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      • Artificial Intelligence
        • AI Converged Infrastructures
          • ONTAP AI with NVIDIA
          • EF-Series AI with NVIDIA
        • Data Pipelines, Data Lakes and Management
          • NetApp AI Control Plane
            • NetApp Trident Deployment and Configuration
            • Example Kubeflow Operations and Tasks
            • Example High-performance Jobs for ONTAP AI Deployments
          • MLRun Pipeline with Iguazio
            • Setup
            • Deploying the Application
        • Use Cases
          • Sentiment analysis with NetApp AI
          • Distributed training in Azure - Click-Through Rate Prediction
            • Setup
            • Click through rate prediction data processing and model training
          • Distributed Azure training - Lane detection
          • Hybrid Cloud AI Operating System with Data Caching
            • Solution Deployment and Validation Details
          • AI Inferencing at the Edge - NetApp with Lenovo ThinkSystem - Solution Design
          • Conversational AI using NVIDIA
            • Build a Virtual Assistant Using Jarvis, Cloud Sync, and NeMo
          • NetApp Orchestration Solution with Run:AI
            • Optimal Cluster and GPU Utilization with Run AI
      • Containers
        • DevOps with NetApp Astra
          • NetApp Storage Systems Overview
          • NetApp Storage Integrations Overview
          • Use Case Validations
        • Red Hat OpenShift with NetApp
          • Red Hat Openshift Overview
          • NetApp Storage Systems Overview
          • NetApp Storage Integrations Overview
            • NetApp Astra Control Center Overview
            • NetApp Astra Trident Overview
          • Advanced Configuration Options For OpenShift
            • Exploring Load Balancer Options
          • Solution Validation and Use Cases
            • Configure Multi-tenancy on Red Hat OpenShift with NetApp ONTAP
              • Configuration
          • Red Hat OpenShift Virtualization with NetApp ONTAP
            • Deployment
              • Workflows
          • Advanced Cluster Management for Kubernetes on Red Hat OpenShift with NetApp
            • Deployment
              • Features
        • Anthos with NetApp
          • Anthos Overview
          • NetApp Storage Systems Overview
          • NetApp Storage Integrations Overview
            • NetApp Astra Trident Overview
          • Advanced Configuration Options For Anthos
            • Exploring Load Balancer Options
        • Archived Solutions
          • Anthos on bare metal
      • Data Migration and Data Protection
        • Data Migration
          • Best-Practice Guidelines for NetApp XCP
            • Customer scenarios
        • Data Protection
        • Security
      • Enterprise Applications
      • Enterprise Databases
        • Oracle Database
          • Deploying Oracle Database
            • Automated Deployment of Oracle 19c for ONTAP on NFS
          • Oracle Database Data Protection
            • Automated Oracle Data Protection
        • Microsoft SQL Server
          • SQL Server on Azure NetApp Files
        • Hybrid Cloud Database Solutions with SnapCenter
          • Prerequisites configuration
          • Getting started overview
      • Modern Data Analytics
        • Big Data Analytics Data to Artificial Intelligence
        • Best practices for Confluent Kafka
        • NetApp hybrid cloud data solutions - Spark and Hadoop based on customer use cases
      • NetApp Hybrid Multi-Cloud with VMware
        • VMware for Public Cloud
          • VMware in the Hyperscalers Configuration
          • NetApp Storage in Hyperscaler Clouds
        • VMware Hybrid Cloud Use Cases
        • NetApp for GCP / GCVE
          • Security overview - NetApp Cloud Volumes Service (CVS) in Google Cloud
            • Architecture
            • NAS protocols
      • Virtualization
        • VMware Virtualization for ONTAP
          • NetApp ONTAP Benefits for VMware vSphere Administrators
          • VMware vSphere with ONTAP Best Practices
          • VMware Site Recovery Manager with NetApp ONTAP 9
          • VMware vSphere Automation
            • Traditional Block Storage Provisioning
            • Traditional File Storage Provisioning
        • VMware for Public Cloud
          • VMware in the Hyperscalers Configuration
          • NetApp Storage in Hyperscaler Clouds
        • VMware Hybrid Cloud Use Cases
        • Virtual Desktops
