Migration: migration from Caps to OP

Author: craigg-msft

docs/TOC.md

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+# [Monitoring R Services](monitoring-r-services.md)
+# [Install Microsoft R Server from the Command Line](install-microsoft-r-server-from-the-command-line.md)
+# [Lesson 5: Create a Simple Simulation (Data Science Deep Dive)](lesson-5-create-a-simple-simulation-data-science-deep-dive.md)
+# [Lesson 5: Deploy and Use the Model (Data Science End-to-End Walkthrough)](lesson-5-deploy-and-use-the-model-data-science-end-to-end-walkthrough.md)
+# [Operationalizing Your R Code](operationalizing-your-r-code.md)
+# [Data Science End-to-End Walkthrough](data-science-end-to-end-walkthrough.md)
+# [Using R Functions with SQL Server Data (R in T-SQL Tutorial)](using-r-functions-with-sql-server-data-r-in-t-sql-tutorial.md)
+# [Configuration (SQL Server R Services)](configuration-sql-server-r-services.md)
+# [Generating an R Stored Procedure for R Code using the sqlrutils Package](generating-an-r-stored-procedure-for-r-code-using-the-sqlrutils-package.md)
+# [Security Considerations for the R Runtime in SQL Server](security-considerations-for-the-r-runtime-in-sql-server.md)
+# [Managing and Monitoring R Solutions](managing-and-monitoring-r-solutions.md)
+# [Lesson 2: View and Explore the Data (Data Science End-to-End Walkthrough)](lesson-2-view-and-explore-the-data-data-science-end-to-end-walkthrough.md)
+# [Set Up  a Data Science Client](set-up-a-data-science-client.md)
+# [SQL Server R Services Performance Tuning](sql-server-r-services-performance-tuning.md)
+# [R Server (Standalone)](r-server-standalone.md)
+# [Provision the R Server Only SQL Server 2016 Enterprise VM on Azure](provision-the-r-server-only-sql-server-2016-enterprise-vm-on-azure.md)
+# [How To: Create a Resource Pool for R](how-to-create-a-resource-pool-for-r.md)
+# [Installing SQL Server R Services on an Azure Virtual Machine](installing-sql-server-r-services-on-an-azure-virtual-machine.md)
+# [Data Science Deep Dive: Using the RevoScaleR Packages](data-science-deep-dive-using-the-revoscaler-packages.md)
+# [In-Database Advanced Analytics for SQL Developers (Tutorial)](in-database-advanced-analytics-for-sql-developers-tutorial.md)
+# [How to Create MDX Queries using olapR](how-to-create-mdx-queries-using-olapr.md)
+# [Data Exploration and Predictive Modeling with R](data-exploration-and-predictive-modeling-with-r.md)
+# [Lesson 1-1 - Create SQL Server Data Objects using RxSqlServerData](lesson-1-1-create-sql-server-data-objects-using-rxsqlserverdata.md)
+# [SQL Server R Services](sql-server-r-services.md)
+# [R and Data Optimization (R Services)](r-and-data-optimization-r-services.md)
+# [DMVs for SQL Server R Services](dmvs-for-sql-server-r-services.md)
+# [Lesson 1-3 - Define and Use Compute Contexts](lesson-1-3-define-and-use-compute-contexts.md)
+# [Lesson 2-2 - Create Models](lesson-2-2-create-models.md)
+# [Determine Which Packages are Installed on SQL Server](determine-which-packages-are-installed-on-sql-server.md)
+# [Packages Installed in User Libraries](packages-installed-in-user-libraries.md)
+# [Lesson 3-2 - Create New SQL Server Table using rxDataStep](lesson-3-2-create-new-sql-server-table-using-rxdatastep.md)
+# [R Package - Management for SQL Server R Services](r-package-management-for-sql-server-r-services.md)
+# [Security Overview (SQL Server R Services)](security-overview-sql-server-r-services.md)
