L19.3808 18.6598L24.5408 13.5098L25.9508 14.9198L19.3808 21.4898ZM14 31V33H27V31H14Z\" fill=\"url(#paint0_linear_3008_11646)\"\/><defs><linearGradient id=\"paint0_linear_3008_11646\" x1=\"34.5\" y1=\"32.9979\" x2=\"6.5\" y2=\"32.9979\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Ubuntu AI\/ML-ready          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Get started quick and easy with the AI\/ML-ready GPU Ubuntu template, which comes pre-configured with many of the tools and drivers required for GPU workloads, saving you setup time and ensuring compatibility.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M19.5 21.9995H23.501V33.9995H6.5V16.9995H10.5V19.0005H8.5V32.0005H21.5V24.0005H19.5V21.9995ZM14.5004 6H34.5004V24H27.5004V22H32.5004V8H16.5004L16.5004 22L19.5 21.9995V24.0005L14.5004 24V6ZM29.5001 16.9999H27.5001V12.9999H23.5001V10.9999H29.5001V16.9999Z\" fill=\"url(#paint0_linear_3008_11707)\"\/><defs><linearGradient id=\"paint0_linear_3008_11707\" x1=\"34.5004\" y1=\"33.9972\" x2=\"6.5\" y2=\"33.9972\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Zero data transfer fees          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Ensure high availability and seamless traffic distribution. Eliminate unexpected network transfer fees impacting your monthly bills. Enjoy predictable pricing and focus on building, not budgeting.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M17.5 21H27.66C28.09 22.44 29.41 23.5 31 23.5C32.93 23.5 34.5 21.93 34.5 20C34.5 18.07 32.93 16.5 31 16.5C29.42 16.5 28.09 17.56 27.66 19H17.5V10.5H27.66C28.09 11.94 29.41 13 31 13C32.93 13 34.5 11.43 34.5 9.5C34.5 7.57 32.93 6 31 6C29.42 6 28.09 7.06 27.66 8.5H6.5V10.5H15.5V29.5H8.5V14.5H6.5V31.5H27.66C28.09 32.94 29.41 34 31 34C32.93 34 34.5 32.43 34.5 30.5C34.5 28.57 32.93 27 31 27C29.42 27 28.09 28.06 27.66 29.5H17.5V21ZM31 18.5C31.83 18.5 32.5 19.17 32.5 20C32.5 20.83 31.83 21.5 31 21.5C30.17 21.5 29.5 20.83 29.5 20C29.5 19.17 30.17 18.5 31 18.5ZM31 8C31.83 8 32.5 8.67 32.5 9.5C32.5 10.33 31.83 11 31 11C30.17 11 29.5 10.33 29.5 9.5C29.5 8.67 30.17 8 31 8ZM31 29C31.83 29 32.5 29.67 32.5 30.5C32.5 31.33 31.83 32 31 32C30.17 32 29.5 31.33 29.5 30.5C29.5 29.67 30.17 29 31 29Z\" fill=\"url(#paint0_linear_3008_11770)\"\/><defs><linearGradient id=\"paint0_linear_3008_11770\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            99.999% SLA          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Strong focus on reliability backed by N+1 redundancy on every business-critical component in our infrastructure ensures resilience by design with a 99.999% Service Level Agreement.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M31.126 12H31.128L32.542 13.414L17.693 28.263L16.278 26.848L31.126 12ZM8.5 19.0704L9.915 17.6564L16.278 24.0204L14.864 25.4344L8.5 19.0704Z\" fill=\"url(#paint0_linear_3008_11658)\"\/><defs><linearGradient id=\"paint0_linear_3008_11658\" x1=\"32.542\" y1=\"28.2617\" x2=\"8.5\" y2=\"28.2617\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Compliance certifications          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Wide range of certifications depending on the data center including but not limited to: ISO 27001, SOC 2 Type II,\u00a0PCI-DSS,\u00a0HIPAA,\u00a0NIST 800-53, and GDPR in all countries of the European Economic Area.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M17.5 11V15H23.5V11C23.5 9.34 22.16 8 20.5 8C18.84 8 17.5 9.34 17.5 11ZM17.5 17H11.5H10.5H8.5V15H15.5V11C15.5 8.24 17.74 6 20.5 6C23.26 6 25.5 8.24 25.5 11V15H32.5V34H8.5V21H10.5V32.1H30.5V17H17.5ZM21.5 28V21H19.5V28H21.5Z\" fill=\"url(#paint0_linear_3008_11726)\"\/><defs><linearGradient id=\"paint0_linear_3008_11726\" x1=\"32.5\" y1=\"33.9977\" x2=\"8.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Global private network          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>High performance, private connectivity across our global network\u00a0by creating isolated environments within zones and only allowing traffic through a Cloud Server acting as a firewall and router.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M28 13.5C28 17.64 24.64 21 20.5 21C16.36 21 13 17.64 13 13.5C13 9.36 16.36 6 20.5 6C24.64 6 28 9.36 28 13.5ZM26 13.5C26 10.46 23.54 8 20.5 8C17.46 8 15 10.46 15 13.5C15 16.54 17.46 19 20.5 19C23.54 19 26 16.54 26 13.5ZM6.5 34V23.5H34.5V34H32.5V25.5H8.5V34H6.5Z\" fill=\"url(#paint0_linear_3008_11634)\"\/><defs><linearGradient id=\"paint0_linear_3008_11634\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            24\/7 Customer support          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Always available support, ensuring your infrastructure runs smoothly, around the clock. We pride ourselves on providing outstanding customer service \u2013 24 hours a day, 365 days a year.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n      \n    <\/div>\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-column no-image has-background-color-brand-black has-gradient-gradient-dark-red-purple-diagonal\">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Ready to get started?<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p><span style=\"font-weight: 400\">Unlock powerful, private, and cost-efficient GPU computing for your AI\/ML projects today.