          • Virtual Desktop Services (VDS)
            • Hybrid Cloud VDI with NetApp Virtual Desktop Service
          • VMware Horizon
        • Demos and Tutorials
        • Blogs
          • NetApp and VMware Cloud Foundation (VCF)
      • Solution Automation
        • Setup the Ansible control node (For CLI based deployments) 
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    • NetApp Solutions Documentation
    • Artificial Intelligence
      • AI Converged Infrastructures
        • ONTAP AI with NVIDIA
          • ONTAP AI with NVIDIA DGX A100 Systems Design Guide
          • ONTAP AI with NVIDIA DGX A100 Systems Deployment Guide
          • ONTAP AI with NVIDIA DGX A100 Systems and Mellanox Spectrum Ethernet Switches Design Guide
          • ONTAP AI with NVIDIA DGX A100 Systems and Mellanox Spectrum Ethernet Switches Deployment Guide
        • EF-Series AI with NVIDIA
          • EF-Series AI with NVIDIA DGX A100 Systems and BeeGFS Design
          • EF-Series AI with NVIDIA DGX A100 Systems and BeeGFS Deployment
          • BeeGFS with NetApp E-Series Deployment Guide
        • BeeGFS with NetApp E-Series Reference Architecture
        • Deploying IBM Spectrum Scale with NetApp E-Series Storage
        • NetApp ONTAP and Lenovo ThinkSystem SR670 for AI and ML Model Training Workloads
        • NetApp AFF A800 and Fujitsu Server PRIMERGY GX2570 M5 for AI and ML Model Training Workloads
      • Data Pipelines, Data Lakes and Management
        • NetApp StorageGRID Data Lake for Autonomous Driving Workloads
        • NetApp AI Control Plane
          • Introduction
          • Concepts and Components
          • Hardware and Software Requirements
          • Kubernetes Deployment
          • NetApp Trident Deployment and Configuration
            • Trident Deployment
            • Example Trident Backends for ONTAP AI Deployments
            • Example Kubernetes StorageClasses for ONTAP AI Deployments
          • Kubeflow Deployment
          • Example Kubeflow Operations and Tasks
            • Overview
            • Provision a Jupyter Notebook Workspace for Data Scientist or Developer Use
            • Example Notebooks and Pipelines
          • Apache Airflow Deployment
          • Example Apache Airflow Workflows
          • Example Trident Operations
          • Example High-performance Jobs for ONTAP AI Deployments
            • Overview
            • Execute a Single-Node AI Workload
            • Execute a Synchronous Distributed AI Workload
          • Performance Testing
          • Conclusion
        • MLRun Pipeline with Iguazio
          • Introduction
          • Technology Overview
          • Software and Hardware Requirements
          • Network Device Failure Prediction Use Case Summary
          • Setup
            • Configuring Kubernetes Cluster
            • Define Persistent Volume Claim
          • Deploying the Application
            • Get Code from GitHub
            • Configure Working Environment
            • Deploy Grafana Dashboard
          • Conclusion
          • Where to Find Additional Information
        • NetApp DataOps Toolkit
        • Data Movement with E-Series and BeeGFS for AI and Analytics Workflows
      • Use Cases
        • Sentiment analysis with NetApp AI
          • Introduction
          • Use cases
          • Architecture
          • Design considerations
          • Deploying support-center sentiment analysis
          • Validation results
          • Videos and demos
          • Conclusion
          • Where to find additional information
        • Distributed training in Azure - Click-Through Rate Prediction
          • Introduction
          • Technology overview
          • Software requirements
          • Cloud resource requirements
          • Click-through rate prediction use case summary
          • Setup
            • Install and set up the AKS cluster
            • Create a delegated subnet for Azure NetApp Files
            • Peer AKS VNet and Azure NetApp Files VNet
            • Install Trident
            • Set up Dask with RAPIDS deployment on AKS using Helm
            • Azure NetApp Files performance tiers
          • Click through rate prediction data processing and model training
            • Libraries for data processing and model training
            • Load Criteo Click Logs day 15 in Pandas and train a scikit-learn random forest model
            • Load Day 15 in Dask and train a Dask cuML random forest model
            • Monitor Dask using native Task Streams dashboard