+# [Configure and Manage Advanced Analytics Extensions](configure-and-manage-advanced-analytics-extensions.md)
+# [Lesson 1-2 - Query and Modify the SQL Server Data](lesson-1-2-query-and-modify-the-sql-server-data.md)
+# [Differences in R Features between Editions of SQL Server](differences-in-r-features-between-editions-of-sql-server.md)
+# [Lesson 2-3 - Score New Data](lesson-2-3-score-new-data.md)
+# [Using Data from OLAP Cubes in R](using-data-from-olap-cubes-in-r.md)
+# [Step 3: Explore and Visualize the Data (In-Database Advanced Analytics Tutorial)](step-3-explore-and-visualize-the-data-in-database-advanced-analytics-tutorial.md)
+# [Setup or Configure R Tools](setup-or-configure-r-tools.md)
+# [Lesson 4: Analyze Data in Local Compute Context (Data Science Deep Dive)](lesson-4-analyze-data-in-local-compute-context-data-science-deep-dive.md)
+# [Unattended Installs of SQL Server R Services](unattended-installs-of-sql-server-r-services.md)
+# [Working with Inputs and Outputs (R in T-SQL Tutorial)](working-with-inputs-and-outputs-r-in-t-sql-tutorial.md)
+# [Create a Predictive Model (R in T-SQL Tutorial)](create-a-predictive-model-r-in-t-sql-tutorial.md)
+# [R Package - How to Enable or Disable](r-package-how-to-enable-or-disable.md)
+# [Architecture Overview (SQL Server R Services)](architecture-overview-sql-server-r-services.md)
+# [What's New in SQL Server R Services](what-s-new-in-sql-server-r-services.md)
+# [Save and Load R Objects from SQL Server using ODBC](save-and-load-r-objects-from-sql-server-using-odbc.md)
+# [Lesson 4: Build and Save the Model (Data Science End-to-End Walkthrough)](lesson-4-build-and-save-the-model-data-science-end-to-end-walkthrough.md)
+# [Lesson 1: Prepare the Data (Data Science End-to-End Walkthrough)](lesson-1-prepare-the-data-data-science-end-to-end-walkthrough.md)
+# [Lesson 2-2 - Create Graphs and Plots Using R](lesson-2-2-create-graphs-and-plots-using-r.md)
+# [ScaleR Functions for Working with SQL Server Data](scaler-functions-for-working-with-sql-server-data.md)
+# [Working with R Data Types](working-with-r-data-types.md)
+# [SQL Server R Services Tutorials](sql-server-r-services-tutorials.md)
+# [How to Create a Stored Procedure Using sqlrutils](how-to-create-a-stored-procedure-using-sqlrutils.md)
+# [Step 4: Create Data Features using T-SQL (In-Database Advanced Analytics Tutorial)](step-4-create-data-features-using-t-sql-in-database-advanced-analytics-tutorial.md)
+# [Getting Started with SQL Server R Services](getting-started-with-sql-server-r-services.md)
+# [Monitor R Services using Custom Reports in Management Studio](monitor-r-services-using-custom-reports-in-management-studio.md)
+# [Modify the User Account Pool for SQL Server R Services](modify-the-user-account-pool-for-sql-server-r-services.md)
+# [New Components in SQL Server to Support R Services](new-components-in-sql-server-to-support-r-services.md)
+# [Step 6: Operationalize the Model (In-Database Advanced Analytics Tutorial)](step-6-operationalize-the-model-in-database-advanced-analytics-tutorial.md)
+# [SQL Server R Services Features and Tasks](sql-server-r-services-features-and-tasks.md)
+# [Getting Started with Microsoft R Server (Standalone)](getting-started-with-microsoft-r-server-standalone.md)
+# [Lesson 2: Create and Run R Scripts (Data Science Deep Dive)](lesson-2-create-and-run-r-scripts-data-science-deep-dive.md)
+# [Extended Events for SQL Server R Services](extended-events-for-sql-server-r-services.md)