<\/span><\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                Deploy your L40S GPU now              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section id=\"faq\" class=\"block block-accordion is-layout-two-column has-background-color-gray-50 has-panel-dividers\">\n  <div class=\"container\">\n    <div class=\"items\">\n\n      <div class=\"col\">\n                  <p class=\"prefix\">\n            GPU FAQ          <\/p>\n        \n                  <h2 class=\"\">\n            Frequently asked questions          <\/h2>\n        \n              <\/div>\n\n      <div class=\"wrapper\">\n        \n        <div class=\"accordion\" data-allow-toggle>\n                                <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-is-a-gpu-server\"\n                id=\"accordion-what-is-a-gpu-server\">\n                  <span class=\"accordion-title\">\n                    What is a GPU server?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-is-a-gpu-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-a-gpu-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">A GPU server is a<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/cloud-servers\/\"> <span style=\"font-weight: 400\">cloud server<\/span><\/a><span style=\"font-weight: 400\"> equipped with a dedicated graphics processing unit alongside its CPU, memory and storage. While originally designed for rendering graphics, GPUs excel at parallel processing, performing thousands of calculations simultaneously. This makes them well suited to workloads like AI model training, machine learning inference, video transcoding and scientific computing, where the same operation runs across huge amounts of data at once.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\"\n                id=\"accordion-what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\">\n                  <span class=\"accordion-title\">\n                    What is the difference between a GPU server and a regular cloud server?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">A regular cloud server relies on CPUs, which handle a wide range of tasks sequentially and are ideal for general workloads like web hosting, databases and applications. A GPU server adds a graphics processor with thousands of smaller cores built for parallel work. For tasks like training neural networks or processing video, a GPU can be orders of magnitude faster than a CPU alone. Many teams run both, using<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/cloud-servers\/\"> <span style=\"font-weight: 400\">Cloud Servers<\/span><\/a><span style=\"font-weight: 400\"> for their applications and GPU Servers for compute-heavy jobs, connected over the same<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/software-defined-networking\/\"> <span style=\"font-weight: 400\">private network<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-are-gpu-servers-used-for\"\n                id=\"accordion-what-are-gpu-servers-used-for\">\n                  <span class=\"accordion-title\">\n                    What are GPU servers used for?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-are-gpu-servers-used-for\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-are-gpu-servers-used-for\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Common uses include training and fine-tuning machine learning models, running inference for AI applications like chatbots and recommendation engines, video transcoding and streaming, 3D rendering, and scientific simulations. Generative AI has driven much of the recent demand, from serving large language models to image and video generation. See our<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/\"> <span style=\"font-weight: 400\">AI\/ML solutions<\/span><\/a><span style=\"font-weight: 400\"> and<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/\"> <span style=\"font-weight: 400\">Audio\/Video solutions<\/span><\/a><span style=\"font-weight: 400\"> pages for detail on specific workloads.A<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"do-i-need-a-gpu-server-to-run-ai-models\"\n                id=\"accordion-do-i-need-a-gpu-server-to-run-ai-models\">\n                  <span class=\"accordion-title\">\n                    Do I need a GPU server to run AI models?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"do-i-need-a-gpu-server-to-run-ai-models\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-need-a-gpu-server-to-run-ai-models\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">For small models and light experimentation, a CPU can be enough. But for training models of any real size, or serving inference at production speed, a GPU is effectively essential. Even running open-weight models like Llama or Mistral locally becomes impractical on CPU beyond the smallest sizes. A single L4 or L40S server is a sensible starting point for most inference workloads, and you can scale up from there. Our<\/span><a href=\"https:\/\/upcloud.com\/global\/resources\/tutorials\/running-llms-on-upcloud-gpus-with-ollama\/\"> <span style=\"font-weight: 400\">Ollama tutorial<\/span><\/a><span style=\"font-weight: 400\"> shows how to get a model running in under an hour.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"can-i-rent-a-gpu-server-by-the-hour\"\n                id=\"accordion-can-i-rent-a-gpu-server-by-the-hour\">\n                  <span class=\"accordion-title\">\n                    Can I rent a GPU server by the hour?