            • Training time comparison
            • Monitor Dask and RAPIDS with Prometheus and Grafana
            • Dataset and Model Versioning using NetApp DataOps Toolkit
            • Jupyter notebooks for Reference
          • Conclusion
          • Where to find additional information
          • Version history
        • Distributed Azure training - Lane detection
          • Solution overview
          • Lane detection – Distributed training with RUN AI
          • Conclusion
          • Additional information
        • Hybrid Cloud AI Operating System with Data Caching
          • Use Case Overview and Problem Statement
          • Solution Overview
          • Concepts and Components
          • Hardware and Software Requirements
          • Solution Deployment and Validation Details
            • ONTAP AI Deployment
            • Kubernetes Deployment
            • cnvrg.io Deployment
          • Conclusion
          • Acknowledgments
          • Where to Find Additional Information
        • Moving Data from a Big Data Environment to an AI Environment
        • AI Inferencing at the Edge - NetApp with Lenovo ThinkSystem - Solution Design
          • Introduction
          • Technology overview
          • Test plan
          • Test configuration
          • Test procedure
          • Test results
          • Architecture sizing options
          • Conclusion
        • Conversational AI using NVIDIA
          • Solution Overview
          • Solution Technology
          • Build a Virtual Assistant Using Jarvis, Cloud Sync, and NeMo
            • Jarvis Deployment
            • Customize States and Flows for Retail Use Case
            • Connect to Third-Party APIs as Fulfillment Engine
            • NetApp Retail Assistant Demonstration
            • Use NetApp Cloud Sync to Archive Conversation History
            • Expand Intent Models Using NeMo Training
          • Conclusion
          • Acknowledgments
          • Where to Find Additional Information
        • NetApp Orchestration Solution with Run:AI
          • Solution Overview
          • Solution Technology
          • Optimal Cluster and GPU Utilization with Run AI
            • Run AI Installation
            • Run AI Dashboards and Views
            • Creating Projects for Data Science Teams and Allocating GPUs
            • Submitting Jobs in Run AI CLI
            • Achieving High Cluster Utilization
            • Fractional GPU Allocation for Less Demanding or Interactive Workloads
            • Achieving High Cluster Utilization with Over-uota GPU Allocation
            • Basic Resource Allocation Fairness
            • Over-Quota Fairness
            • Saving Data to a Trident-Provisioned PersistentVolume
          • Conclusion
          • Testing Details for Section 4.8
          • Testing Details for Section 4.9
          • Testing Details for Section 4.10
          • Where to Find Additional Information
        • NetApp ONTAP AI for Autonomous Driving Workloads Solution Design
        • NetApp ONTAP AI Reference Architecture for Healthcare: Diagnostic Imaging
        • NetApp ONTAP AI Reference Architecture for Financial Services Workloads
        • AI Deployment with NetApp E-Series and BeeGFS
        • Quantum StorNext with NetApp E-Series Systems Design Guide
        • Quantum StorNext with NetApp E-Series Systems Deployment Guide
    • Containers
      • DevOps with NetApp Astra
        • DevOps Overview
        • NetApp Storage Systems Overview
          • NetApp ONTAP
        • NetApp Storage Integrations Overview
          • NetApp Astra Control Center Overview
          • NetApp Astra Trident Overview
        • Use Case Validations
          • Integrate Protection into CI/CD Pipelines with NetApp Astra Control
          • Leverage Astra Control to facilitate Post-mortem Analysis and Restore the Application
          • Accelerating Software Development with NetApp FlexClones
        • Videos / Demos
        • Additional Information
      • Red Hat OpenShift with NetApp
        • Red Hat Openshift Overview
          • OpenShift on Bare Metal
          • OpenShift on Red Hat OpenStack Platform
          • OpenShift on Red Hat Virtualization
          • OpenShift on VMware vSphere
        • NetApp Storage Systems Overview
          • NetApp ONTAP
          • NetApp Element
        • NetApp Storage Integrations Overview
          • NetApp Astra Control Center Overview
            • Register your Red Hat OpenShift Clusters