+# [Using R Code in Transact-SQL (SQL Server R Services)](using-r-code-in-transact-sql-sql-server-r-services.md)
+# [Use sqlBindR.exe to Upgrade an Instance of R Services](use-sqlbindr-exe-to-upgrade-an-instance-of-r-services.md)
+# [Set up SQL Server R Services (In-Database)](set-up-sql-server-r-services-in-database.md)
+# [Installing and Managing R Packages](installing-and-managing-r-packages.md)
+# [SQL Server Configuration (R Services)](sql-server-configuration-r-services.md)
+# [Data Science Scenarios and Solution Templates](data-science-scenarios-and-solution-templates.md)
+# [Lesson 3: Create Data Features (Data Science End-to-End Walkthrough)](lesson-3-create-data-features-data-science-end-to-end-walkthrough.md)
+# [Lesson 3-1 - Load Data into Memory using rxImport](lesson-3-1-load-data-into-memory-using-rximport.md)
+# [Predict and Plot from Model (R in T-SQL Tutorial)](predict-and-plot-from-model-r-in-t-sql-tutorial.md)
+# [Lesson 3-3 - Perform Chunking Analysis using rxDataStep](lesson-3-3-perform-chunking-analysis-using-rxdatastep.md)
+# [Create a Standalone R Server](create-a-standalone-r-server.md)
+# [Lesson 4-1 - Move Data between SQL Server and XDF File](lesson-4-1-move-data-between-sql-server-and-xdf-file.md)
+# [Step 2: Import Data to SQL Server using PowerShell](step-2-import-data-to-sql-server-using-powershell.md)
+# [Lesson 2-1 - View and Summarize Data using R](lesson-2-1-view-and-summarize-data-using-r.md)
+# [Creating Workflows that Use R in SQL Server](creating-workflows-that-use-r-in-sql-server.md)
+# [R Services](r-services.md)
+# [Step 1: Download the Sample Data (In-Database Advanced Analytics Tutorial)](step-1-download-the-sample-data-in-database-advanced-analytics-tutorial.md)
+# [Step 5: Train and Save a Model using T-SQL](step-5-train-and-save-a-model-using-t-sql.md)
+# [Known Issues for SQL Server R Services](known-issues-for-sql-server-r-services.md)
+# [Create a Local Package Repository Using miniCRAN](create-a-local-package-repository-using-minicran.md)
+# [Install Additional R Packages on SQL Server](install-additional-r-packages-on-sql-server.md)
+# [Using the MicrosoftML Package with SQL Server R Services](using-the-microsoftml-package-with-sql-server-r-services.md)
+# [R and SQL Data Types and Data Objects (R in T-SQL Tutorial)](r-and-sql-data-types-and-data-objects-r-in-t-sql-tutorial.md)
+# [Resource Governance for R Services](resource-governance-for-r-services.md)
+# [Using R Code Profiling Functions](using-r-code-profiling-functions.md)
+# [Lesson 2-1 - Visualize SQL Server Data using R](lesson-2-1-visualize-sql-server-data-using-r.md)
+# [Performance Case Study (R Services)](performance-case-study-r-services.md)
+# [Converting R Code for Use in R Services](converting-r-code-for-use-in-r-services.md)
+# [Prerequisites for Data Science Walkthroughs (SQL Server R Services)](prerequisites-for-data-science-walkthroughs-sql-server-r-services.md)
+# [Installing R Components without Internet Access](installing-r-components-without-internet-access.md)
+# [Lesson 1: Work with SQL Server Data using R (Data Science Deep Dive)](lesson-1-work-with-sql-server-data-using-r-data-science-deep-dive.md)
+# [R Interoperability in SQL Server R Services](r-interoperability-in-sql-server-r-services.md)
+# [Lesson 3: Transform Data Using R (Data Science Deep Dive)](lesson-3-transform-data-using-r-data-science-deep-dive.md)
+# [Upgrade and Installation FAQ (SQL Server R Services)](upgrade-and-installation-faq-sql-server-r-services.md)