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"can-i-rent-a-gpu-server-by-the-hour\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-rent-a-gpu-server-by-the-hour\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes. GPU Servers are billed hourly with no long-term commitment, so you can spin one up for a training run and delete it when finished. For maximum savings on interruptible workloads, spot pricing offers the same hardware at a significant discount. Monthly costs are capped at 28 days of usage, so a server running all month never costs more than the listed monthly price.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"which-gpu-model-should-i-choose\"\n                id=\"accordion-which-gpu-model-should-i-choose\">\n                  <span class=\"accordion-title\">\n                    Which GPU model should I choose?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"which-gpu-model-should-i-choose\"\n              role=\"region\"\n              aria-labelledby=\"accordion-which-gpu-model-should-i-choose\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">It depends on the workload. The NVIDIA L4 is the most cost-effective option for AI inference, video transcoding and edge deployments. The L40S is a versatile all-rounder suited to generative AI, mid-scale model training and 3D rendering. The H100 handles high-traffic inference and large model training, while the B200 is built for the largest jobs, including trillion-parameter models. You can also switch between GPU models later by shutting down the server and changing the plan, so you are not locked into your first choice.<\/span><\/p>\n<p><span style=\"font-weight: 400\">For more guidance, see our<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/\"> <span style=\"font-weight: 400\">AI\/ML GPU solutions<\/span><\/a><span style=\"font-weight: 400\"> and<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/\"> <span style=\"font-weight: 400\">Audio\/Video GPU solutions<\/span><\/a><span style=\"font-weight: 400\"> pages.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"where-are-your-gpu-servers-hosted\"\n                id=\"accordion-where-are-your-gpu-servers-hosted\">\n                  <span class=\"accordion-title\">\n                    Where are your GPU Servers hosted?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"where-are-your-gpu-servers-hosted\"\n              role=\"region\"\n              aria-labelledby=\"accordion-where-are-your-gpu-servers-hosted\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">All GPU Server plans run in our data center in Helsinki, Finland. The facility is powered entirely by renewable energy and recovers up to 90% of waste heat, which is fed into Helsinki&#8217;s district heating network. Read more about our approach on the<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/european-cloud\/\"> <span style=\"font-weight: 400\">EU Sovereign Cloud<\/span><\/a><span style=\"font-weight: 400\"> page or explore our<\/span><a href=\"https:\/\/upcloud.com\/global\/data-centers\/\"> <span style=\"font-weight: 400\">data centers<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-quickly-can-i-get-started-deploy-a-gpu\"\n                id=\"accordion-how-quickly-can-i-get-started-deploy-a-gpu\">\n                  <span class=\"accordion-title\">\n                    How quickly can I get started\/ deploy a GPU?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-quickly-can-i-get-started-deploy-a-gpu\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-quickly-can-i-get-started-deploy-a-gpu\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU Servers deploy in just a few minutes through the control panel or<\/span><a href=\"https:\/\/developers.upcloud.com\/\"> <span style=\"font-weight: 400\">API<\/span><\/a><span style=\"font-weight: 400\">. Our AI\/ML-ready Ubuntu template comes with NVIDIA drivers and tooling pre-installed, so you can go from deployment to running workloads without manual setup. If you want a practical walkthrough, our tutorial on<\/span><a href=\"https:\/\/upcloud.com\/global\/resources\/tutorials\/running-llms-on-upcloud-gpus-with-ollama\/\"> <span style=\"font-weight: 400\">running LLMs with Ollama<\/span><\/a><span style=\"font-weight: 400\"> takes you from a fresh server to inference on an open-weight model.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"do-gpu-servers-work-with-kubernetes\"\n                id=\"accordion-do-gpu-servers-work-with-kubernetes\">\n                  <span class=\"accordion-title\">\n                    Do GPU Servers work with Kubernetes?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"do-gpu-servers-work-with-kubernetes\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-gpu-servers-work-with-kubernetes\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU Servers can be attached to your infrastructure alongside our other products and connected over<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/software-defined-networking\/\"> <span style=\"font-weight: 400\">SDN private networks<\/span><\/a><span style=\"font-weight: 400\">. If you are orchestrating containerised workloads, see<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/managed-kubernetes\/\"> <span style=\"font-weight: 400\">Managed Kubernetes<\/span><\/a><span style=\"font-weight: 400\"> for running clusters alongside your GPU capacity.