            • Choose the Applications to Protect
            • Protect your Applications
          • NetApp Astra Trident Overview
            • NetApp ONTAP NFS
            • NetApp ONTAP iSCSI
            • NetApp Element iSCSI
        • Advanced Configuration Options For OpenShift
          • Exploring Load Balancer Options
            • MetalLB
            • F5 BIG-IP
          • Creating Private Image Registries
        • Solution Validation and Use Cases
          • Deploy a Jenkins CI/CD Pipeline with Persistent Storage
          • Configure Multi-tenancy on Red Hat OpenShift with NetApp ONTAP
            • Overview
            • Architecture
            • Configuration
              • Prerequisites
              • Cluster Administrator Tasks
              • Storage Administrator Tasks
              • Validation
              • Scaling
        • Red Hat OpenShift Virtualization with NetApp ONTAP
          • Overview
          • Deployment
            • Prerequisites
            • Deploy via operator
            • Workflows
              • Create VM
              • VM Live Migration
              • VM Cloning
              • Create VM from a Snapshot
        • Advanced Cluster Management for Kubernetes on Red Hat OpenShift with NetApp
          • Overview
          • Deployment
            • Prerequisites
            • Deploy via operator
            • Features
              • Cluster Lifecycle Management
              • Application Lifecycle Management
              • Governance and Risk
              • Observability
              • Creating Resources
        • Videos / Demos
        • Additional Information
      • Anthos with NetApp
        • Anthos Overview
          • Anthos Clusters on VMware
          • Anthos on bare metal
        • NetApp Storage Systems Overview
          • NetApp ONTAP
          • NetApp Element
        • NetApp Storage Integrations Overview
          • NetApp Astra Trident Overview
            • NetApp ONTAP NFS
            • NetApp ONTAP iSCSI
            • NetApp Element iSCSI
        • Advanced Configuration Options For Anthos
          • Exploring Load Balancer Options
            • F5 BIG-IP
            • SeeSaw
        • Solution Validation and Use Cases
        • Videos / Demos
        • Additional Information
      • Archived Solutions
        • Anthos on bare metal
          • Solution overview
          • Solution requirements
          • Deployment summary
          • Solution validation
          • Conclusion
          • Where to find additional information
    • Data Migration and Data Protection
      • Data Migration
        • Best-Practice Guidelines for NetApp XCP
          • Introduction
          • NetApp XCP
          • Migration workflow
          • File analytics
          • Deployment steps
          • Sizing guidelines
          • Performance tuning
          • Customer scenarios
            • Overview
            • Data lake to ONTAP NFS
            • High-performance computing to ONTAP NFS
            • Using the XCP Data Mover to migrate millions of small files to flexible storage
            • Using the XCP Data Mover to migrate large files
            • Duplicate files
            • Specific date-based scan and copy of data
            • Creating a CSV file from SMB/CIFS share
            • Data migration from 7-Mode to ONTAP
            • CIFS data migration with ACLs From a source storage box to ONTAP
          • Best practice guidelines and recommendations
          • Troubleshooting
          • Where to find additional information
          • Version history
      • Data Protection
        • NetApp E-Series and Commvault Data Platform V11
        • E-Series and EF-Series Reference Architecture and Storage Best Practices with Veeam Backup & Replication 9.5
        • Deploying Veritas NetBackup with NetApp E-Series Storage
      • Security
        • NIST Security Controls for FISMA with HyTrust for Multitenant Infrastructure
    • Enterprise Applications
      • SAP & SAP HANA
    • Enterprise Databases
      • Oracle Database
        • Oracle 19c RAC Databases on FlexPod DataCenter with Cisco UCS and NetApp AFF A800 over FC
        • SAP with Oracle on UNIX and NFS with NetApp Clustered Data ONTAP
        • Deploying Oracle Database
          • Deploy Oracle Database on NetApp ONTAP
          • Automated Deployment of Oracle 19c for ONTAP on NFS
            • Getting Started and Requirements
            • Automated Oracle 19c AWX/Tower Deployment
            • Automated Oracle 19c CLI Deployment
