Merge pull request #246578 from HeidiSteen/heidist-samples

updated sample pages

Author: prmerger-automator[bot]

articles/search/samples-dotnet.md

@@ -53,8 +53,8 @@ Code samples from the Cognitive Search team demonstrate features and workflows.
 | [DotNetHowToSynonyms](https://github.com/Azure-Samples/search-dotnet-getting-started/tree/master/DotNetHowToSynonyms)  | [Example: Add synonyms in C#](search-synonyms-tutorial-sdk.md) | Synonym lists are used for query expansion, providing matchable  terms that are external to an index. |
 | [DotNetToIndexers](https://github.com/Azure-Samples/search-dotnet-getting-started/tree/master/DotNetHowToIndexers) | [Tutorial: Index Azure SQL data](search-indexer-tutorial.md) | Shows how to configure an Azure SQL indexer that has a schedule, field mappings, and parameters.  |
 | [DotNetHowToEncryptionUsingCMK](https://github.com/Azure-Samples/search-dotnet-getting-started/tree/master/DotNetHowToEncryptionUsingCMK)  | [How to configure customer-managed keys for data encryption](search-security-manage-encryption-keys.md) | Shows how to create objects that are encrypted with a Customer Key. |
-| [multiple-data-sources](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/multiple-data-sources)  | [Tutorial: Index from multiple data sources](tutorial-multiple-data-sources.md). | Merges content from two data sources into one search index.
-| [Optimize-data-indexing](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/optimize-data-indexing) | [Tutorial: Optimize indexing with the push API](tutorial-optimize-indexing-push-api.md).| Demonstrates optimization techniques for pushing data into a search index. |
+| [multiple-data-sources](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/multiple-data-sources)  | [Tutorial: Index from multiple data sources](tutorial-multiple-data-sources.md). | Merges content from two data sources into one search index.
+| [Optimize-data-indexing](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/optimize-data-indexing) | [Tutorial: Optimize indexing with the push API](tutorial-optimize-indexing-push-api.md).| Demonstrates optimization techniques for pushing data into a search index. |
 | [tutorial-ai-enrichment](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/tutorial-ai-enrichment)  | [Tutorial: AI-generated searchable content from Azure blobs](cognitive-search-tutorial-blob-dotnet.md) | Shows how to configure an indexer and skillset. |
 | [create-mvc-app](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/create-mvc-app) |  [Tutorial: Add search to an ASP.NET Core (MVC) app](tutorial-csharp-create-mvc-app.md) | While most samples are console applications, this MVC sample uses a web page to front the sample Hotels index, demonstrating basic search, pagination, and other server-side behaviors.|
 
@@ -82,10 +82,10 @@ The following samples are also published by the Cognitive Search team, but aren'
 
 | Samples | Repository | Description |
 |---------|------------|-------------|
+| [Query multiple services](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/main/multiple-search-services) |  [azure-search-dotnet-scale](https://github.com/Azure-Samples/azure-search-dotnet-samples) | Issue a single query across multiple search services and combine the results into a single page.  |
 | [Check storage](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/check-storage-usage/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | Invokes an Azure function that checks search service storage on a schedule. |
 | [Export an index](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/export-data/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | C# console app that partitions and export a large index. |
 | [Backup and restore an index](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/index-backup-restore/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | C# console app that copies an index from one service to another, and in the process, creates JSON files on your computer with the index schema and documents.|
 | [Index Data Lake Gen2 using Azure AD](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/master/data-lake-gen2-acl-indexing/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | Source code demonstrating indexer connections and indexing of Azure Data Lake Gen2 files and folders that are secured through Azure AD and role-based access controls. |
 | [Search aggregations](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/search-aggregations/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | Proof-of-concept source code that demonstrates how to obtain aggregations from a search index and then filter by them. |
-| [Query multiple services](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/main/multiple-search-services) |  [azure-search-dotnet-samples](https://github.com/Azure-Samples/azure-search-dotnet-samples) | Issue a single query across multiple search services and combine the results into a single page.  |
 | [Power Skills](https://github.com/Azure-Samples/azure-search-power-skills/blob/main/README.md) | [azure-search-power-skills](https://github.com/Azure-Samples/azure-search-power-skills)  | Source code for consumable custom skills that you can incorporate in your won solutions.  |

articles/search/samples-java.md

@@ -9,7 +9,7 @@ ms.author: heidist
 ms.service: cognitive-search
 ms.custom: devx-track-dotnet, devx-track-extended-java
 ms.topic: conceptual
-ms.date: 01/04/2023
+ms.date: 07/27/2023
 ---
 
