├── .gitignore
├── Instructions
    ├── Exercises
    │   ├── 01-azure-search.md
    │   ├── 02-search-skills.md
    │   ├── 03-knowledge-store.md
    │   ├── 04-exercise-enrich-cognitive-custom-classes.md
    │   ├── 05-exercise-implement-enhancements-to-search-results.md
    │   ├── 06-exercise-enrich-search-index-use-model.md
    │   ├── 07-exercise-add-to-index-use-push-api.md
    │   ├── 08-exercise-debug-search-issues.md
    │   ├── 09-semantic-search-exercise.md
    │   └── 10-vector-search-exercise.md
    ├── Labs
    │   ├── 01-azure-search.md
    │   ├── 02-search-skills.md
    │   ├── 03-knowledge-store.md
    │   ├── 04-exercise-enrich-cognitive-custom-classes.md
    │   ├── 05-exercise-implement-enhancements-to-search-results.md
    │   ├── 06-exercise-enrich-search-index-use-model.md
    │   ├── 07-exercise-add-to-index-use-push-api.md
    │   ├── 08-exercise-debug-search-issues.md
    │   ├── 09-semantic-search-exercise.md
    │   └── 10-vector-search-exercise.md
    └── media
    │   ├── 04-media
    │       ├── add-deployment.png
    │       ├── add-enrichments.png
    │       ├── add-output-fields-indexer.png
    │       ├── attach-cognitive-services.png
    │       ├── azure-resources-created.png
    │       ├── check-indexer-results.png
    │       ├── choose-container.png
    │       ├── connect-data.png
    │       ├── copy-function-url.png
    │       ├── copy-prediction-endpoint.png
    │       ├── copy-sample-query.png
    │       ├── create-custom-text-classification-project.png
    │       ├── customize-target-index.png
    │       ├── deploy-azure-resources.png
    │       ├── deploy-azure.svg
    │       ├── deploy-function-app.png
    │       ├── deploy-model.png
    │       ├── download-sample-data.png
    │       ├── edit-azure-blob-index-fields.png
    │       ├── edit-local-settings.png
    │       ├── enriched-index.png
    │       ├── enter-basic-information.png
    │       ├── enter-language-service-information.png
    │       ├── execute-remote-function.png
    │       ├── executed-function-json-response.png
    │       ├── optimize-visual-studio-code.png
    │       ├── project-settings-primary-key.png
    │       ├── select-additional-features.png
    │       ├── select-azure-blob-storage.png
    │       ├── select-custom-skillset.png
    │       ├── select-project-type.png
    │       ├── select-python-interpreter.png
    │       ├── select-search-indexer.png
    │       ├── start-training-job.png
    │       ├── started-language-studio.png
    │       ├── test-function-app.png
    │       ├── train-jobs.png
    │       └── upload-files.png
    │   ├── 05-media
    │       ├── add-cognitive-services-new.png
    │       ├── add-translation-enrichment-new.png
    │       ├── add-weights-new.png
    │       ├── import-data-new-small.png
    │       └── import-data-new.png
    │   ├── 06-media
    │       ├── 04-select-endpoint.png
    │       ├── completed-pipeline-new.png
    │       ├── copy-rest-endpoint.png
    │       ├── create-compute-instance-new.png
    │       ├── create-inference-cluster-new.png
    │       ├── download-score-conda.png
    │       ├── navigate-storage-account.png
    │       ├── select-pre-built-components-new.png
    │       ├── submit-pipeline.png
    │       └── test-results-search-explorer.png
