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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
NetApp Native Datastore Options for GCP
01/18/2022
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