{"id":2886862,"date":"2025-07-09T10:18:25","date_gmt":"2025-07-09T17:18:25","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2886862"},"modified":"2025-07-09T10:18:25","modified_gmt":"2025-07-09T17:18:25","slug":"arcgis-pro-virtualization-faqs","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/arcgis-pro-virtualization-faqs","title":{"rendered":"ArcGIS Pro Virtualization FAQs"},"author":6391,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37101],"tags":[42181,24931],"industry":[],"product":[36561],"class_list":["post-2886862","blog","type-blog","status-publish","format-standard","hentry","category-announcements","tag-arcgis-pro","tag-virtualization","product-arcgis-pro"],"acf":{"short_description":"ArcGIS Pro Virtualization offers excellent ability to leverage Enterprise resources.  This article covers common questions.","flexible_content":[{"acf_fc_layout":"content","content":"<h2>Why is a Remote Desktop Session Host (RDSH) environment not recommended for hosting ArcGIS\u202fPro when multiple users connect?<\/h2>\n<p>&nbsp;<\/p>\n<p><strong>GPU Memory Contention<\/strong><\/p>\n<ul>\n<li data-start=\"192\" data-end=\"231\">In RDSH, all active user sessions share a single GPU and its video memory (VRAM)\u2014there\u2019s no mechanism to partition these resources per user.<\/li>\n<li data-start=\"237\" data-end=\"313\">This often results in one session monopolizing VRAM (e.g., with heavy 3D rendering or deep-learning processes), causing lag or even failures in others, such as ArcGIS Pro errors like <strong data-start=\"183\" data-end=\"216\" data-is-last-node=\"\">\u201cError allocating GPU memory\u201d<\/strong><\/li>\n<\/ul>\n<p><strong>No Session-Level vGPU Scheduling<\/strong><\/p>\n<ul>\n<li data-start=\"363\" data-end=\"441\">Unlike environments with true virtualization support (Citrix XenDesktop, VMware Horizon, cloud GPU instances), RDSH <em data-start=\"116\" data-end=\"124\">cannot<\/em> allocate virtual GPU slices or schedule GPU usage per session\u2014because it has <strong data-start=\"202\" data-end=\"245\" data-is-last-node=\"\">no vGPU manager at the hypervisor level<\/strong><\/li>\n<li data-start=\"447\" data-end=\"484\">Instead, GPU memory is passed straight to the Windows OS and uncontrolled across user sessions, making performance unpredictable and unreliable.<\/li>\n<\/ul>\n<p><strong>Critical Impact on ArcGIS Pro Performance<\/strong><\/p>\n<ul>\n<li data-start=\"534\" data-end=\"575\">ArcGIS Pro needs robust GPU support not just for rendering maps and 3D scenes but also for core tasks like spatial analytics and deep\u2011learning inferencing.<\/li>\n<li data-start=\"581\" data-end=\"622\">Without dedicated or scheduled GPU access:\n<ul>\n<li data-start=\"630\" data-end=\"671\">Visual performance suffers\u2014rendering becomes laggy or stutters.<\/li>\n<li data-start=\"679\" data-end=\"720\">Analytical tools risk crashing or freezing under load.<\/li>\n<li data-start=\"728\" data-end=\"808\">Overall user experience declines sharply as multiple users compete simultaneously for resources<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<h2>Why shouldn\u2019t Citrix XenApp (Citrix Virtual Apps) be used?<\/h2>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>Single-session OS<\/strong>: Virtual Apps still runs on one shared Windows host.<\/li>\n<li><strong>No per-session GPU slicing<\/strong>: VRAM and rendering capabilities are still shared across users.<\/li>\n<li><strong>Performance risk<\/strong>: Multiple ArcGIS Pro users can still suffer from lag, crashes, and unpredictable performance due to GPU contention.<\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<h2>How do I ensure I deploy the correct GPU driver with Azure or AWS VMs?<\/h2>\n<p>&nbsp;<\/p>\n<p><strong>Azure: Installing NVIDIA GPU Driver Extension<\/strong><\/p>\n<ol>\n<li>\u00a0<strong>Create your GPU VM<\/strong> (e.g., NV-series, NC-series).<\/li>\n<li>In the <strong>Azure portal<\/strong>, select your VM \u2192 <strong>Extensions + Applications<\/strong> \u2192 <strong>Add<\/strong> \u2192 <strong>NVIDIA GPU Driver Extension<\/strong>.<\/li>\n<li>Click <strong>Review + Create<\/strong>. The extension auto-installs and maintains the latest NVIDIA GPU driver.<\/li>\n<\/ol>\n<h2><\/h2>\n<p>&nbsp;<\/p>\n<h3>AWS: Installing NVIDIA Drivers<\/h3>\n<p><strong>Option 1: Choose the Right Windows AMI (Best Option)<\/strong><\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Use AWS Marketplace <strong>GPU-enabled AMIs<\/strong> <em>(<strong>NVIDIA drivers pre\u2011installed<\/strong>)<\/em><\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0standard Windows AMI and install the driver yourself. (Continue with Option 2)<\/p>\n<p><strong>Option 2: Install NVIDIA GRID Driver via PowerShell<\/strong><\/p>\n<ol>\n<li><strong>Connect to your Windows EC2 instance<\/strong> using RDP.<\/li>\n<li><strong>Open PowerShell (64-bit)<\/strong> and ensure AWS Tools for PowerShell and permissions (IAM role with AmazonS3ReadOnlyAccess) are set up.