    │   ├── 07-media
    │       ├── azure-resources-created-small.png
    │       ├── azure-resources-created.png
    │       ├── check-search-service-index.png
    │       ├── debug-application.png
    │       ├── deploy-azure-resources.png
    │       ├── deploy-azure.svg
    │       ├── edit-program-code.png
    │       ├── search-api-keys-exercise-version.png
    │       ├── setup-visual-studio-code-solution.png
    │       ├── thread-code-ready-small.png
    │       ├── thread-code-ready.png
    │       ├── update-app-settings.png
    │       └── upload-hundred-thousand-documents.png
    │   ├── 08-media
    │       ├── add-enrichments-small.png
    │       ├── add-enrichments.png
    │       ├── arm-template-deployment.png
    │       ├── debug-session-complete.png
    │       ├── debug-session-errors.png
    │       ├── deploy-azure.svg
    │       ├── import-data-selection-screen-small.png
    │       ├── import-data.png
    │       ├── indexer-warnings-small.png
    │       ├── indexer-warnings.png
    │       ├── language-detection-skill-settings.png
    │       ├── skillset-attach-service.png
    │       ├── update-skillset.png
    │       └── warnings-fixed-indexer.png
    │   ├── ai-services.png
    │   ├── cloudshell-launch-portal.png
    │   ├── semantic-search
    │       ├── importdata.png
    │       ├── indexes.png
    │       └── semanticsearch.png
    │   └── vector-search
    │       ├── import.png
    │       ├── search keys.png
    │       └── variables.png
├── LICENSE
├── Labfiles
    ├── 01-azure-search
    │   ├── C-Sharp
    │   │   ├── margies-travel
    │   │   │   ├── Models
    │   │   │   │   └── SearchResult.cs
    │   │   │   ├── Pages
    │   │   │   │   ├── Error.cshtml
    │   │   │   │   ├── Error.cshtml.cs
    │   │   │   │   ├── Index.cshtml
    │   │   │   │   ├── Index.cshtml.cs
    │   │   │   │   ├── Privacy.cshtml
    │   │   │   │   ├── Privacy.cshtml.cs
    │   │   │   │   ├── Shared
    │   │   │   │   │   ├── _Layout.cshtml
    │   │   │   │   │   └── _ValidationScriptsPartial.cshtml
    │   │   │   │   ├── _ViewImports.cshtml
    │   │   │   │   └── _ViewStart.cshtml
    │   │   │   ├── Program.cs
    │   │   │   ├── Properties
    │   │   │   │   └── launchSettings.json
    │   │   │   ├── Startup.cs
    │   │   │   ├── appsettings.json
    │   │   │   ├── search-client.csproj
    │   │   │   └── wwwroot
    │   │   │   │   ├── css
    │   │   │   │       └── site.css
    │   │   │   │   ├── favicon.ico
    │   │   │   │   ├── images
    │   │   │   │       └── margies.jpg
    │   │   │   │   ├── js
    │   │   │   │       └── site.js
    │   │   │   │   └── lib
    │   │   │   │       ├── bootstrap
    │   │   │   │           ├── LICENSE
    │   │   │   │           └── dist
    │   │   │   │           │   ├── css
    │   │   │   │           │       ├── bootstrap-grid.css
    │   │   │   │           │       ├── bootstrap-grid.css.map
    │   │   │   │           │       ├── bootstrap-grid.min.css
    │   │   │   │           │       ├── bootstrap-grid.min.css.map
    │   │   │   │           │       ├── bootstrap-reboot.css
    │   │   │   │           │       ├── bootstrap-reboot.css.map
    │   │   │   │           │       ├── bootstrap-reboot.min.css
    │   │   │   │           │       ├── bootstrap-reboot.min.css.map