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"do-i-need-to-install-nvidia-drivers-myself\"\n                id=\"accordion-do-i-need-to-install-nvidia-drivers-myself\">\n                  <span class=\"accordion-title\">\n                    Do I need to install NVIDIA drivers myself?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"do-i-need-to-install-nvidia-drivers-myself\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-need-to-install-nvidia-drivers-myself\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">By using our AI\/ML-ready GPU Ubuntu template, the necessary NVIDIA drivers are pre-installed. If you choose another operating system, you will need to manually install the appropriate NVIDIA drivers and CUDA toolkit to enable GPU functionality.Q<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"do-i-pay-for-data-transfer-at-upcloud\"\n                id=\"accordion-do-i-pay-for-data-transfer-at-upcloud\">\n                  <span class=\"accordion-title\">\n                    Do I pay for data transfer at UpCloud?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"do-i-pay-for-data-transfer-at-upcloud\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-pay-for-data-transfer-at-upcloud\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">No. All GPU Server plans include<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/zero-cost-egress\/\"> <span style=\"font-weight: 400\">zero-cost egress<\/span><\/a><span style=\"font-weight: 400\">, so there are no charges for outbound data transfer. This matters for AI workloads where moving datasets, model weights and inference results in and out of the cloud can otherwise become a significant cost.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">Our<\/span><a href=\"https:\/\/upcloud.com\/global\/fair-transfer-policy\"> <span style=\"font-weight: 400\">Fair Transfer Policy<\/span><\/a><span style=\"font-weight: 400\"> applies.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-do-multi-gpu-servers-work\"\n                id=\"accordion-how-do-multi-gpu-servers-work\">\n                  <span class=\"accordion-title\">\n                    How do multi-GPU servers work?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-do-multi-gpu-servers-work\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-do-multi-gpu-servers-work\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Multi-GPU servers are equipped with more than one dedicated GPU. All GPUs are exposed to your server via PCIe passthrough, allowing you to utilize them for parallel processing, distributed training, or other multi-GPU workloads. You can verify the available GPUs using the nvidia-smi tool.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"is-the-gpu-passthrough-exclusive-to-my-server\"\n                id=\"accordion-is-the-gpu-passthrough-exclusive-to-my-server\">\n                  <span class=\"accordion-title\">\n                    Is the GPU passthrough exclusive to my server?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"is-the-gpu-passthrough-exclusive-to-my-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-is-the-gpu-passthrough-exclusive-to-my-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes, each GPU is dedicated to a single server and is not shared with other customers. This ensures consistent performance and security for your workloads.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n                id=\"accordion-how-do-i-select-the-right-gpu-for-my-ai-ml-workload\">\n                  <span class=\"accordion-title\">\n                    How do I select the right GPU for my AI\/ML workload?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Our advice is to match the GPU to the job.\u00a0 You can find a great comparison between our GPUs <a title=\"GPU Specifications\" href=\"https:\/\/upcloud.com\/global\/products\/gpu-servers\/#specs\">&gt;here&lt;<\/a><\/span><\/p>\n<ul class=\"wysiwyg\">\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">For inference on small to mid-sized models, the L4 offers the best price to performance.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The L40S steps up to generative AI, fine-tuning and mid-scale training.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The H100 suits large model training and high-throughput inference<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The B200 is for the most demanding jobs, including training and serving the largest models.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">Memory is usually the deciding factor: your model weights, plus overhead, need to fit in GPU memory for inference, and training needs considerably more. If in doubt, start smaller. You can shut down and switch to a bigger GPU without reinstalling.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Beyond the GPU itself, consider how you deploy it.<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/gpu-servers\/\"> <span style=\"font-weight: 400\">GPU Servers<\/span><\/a><span style=\"font-weight: 400\"> on hourly billing suit most teams,<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/managed-kubernetes\/\"> <span style=\"font-weight: 400\">Managed Kubernetes<\/span><\/a><span style=\"font-weight: 400\"> works for containerised workloads across multiple nodes, and<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/private-cloud-gpus\/\"> <span style=\"font-weight: 400\">Private Cloud GPUs<\/span><\/a><span style=\"font-weight: 400\"> provide dedicated hardware for organisations with strict compliance or isolation requirements.