That also means in cloud-based environments, the user is responsible for selecting appropriately sized and configured instances. For cloud-based environments, administrative responsibilities are managed by the cloud provider. For on-premises virtualized environments, configuration is managed and maintained by virtualized environment administrators. These hardware resources must be configured in each virtualized environment independently. A GPU that is passed through can be used in both on-premises and cloud virtualized environments. This results in optimal performance for power-users of 3D capability, but reduces scalability of the VM host machine. Alternatively, a GPU can be 'passed through', which means an entire GPU is provided for use by the VM. In this case, the virtual machine must be provisioned with a shared GPU to provide sufficient graphics performance in ArcGIS Pro. In a virtualized environment, the GPU can be virtualized also, referred to as a vGPU. Graphical processing unit (GPU)- ArcGIS Pro uses the DirectX or OpenGL graphics application programming interfaces (APIs) to deliver an optimal graphic experience, where panning in maps and scenes is smooth and fluid.Allocate an appropriate amount of RAM based on the ArcGIS Pro minimum and recommended requirements. Random Access Memory (RAM)-An adequate amount of RAM ensures ideal performance on both physical and virtual machines (VMs).In a virtualized environment, virtual CPU cores are used in the same way. CPU cores process the threads for everything from disk input and output to geoprocessing tool functionality. Central processing unit (CPU)- ArcGIS Pro is a multithreaded application that uses as many CPU cores as are available.The following are the primary components of that architecture, along with descriptions of how they exist in virtualized environments: To achieve this, the virtualized environment must provide the resources that ArcGIS Pro requires, based on its architecture. This means that ArcGIS Pro can perform just as well in a properly configured cloud or on-premises virtualized environment as on a desktop machine. ArcGIS Pro uses modern hardware and computing technology to display graphics-rich maps and scenes and to perform spatial analysis.

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