    │   │   │   │           │       ├── bootstrap.css
    │   │   │   │           │       ├── bootstrap.css.map
    │   │   │   │           │       ├── bootstrap.min.css
    │   │   │   │           │       └── bootstrap.min.css.map
    │   │   │   │           │   └── js
    │   │   │   │           │       ├── bootstrap.bundle.js
    │   │   │   │           │       ├── bootstrap.bundle.js.map
    │   │   │   │           │       ├── bootstrap.bundle.min.js
    │   │   │   │           │       ├── bootstrap.bundle.min.js.map
    │   │   │   │           │       ├── bootstrap.js
    │   │   │   │           │       ├── bootstrap.js.map
    │   │   │   │           │       ├── bootstrap.min.js
    │   │   │   │           │       └── bootstrap.min.js.map
    │   │   │   │       ├── jquery-validation-unobtrusive
    │   │   │   │           ├── LICENSE.txt
    │   │   │   │           ├── jquery.validate.unobtrusive.js
    │   │   │   │           └── jquery.validate.unobtrusive.min.js
    │   │   │   │       ├── jquery-validation
    │   │   │   │           ├── LICENSE.md
    │   │   │   │           └── dist
    │   │   │   │           │   ├── additional-methods.js
    │   │   │   │           │   ├── additional-methods.min.js
    │   │   │   │           │   ├── jquery.validate.js
    │   │   │   │           │   └── jquery.validate.min.js
    │   │   │   │       └── jquery
    │   │   │   │           ├── LICENSE.txt
    │   │   │   │           └── dist
    │   │   │   │               ├── jquery.js
    │   │   │   │               ├── jquery.min.js
    │   │   │   │               └── jquery.min.map
    │   │   └── readme.txt
    │   ├── Python
    │   │   ├── margies-travel
    │   │   │   ├── .env
    │   │   │   ├── app.py
    │   │   │   ├── static
    │   │   │   │   ├── css
    │   │   │   │   │   └── site.css
    │   │   │   │   └── images
    │   │   │   │   │   └── margies.jpg
    │   │   │   └── templates
    │   │   │   │   ├── base.html
    │   │   │   │   ├── default.html
    │   │   │   │   ├── error.html
    │   │   │   │   └── search.html
    │   │   └── readme.txt
    │   ├── UploadDocs.cmd
    │   ├── UploadDocs.ps1
    │   ├── UploadDocs.sh
    │   ├── data
    │   │   ├── collateral
    │   │   │   ├── Dubai Brochure.pdf
    │   │   │   ├── Las Vegas Brochure.pdf
    │   │   │   ├── London Brochure.pdf
    │   │   │   ├── Margies Travel Company Info.pdf
    │   │   │   ├── New York Brochure.pdf
    │   │   │   └── San Francisco Brochure.pdf
    │   │   └── reviews
    │   │   │   ├── 201801.pdf
    │   │   │   ├── 201802.pdf
    │   │   │   ├── 201803.pdf
    │   │   │   ├── 201804.pdf
    │   │   │   ├── 201805.pdf
    │   │   │   ├── 201806.pdf
    │   │   │   ├── 201807.pdf
    │   │   │   ├── 201808.pdf
    │   │   │   ├── 201809.pdf
    │   │   │   ├── 201810.pdf
    │   │   │   ├── 201811.pdf
    │   │   │   ├── 201812.pdf
    │   │   │   ├── 201813.pdf
    │   │   │   ├── 201814.pdf
    │   │   │   ├── 201815.pdf
    │   │   │   ├── 201816.pdf
    │   │   │   ├── 201817.pdf
    │   │   │   ├── 201818.pdf
    │   │   │   ├── 201819.pdf
    │   │   │   ├── 201820.pdf
    │   │   │   ├── 201821.pdf
    │   │   │   ├── 201822.pdf
    │   │   │   ├── 201823.pdf
    │   │   │   ├── 201824.pdf
    │   │   │   ├── 201825.pdf