 # Java samples for Azure Cognitive Search
@@ -36,6 +36,7 @@ Code samples from the Azure SDK development team demonstrate API usage. You can
 | [Skillset creation](https://github.com/Azure/azure-sdk-for-java/blob/master/sdk/search/azure-search-documents/src/samples/java/com/azure/search/documents/indexes/CreateSkillsetExample.java) |  Demonstrates how to create [skillsets](cognitive-search-working-with-skillsets.md) that are attached indexers, and that perform AI-based enrichment during indexing. |
 | [Load documents](https://github.com/Azure/azure-sdk-for-java/blob/master/sdk/search/azure-search-documents/src/samples/java/com/azure/search/documents/IndexContentManagementExample.java) | Demonstrates how to upload or merge documents into an index in a [data import](search-what-is-data-import.md) operation. |
 | [Query syntax](https://github.com/Azure/azure-sdk-for-java/blob/master/sdk/search/azure-search-documents/src/samples/java/com/azure/search/documents/SearchAsyncWithFullyTypedDocumentsExample.java) | Demonstrates how to set up a [basic query](search-query-overview.md). |
+| [Vector search](https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/search/azure-search-documents/src/samples/java/com/azure/search/documents/VectorSearchExample.java) | Demonstrates how to set up a vector field and then generate a [vector query](vector-search-how-to-query.md). |
 
 ## Doc samples
 

articles/search/samples-javascript.md

@@ -9,7 +9,7 @@ ms.author: heidist
 ms.service: cognitive-search
 ms.custom: devx-track-dotnet, devx-track-js
 ms.topic: conceptual
-ms.date: 01/04/2023
+ms.date: 07/27/2023
 ---
 
 # JavaScript samples for Azure Cognitive Search
@@ -36,6 +36,8 @@ Code samples from the Azure SDK development team demonstrate API usage. You can
 | [indexers](https://github.com/Azure/azure-sdk-for-js/tree/main/sdk/search/search-documents/samples/v11/javascript) |  Demonstrates how to create, update, get, list, reset, and delete [indexers](search-indexer-overview.md).|
 | [skillSet](https://github.com/Azure/azure-sdk-for-js/tree/main/sdk/search/search-documents/samples/v11/javascript) |   Demonstrates how to create, update, get, list, and delete [skillsets](cognitive-search-working-with-skillsets.md) that are attached indexers, and that perform AI-based enrichment during indexing. |
 | [synonymMaps](https://github.com/Azure/azure-sdk-for-js/tree/main/sdk/search/search-documents/samples/v11/javascript) | Demonstrates how to create, update, get, list, and delete [synonym maps](search-synonyms.md).  |
+| [VectorSearch](https://github.com/Azure/azure-sdk-for-js/blob/main/sdk/search/search-documents/samples/v12-beta/javascript/vectorSearch.js) | Demonstrates how to generate vectors and send a [vector query](vector-search-how-to-query.md).  |
+
 
 ### TypeScript samples
 

articles/search/samples-python.md

@@ -9,7 +9,7 @@ ms.author: heidist
 ms.service: cognitive-search
 ms.custom: devx-track-dotnet, devx-track-python
 ms.topic: conceptual
-ms.date: 01/04/2023
+ms.date: 07/27/2023
 ---
 
 # Python samples for Azure Cognitive Search
@@ -38,6 +38,7 @@ Code samples from the Azure SDK development team demonstrate API usage. You can
 | [Simple query](https://github.com/Azure/azure-sdk-for-python/blob/master/sdk/search/azure-search-documents/samples/sample_simple_query.py) | Demonstrates how to set up a [basic query](search-query-overview.md). |
 | [Filter query](https://github.com/Azure/azure-sdk-for-python/blob/master/sdk/search/azure-search-documents/samples/sample_filter_query.py) | Demonstrates setting up a [filter expression](search-filters.md). |
 | [Facet query](https://github.com/Azure/azure-sdk-for-python/blob/master/sdk/search/azure-search-documents/samples/sample_facet_query.py) | Demonstrates working with [facets](search-faceted-navigation.md). |
+| [Vector search](https://github.com/Azure/azure-sdk-for-python/blob/master/sdk/search/azure-search-documents/samples/sample_vector_search.py) | Demonstrates how to get embeddings from a description field and then send vector queries against the data. |
 