docs/advanced-analytics/r-services/TOC.md

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+---
+title: "Architecture Overview (SQL Server R Services) | Microsoft Docs"
+ms.custom: ""
+ms.date: "2016-05-31"
+ms.prod: "sql-server-2016"
+ms.reviewer: ""
+ms.suite: ""
+ms.technology: 
+  - "r-services"
+ms.tgt_pltfrm: ""
+ms.topic: "article"
+ms.assetid: 6c4a4f66-ea3e-4a73-acf2-6c8aeafc94b0
+caps.latest.revision: 9
+author: "jeannt"
+ms.author: "jeannt"
+manager: "jhubbard"
+---
+# Architecture Overview (SQL Server R Services)
+This section provides an overview of the architecture of [!INCLUDE[rsql_productname_md](../../includes/rsql-productname-md.md)], including security, new components added in the SQL Server database engine to support R  components, and interoperability of open source R scripts running in SQL Server.
+
+
+## Goals
+
+
+The architecture of [!INCLUDE[rsql_productname_md](../../includes/rsql-productname-md.md)] is designed to support the open source R language. Current users of R should be able to port their R code and execute it in T-SQL with relatively minor modifications.
+
+However, SQL Server R Services also provides innovations that deliver increased performance and closer database integration for the R language,  to enable faster data throughput and processing, and to lower barriers for enterprise development of R solutions. These innovations include both open source and proprietary components developed by Microsoft.
+
+
+The primary goals of integration with SQL Server are to provide improved performance and scalability for R, while managing data securely. Towards this goal, SQL Server R Services provides a multi-process infrastructure that supports both integrated Windows authentication and password-based SQL logins. 
+
++ [!INCLUDE[rsql_productname_md](../../includes/rsql-productname-md.md)] provides a base distribution of R, together with the ScaleR packages and the ability to run R tasks in parallel.
++ New components in SQL Server provide a secure, high-performance framework for running external scripts.
++ R tasks execute outside the SQL Server process, to provide security and greater manageability.
++ [!INCLUDE[rsql_launchpad_md](../../includes/rsql-launchpad-md.md)] manages the security of all R processes. 
+
+To help you optimize existing R code and take advantage of these improvements, the topics in this section describe the new architecture in detail. By understanding how data processing and analysis is handled by [!INCLUDE[rsql_productname_md](../../includes/rsql-productname-md.md)], you can make appropriate choices about how to ingest data, how to most efficiently perform feature engineering, and how to consume results.
+ 
+
+## In This Section
++ [R Interoperability](../../advanced-analytics/r-services/r-interoperability-in-sql-server-r-services.md)
++ [New Components in SQL Server for R Services](../../advanced-analytics/r-services/new-components-in-sql-server-to-support-r-services.md)
++ [Security Overview](../../advanced-analytics/r-services/security-overview-sql-server-r-services.md)
+
+## See Also
+[R Services Tutorials](../../advanced-analytics/r-services/sql-server-r-services-tutorials.md)

docs/advanced-analytics/r-services/architecture-overview-sql-server-r-services.md

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+---
+title: "Configuration (SQL Server R Services) | Microsoft Docs"
+ms.custom: ""
+ms.date: "2016-05-31"
+ms.prod: "sql-server-2016"
+ms.reviewer: ""
+ms.suite: ""
+ms.technology: 
+  - "r-services"
+ms.tgt_pltfrm: ""
+ms.topic: "article"
+ms.assetid: e0fd4554-60c6-4181-ac4c-2e366fb434f6
+caps.latest.revision: 7
+author: "jeannt"
+ms.author: "jeannt"
+manager: "jhubbard"
+---
+# Configuration (SQL Server R Services)
+  This section contains information about how to configure the [!INCLUDE[ssNoVersion](../../includes/ssnoversion-md.md)] computer to support R workloads.
+  
+  for information about how to install R packages and manage R package libraries, see [Installing and Managing R Packages](../../advanced-analytics/r-services/installing-and-managing-r-packages.md).  
+  
+  
+## In This Section  
+ 
+  
+ [Modify the User Account Pool for SQL Server R Services](../../advanced-analytics/r-services/modify-the-user-account-pool-for-sql-server-r-services.md)  
+   
+  
+ [Configure and Manage Advanced Analytics Extensions](../../advanced-analytics/r-services/configure-and-manage-advanced-analytics-extensions.md)  
+  
+ ## See Also
+ [Resource Governance for R Services](../../advanced-analytics/r-services/resource-governance-for-r-services.md) 
+ 
+ [Installing and Managing R Packages](../../advanced-analytics/r-services/installing-and-managing-r-packages.md)