<\/li>\n<li><strong>Download the driver<\/strong> from AWS S3:<\/li>\n<li><strong>Run the installer<\/strong>\n<ul>\n<li>Navigate to the NVIDIA folder on your desktop.<\/li>\n<li>Run the .exe, follow the GUI prompts, and reboot when complete.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h3>Why It Matters<\/h3>\n<ul>\n<li data-start=\"876\" data-end=\"956\"><strong data-start=\"0\" data-end=\"30\" data-is-only-node=\"\">Correct GPU driver version<\/strong> (e.g. \u2265\u202f41 for ArcGIS Pro 3.5) is essential to enable CUDA acceleration and deep-learning capabilities in ArcGIS Pro<\/li>\n<li data-start=\"959\" data-end=\"1113\"><strong data-start=\"959\" data-end=\"988\">Pre-installed GPU drivers<\/strong> via Azure extension or AWS AMI ensure compatibility and smooth operation with ArcGIS Pro\u2019s GPU-based rendering and analysis.<\/li>\n<\/ul>\n<h2><\/h2>\n<h3>Integration Steps Summary<\/h3>\n<p data-start=\"1153\" data-end=\"1176\">For both Azure and AWS:<\/p>\n<ol>\n<li data-start=\"1180\" data-end=\"1271\"><strong data-start=\"1180\" data-end=\"1207\">Select a GPU-enabled VM<\/strong> (Azure NV\/NC-series, AWS G4\/G5, or WorkSpaces Graphics Bundle).<\/li>\n<li data-start=\"1275\" data-end=\"1364\"><strong data-start=\"1275\" data-end=\"1320\">Install the appropriate NVIDIA GPU driver<\/strong> (Azure via Extension; AWS via S3 download).<\/li>\n<li data-start=\"1368\" data-end=\"1409\"><strong data-start=\"1368\" data-end=\"1385\">Reboot the VM<\/strong> to activate the driver.<\/li>\n<li data-start=\"1413\" data-end=\"1490\"><strong data-start=\"1413\" data-end=\"1438\">Verify with CLI tools<\/strong> (nvidia-smi, Device\/Task Manager, NVIDIA Control Panel).<\/li>\n<li data-start=\"1494\" data-end=\"1575\"><strong data-start=\"1494\" data-end=\"1516\">Install ArcGIS Pro<\/strong>\u2014it will now detect and leverage GPU acceleration properly.<\/li>\n<\/ol>\n"},{"acf_fc_layout":"content","content":"<h2><\/h2>\n<p>&nbsp;<\/p>\n<h2>How do I troubleshoot and resolve NVIDIA\u202fvGPU driver mismatches or errors (e.g., black screen) in a VMware Horizon environment running ArcGIS\u202fPro?<\/h2>\n<p>&nbsp;<\/p>\n<ul>\n<li>Incorrect vGPU driver versions\u2014between the ESXi host and the VM guest\u2014can result in display issues such as horizon client black screens, \u201cERR!\u201d state, or low-level GPU error codes, which crash graphic processes.<\/li>\n<li>Mixed driver versions may prevent CUDA-based tools (used for ArcGIS\u202fPro deep learning and spatial analysis) from functioning correctly, undermining performance and stability.<\/li>\n<\/ul>\n<ol>\n<li><strong>Check driver versions on host and guest<\/strong> using nvidia-smi\u2014both must match the supported NVIDIA vGPU driver branch in use.<\/li>\n<li><strong>Enter ESXi host maintenance mode<\/strong> for upgrades; stop the NVIDIA vGPU manager with:<\/li>\n<li><strong>Reboot guest VMs<\/strong>, then verify vGPU is recognized and active via nvidia-smi command<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><strong>Why This Matters for ArcGIS<\/strong><strong>\u202fPro<\/strong><\/p>\n<ul>\n<li>Without proper vGPU setup, ArcGIS\u202fPro may fail to load GPU drivers, struggle with 3D rendering, or be unable to run CUDA-dependent deep learning and spatial tools.<\/li>\n<li>Diagnosing and resolving vGPU configuration issues early ensures ArcGIS\u202fPro performs reliably and efficiently in a shared VDI environment.<\/li>\n<\/ul>\n"}],"authors":[{"ID":6391,"user_firstname":"Ryan","user_lastname":"Danzey","nickname":"Ryan Danzey","user_nicename":"rdanzey","display_name":"Ryan Danzey","user_email":"RDanzey@esri.com","user_url":"","user_registered":"2018-03-02 00:18:20","user_description":"Esri Performance Engineering.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":2357032,"post_author":"6391","post_date":"2024-05-31 14:56:29","post_date_gmt":"2024-05-31 21:56:29","post_content":"","post_title":"ArcGIS Pro Virtualization Hardware and VM Profiles","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"arcgis-pro-virtualization-hardware-and-vm-profiles","to_ping":"","pinged":"","post_modified":"2025-07-02 11:27:03","post_modified_gmt":"2025-07-02 18:27:03","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2357032","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":2366812,"post_author":"6391","post_date":"2024-06-06 15:10:17","post_date_gmt":"2024-06-06 22:10:17","post_content":"","post_title":"ArcGIS Pro Virtualization with NVIDIA GPUs","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"arcgis-pro-virtualization-with-nvidia-gpus","to_ping":"","pinged":"","post_modified":"2024-07-03 08:21:04","post_modified_gmt":"2024-07-03 15:21:04","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2366812","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"show_article_image":false,"card_image":false,"wide_image":false},"yoast_head":"<!-- This site is optimized with the 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