 ## Doc samples
 
@@ -46,8 +47,17 @@ Code samples from the Cognitive Search team demonstrate features and workflows.
 | Samples | Article |
 |---------|---------|
 | [quickstart](https://github.com/Azure-Samples/azure-search-python-samples/tree/master/Quickstart/v11) | Source code for the Python portion of [Quickstart: Full text search using the Azure SDKs](search-get-started-text.md). This article covers the basic workflow for creating, loading, and querying a search index using sample data. |
-| [search-website](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/search-website-functions-v4) | Source code for [Tutorial: Add search to web apps](tutorial-python-overview.md). Demonstrates an end-to-end search app that includes a rich client plus components for hosting the app and handling search requests.|
+| [search-website-functions-v4](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/search-website-functions-v4) | Source code for [Tutorial: Add search to web apps](tutorial-python-overview.md). Demonstrates an end-to-end search app that includes a rich client plus components for hosting the app and handling search requests.|
 | [tutorial-ai-enrichment](https://github.com/Azure-Samples/azure-search-python-samples/tree/master/Tutorial-AI-Enrichment)  | Source code for [Tutorial: Use Python and AI to generate searchable content from Azure blobs](cognitive-search-tutorial-blob-python.md). This article shows how to create a blob indexer with a cognitive skillset, where the skillset creates and transforms raw content to make it searchable or consumable. |
 
+## Demos
+
+A demo repo provides proof-of-concept source code for examples or scenarios shown in demonstrations. Demo solutions aren't designed for adaptation by customers.
+
+| Repository | Description |
+|------------|-------------|
+| [**ChatGPT + Enterprise data with Azure OpenAI and Cognitive Search**](https://github.com/Azure-Samples/azure-search-openai-demo/blob/main/README.md) | Python code showing how to use Cognitive Search with the large language models in Azure OpenAI. For background, see this Tech Community blog post: [Revolutionize your Enterprise Data with ChatGPT](https://techcommunity.microsoft.com/t5/ai-applied-ai-blog/revolutionize-your-enterprise-data-with-chatgpt-next-gen-apps-w/ba-p/3762087). |
+
+
 > [!TIP]
 > Try the [Samples browser](/samples/browse/?languages=python&products=azure-cognitive-search) to search for Microsoft code samples in GitHub, filtered by product, service, and language.

articles/search/tutorial-multiple-data-sources.md

@@ -35,9 +35,9 @@ This tutorial uses [Azure.Search.Documents](/dotnet/api/overview/azure/search) t
 
 A finished version of the code in this tutorial can be found in the following project:
 
-* [multiple-data-sources/v11 (GitHub)](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/multiple-data-sources/v11)
+* [multiple-data-sources/v11 (GitHub)](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/multiple-data-sources/v11)
 
-For an earlier version of the .NET SDK, see [Microsoft.Azure.Search (version 10) code sample](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/multiple-data-sources/v10) on GitHub.
+For an earlier version of the .NET SDK, see [Microsoft.Azure.Search (version 10) code sample](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/multiple-data-sources/v10) on GitHub.
 
 ## Prerequisites
 

articles/search/tutorial-optimize-indexing-push-api.md

@@ -14,7 +14,7 @@ ms.custom: devx-track-csharp
 
 Azure Cognitive Search supports [two basic approaches](search-what-is-data-import.md) for importing data into a search index: *pushing* your data into the index programmatically, or pointing an [Azure Cognitive Search indexer](search-indexer-overview.md) at a supported data source to *pull* in the data.
 
-This tutorial describes how to efficiently index data using the [push model](search-what-is-data-import.md#pushing-data-to-an-index) by batching requests and using an exponential backoff retry strategy. You can [download and run the sample application](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/optimize-data-indexing). This article explains the key aspects of the application and factors to consider when indexing data.
+This tutorial describes how to efficiently index data using the [push model](search-what-is-data-import.md#pushing-data-to-an-index) by batching requests and using an exponential backoff retry strategy. You can [download and run the sample application](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/optimize-data-indexing). This article explains the key aspects of the application and factors to consider when indexing data.
 
 This tutorial uses C# and the [.NET SDK](/dotnet/api/overview/azure/search) to perform the following tasks:
 
@@ -39,7 +39,7 @@ The following services and tools are required for this tutorial.
 
 ## Download files
 
-Source code for this tutorial is in the [optimzize-data-indexing/v11](https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/master/optimize-data-indexing/v11) folder in the [Azure-Samples/azure-search-dotnet-samples](https://github.com/Azure-Samples/azure-search-dotnet-samples) GitHub repository.
+Source code for this tutorial is in the [optimzize-data-indexing/v11](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/master/optimize-data-indexing/v11) folder in the [Azure-Samples/azure-search-dotnet-samples](https://github.com/Azure-Samples/azure-search-dotnet-samples) GitHub repository.
 
 ## Key considerations