        • Oracle Database Data Protection
          • Automated Oracle Data Protection
            • Getting Started and Requirements
            • Automated Oracle Data Protection for AWX/Tower
        • Oracle Databases on NetApp EF-Series
      • Microsoft SQL Server
        • SQL Server on Azure NetApp Files
          • Factors to consider
          • Reference design (real-time high-level design)
          • Conclusion
          • Where to find additional information
        • SAP with Microsoft SQL Server on Windows Using Clustered Data ONTAP
        • Modernizing Microsoft SQL Server
        • Best Practices Guide for Microsoft SQL Server with NetApp EF-Series
      • Hybrid Cloud Database Solutions with SnapCenter
        • Introduction
        • Solution architecture
        • Solution requirements
        • Prerequisites configuration
          • Prerequisites on-premises
          • Prerequisites for the public cloud
        • Getting started overview
          • Getting started on-premises
          • Getting Started with AWS public cloud
        • Workflow for dev/test bursting to cloud
        • Disaster recovery workflow
    • Modern Data Analytics
      • Big Data Analytics Data to Artificial Intelligence
        • Introduction
        • Customer challenges
        • Data mover solution
        • Data mover solution for AI
        • GPFS to NetApp ONTAP NFS
        • HDFS and MapR-FS to ONTAP NFS
        • Business benefits
        • GPFS to NFS - Detailed steps
        • MapR-FS to ONTAP NFS
        • Where to find additional information
      • Best practices for Confluent Kafka
        • Introduction
        • Solution architecture details
        • Technology overview
        • Confluent verification
        • Performance tests with scalability
        • Confluent s3 connector
        • Confluent self-rebalancing clusters
        • Best practice guidelines
        • Sizing
        • Conclusion
      • NetApp hybrid cloud data solutions - Spark and Hadoop based on customer use cases
        • Solution overview
        • Data fabric powered by NetApp for big data architecture
        • Hadoop data protection and NetApp
        • Overview of Hadoop data protection use cases
        • Use case 1 - Backing up Hadoop data
        • Use case 2 - Backup and disaster recovery from the cloud to on-premises
        • Use case 3 - Enabling DevTest on existing Hadoop data
        • Use case 4 - Data protection and multicloud connectivity
        • Use case 5 - Accelerate analytic workloads
        • Conclusion
      • Different Solutions for Different Analytics Strategies Solution Brief
      • NetApp StorageGRID with Splunk SmartStore
      • NetApp E-Series E5700 and Splunk Enterprise
      • Apache Spark Workload with NetApp Storage Solution (Deployment Guide)
    • NetApp Hybrid Multi-Cloud with VMware
      • VMware for Public Cloud
        • Overview
        • VMware Cloud on Hyperscaler Clouds
        • Supported Configurations
        • VMware in the Hyperscalers Configuration
          • Configure VMC for AWS
          • Configure AVS for Azure
          • Configure GCVE for GCP
        • NetApp Storage in Hyperscaler Clouds
          • Guest Connected storage for VMC
          • Guest Connected storage for AVS
          • Guest Connected storage for GCVE
        • Summary and Conclusion
      • VMware Hybrid Cloud Use Cases
        • Use Case Overview
        • Solutions for AWS / VMC
        • Solutions for Azure / AVS
        • Solutions for GCP / GCVE
      • NetApp for AWS / VMC
      • NetApp for Azure / AVS
      • NetApp for GCP / GCVE
        • Security overview - NetApp Cloud Volumes Service (CVS) in Google Cloud
          • Overview
          • How Cloud Volumes Service in Google Cloud secures your data
          • Security considerations and attack surfaces
          • Architecture
            • Architecture overview
            • Cloud Volumes Service architecture
            • Control plane architecture
            • Data plane architecture
            • Data encryption in transit
            • Data encryption at rest
            • Firewall
          • NAS protocols
            • NAS protocols overview
            • Basics of NAS protocols
            • NFS
            • SMB
            • Dual-protocol/multiprotocol
            • Considerations for creating Active Directory connections
            • Other NAS Infrastructure service dependencies (KDC, LDAP, DNS)
          • Service operation
          • Additional information