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">If you are unsure, start with a single GPU Server and<\/span><a href=\"https:\/\/upcloud.com\/global\/contact\/\"> <span style=\"font-weight: 400\">contact our sales team<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-gpu-servers-are-billed-when-shut-down\"\n                id=\"accordion-how-gpu-servers-are-billed-when-shut-down\">\n                  <span class=\"accordion-title\">\n                    How GPU Servers are billed when shut down?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-gpu-servers-are-billed-when-shut-down\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-gpu-servers-are-billed-when-shut-down\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <div class=\"c-message_kit__gutter\">\n<div class=\"c-message_kit__gutter__right\" role=\"presentation\" data-qa=\"message_content\">\n<div class=\"c-message_kit__blocks c-message_kit__blocks--rich_text\">\n<div class=\"c-message__message_blocks c-message__message_blocks--rich_text\" data-qa=\"message-text\">\n<div class=\"p-block_kit_renderer\" data-qa=\"block-kit-renderer\">\n<div class=\"p-block_kit_renderer__block_wrapper p-block_kit_renderer__block_wrapper--first\">\n<div class=\"p-rich_text_block\" dir=\"auto\">\n<div class=\"p-rich_text_section\">\n<p>GPU Server plans are only billed when the server is powered on.<\/p>\n<p>However, attached block storages and public IPv4 addresses are reserved and thus billed even when the server is shut down.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-does-gpu-spot-pricing-work\"\n                id=\"accordion-how-does-gpu-spot-pricing-work\">\n                  <span class=\"accordion-title\">\n                    How does GPU spot pricing work?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-does-gpu-spot-pricing-work\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-does-gpu-spot-pricing-work\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Spot pricing is good for time-insensitive workloads, sold at a discount. A spot instance may be terminated at any given time. Read more at <span><a href=\"https:\/\/upcloud.com\/global\/docs\/products\/gpu-servers\/spot\/\" target=\"_blank\" rel=\"noopener\">GPU Server Spot pricing documentation.<\/a><\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-is-gpu-virtualization\"\n                id=\"accordion-what-is-gpu-virtualization\">\n                  <span class=\"accordion-title\">\n                    What is GPU virtualization?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-is-gpu-virtualization\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-gpu-virtualization\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU virtualization is how a physical GPU is made available to virtual servers. There are two main approaches. Shared virtualization splits one GPU between multiple customers, which lowers cost but means unpredictable performance. Passthrough gives a virtual server direct, exclusive access to the physical GPU. UpCloud GPU Servers use passthrough, so the full performance of the GPU is yours alone, with no sharing and no contention from other tenants. You get bare-metal GPU performance combined with the flexibility of a cloud server.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n                id=\"accordion-can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\">\n                  <span class=\"accordion-title\">\n                    Can I get dedicated GPU infrastructure in a private environment?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes. If you need isolated infrastructure for compliance or security reasons,<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/private-cloud-gpus\/\"> <span style=\"font-weight: 400\">Private Cloud GPUs<\/span><\/a><span style=\"font-weight: 400\"> provide dedicated GPU hardware within your own private cloud environment. This suits organisations with strict data handling requirements, including<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/public-sector\/\"> <span style=\"font-weight: 400\">public sector<\/span><\/a><span style=\"font-weight: 400\"> and regulated industries.<\/span><\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                    <\/div> <!-- .accordion -->\n      <\/div>  <!-- .wrapper -->\n    <\/div> <!-- .items -->\n  <\/div> <!-- .container -->\n<\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":78030,"parent":1099,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"43828,3,36896","_relevanssi_noindex_reason":"","footnotes":""},"class_list":["post-9934","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/comments?post=9934"}],"version-history":[{"count":2,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9934\/revisions"}],"predecessor-version":[{"id":10128,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9934\/revisions\/10128"}],"up":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/1099"}],"wp:attachment":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/media?parent=9934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}