    • Virtualization
      • Get Started With NetApp and VMware
      • VMware Virtualization for ONTAP
        • NetApp ONTAP Benefits for VMware vSphere Administrators
          • Introduction
          • Unified Storage
          • Storage Efficiencies
          • Virtual Volume and Storage Policy Based Management
          • Hybrid Cloud
        • VMware vSphere with ONTAP Best Practices
          • ONTAP capabilities for vSphere
          • Best practices
          • Other capabilities for vSphere
          • ONTAP and vSphere release-specific information
          • Recommended ESXi host and other ONTAP settings
          • Where to find additional information
          • Contact us
        • VMware Site Recovery Manager with NetApp ONTAP 9
          • New features with SRM and ONTAP Tools
          • Deployment best practices
          • Operational best practices
          • Replication topologies
          • Troubleshooting SRM when using vVols replication
          • Conclusion
          • Additional Information
        • ONTAP tools for VMware vSphere - Product Security
        • VMware vSphere Automation
          • Traditional Block Storage Provisioning
            • VMFS - Fibre Channel
            • VMFS - Fibre Channel over Ethernet
            • VMFS - iSCSI
            • VMFS - NVMe over Fabric
          • Traditional File Storage Provisioning
            • NFS - v3
            • NFS - v4.1
        • What's New with ONTAP for VMware vSphere
      • VMware for Public Cloud
        • Overview
        • VMware Cloud on Hyperscaler Clouds
        • Supported Configurations
        • VMware in the Hyperscalers Configuration
          • Configure VMC for AWS
          • Configure AVS for Azure
          • Configure GCVE for GCP
        • NetApp Storage in Hyperscaler Clouds
          • Guest Connected storage for VMC
          • Guest Connected storage for AVS
          • Guest Connected storage for GCVE
        • Summary and Conclusion
      • VMware Hybrid Cloud Use Cases
        • Use Case Overview
      • Virtual Desktops
        • Virtual Desktop Services (VDS)
          • Hybrid Cloud VDI with NetApp Virtual Desktop Service
            • Use Cases
            • NetApp Virtual Desktop Service Overview
            • NetApp HCI Overview
            • NVIDIA Licensing
            • Deployment
            • Hybrid Cloud Environment
            • Single Server Load Test with Login VSI
            • Management Portal
            • User Management
            • Workspace Management
            • Application Management
            • ONTAP features for Virtual Desktop Service
            • Data Management
            • Operation Management
            • Tools and Logs
            • GPU Considerations
            • Solutions for industry
            • Conclusion
            • Where to Find Additional Information
          • ESG Technical Validation: VDI at Enterprise Scale with NetApp Virtual Desktop Service
        • VMware Horizon
          • End User Computing with VMware (Design Guide)
          • End User Computing with VMware and NVIDIA GPUs (Design Guide)
          • End User Computing with VMware and NVIDIA GPUs (Deployment Guide)
          • End User Computing with VMware for 3D Graphics
        • FlexPod Desktop Virtualization Solutions
      • Demos and Tutorials
        • Videos
      • Blogs
        • NetApp and VMware Cloud Foundation (VCF)
          • Part 1: Getting Started
          • Part 2: VCF and ONTAP principal storage
          • Part 3: VCF and Element principal storage
          • Part 4: ONTAP Tools for VMware and supplemental storage
        • Optimize storage for cloud-based VMware deployments
        • Get started with Azure VMware Solution using NetApp-based cloud offerings
    • Solution Automation
      • Introduction
      • Getting started with NetApp solution automation and Ansible
      • Setup the Ansible control node (For CLI based deployments)
        • For RHEL/ CentOS machines
        • For Ubuntu / Debian machines
      • Setup AWX / Ansible Tower (For AWX / Tower based deployments)
      • Gather Pre-requisites For CVO and Connector Deployments
      • Cloud Volumes Automation via Terraform
      • Request automation
    • FlexPod Solutions
    • Legacy NetApp HCI Solutions
    • Change Log
    • About NetApp Solutions
    • Legal Notices
    • docs.netapp.com
    • NetApp Solutions

    01/13/2021 Contributors kevin-hoke

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