    │   │   │   ├── 201826.pdf
    │   │   │   ├── 201827.pdf
    │   │   │   ├── 201828.pdf
    │   │   │   ├── 201829.pdf
    │   │   │   ├── 201830.pdf
    │   │   │   ├── 201831.pdf
    │   │   │   ├── 201832.pdf
    │   │   │   ├── 201833.pdf
    │   │   │   ├── 201834.pdf
    │   │   │   ├── 201835.pdf
    │   │   │   ├── 201836.pdf
    │   │   │   ├── 201837.pdf
    │   │   │   ├── 201838.pdf
    │   │   │   ├── 201839.pdf
    │   │   │   ├── 201840.pdf
    │   │   │   ├── 201841.pdf
    │   │   │   ├── 201842.pdf
    │   │   │   ├── 201843.pdf
    │   │   │   ├── 201844.pdf
    │   │   │   ├── 201845.pdf
    │   │   │   ├── 201846.pdf
    │   │   │   ├── 201847.pdf
    │   │   │   ├── 201848.pdf
    │   │   │   ├── 201849.pdf
    │   │   │   ├── 201850.pdf
    │   │   │   ├── 201851.pdf
    │   │   │   ├── 201852.pdf
    │   │   │   ├── 201853.pdf
    │   │   │   ├── 201854.pdf
    │   │   │   ├── 201855.pdf
    │   │   │   ├── 201856.pdf
    │   │   │   ├── 201857.pdf
    │   │   │   ├── 201858.pdf
    │   │   │   ├── 201859.pdf
    │   │   │   ├── 201860.pdf
    │   │   │   ├── 201861.pdf
    │   │   │   ├── 201862.pdf
    │   │   │   ├── 201863.pdf
    │   │   │   ├── 201864.pdf
    │   │   │   ├── 201865.pdf
    │   │   │   └── 201866.pdf
    │   └── modify-search
    │   │   ├── index.json
    │   │   ├── indexer.json
    │   │   ├── modify-search.cmd
    │   │   ├── modify-search.sh
    │   │   └── skillset.json
    ├── 02-search-skill
    │   ├── C-Sharp
    │   │   └── wordcount
    │   │   │   └── readme.txt
    │   ├── Python
    │   │   └── wordcount
    │   │   │   └── readme.txt
    │   ├── create-search
    │   │   ├── create-search.cmd
    │   │   ├── create-search.sh
    │   │   ├── data_source.json
    │   │   ├── index.json
    │   │   ├── indexer.json
    │   │   └── skillset.json
    │   ├── data
    │   │   ├── collateral
    │   │   │   ├── Dubai Brochure.pdf
    │   │   │   ├── Las Vegas Brochure.pdf
    │   │   │   ├── London Brochure.pdf
    │   │   │   ├── Margies Travel Company Info.pdf
    │   │   │   ├── New York Brochure.pdf
    │   │   │   └── San Francisco Brochure.pdf
    │   │   └── reviews
    │   │   │   ├── 201801.pdf
    │   │   │   ├── 201802.pdf
    │   │   │   ├── 201803.pdf
    │   │   │   ├── 201804.pdf
    │   │   │   ├── 201805.pdf
    │   │   │   ├── 201806.pdf
    │   │   │   ├── 201807.pdf
    │   │   │   ├── 201808.pdf
    │   │   │   ├── 201809.pdf
    │   │   │   ├── 201810.pdf
    │   │   │   ├── 201811.pdf
    │   │   │   ├── 201812.pdf
    │   │   │   ├── 201813.pdf
    │   │   │   ├── 201814.pdf
    │   │   │   ├── 201815.pdf
    │   │   │   ├── 201816.pdf
    │   │   │   ├── 201817.pdf
    │   │   │   ├── 201818.pdf
    │   │   │   ├── 201819.pdf
    │   │   │   ├── 201820.pdf
    │   │   │   ├── 201821.pdf
    │   │   │   ├── 201822.pdf
    │   │   │   ├── 201823.pdf
    │   │   │   ├── 201824.pdf
    │   │   │   ├── 201825.pdf
    │   │   │   ├── 201826.pdf
    │   │   │   ├── 201827.pdf
    │   │   │   ├── 201828.pdf
    │   │   │   ├── 201829.pdf
    │   │   │   ├── 201830.pdf
    │   │   │   ├── 201831.pdf
    │   │   │   ├── 201832.pdf
    │   │   │   ├── 201833.pdf
    │   │   │   ├── 201834.pdf
    │   │   │   ├── 201835.pdf
    │   │   │   ├── 201836.pdf
    │   │   │   ├── 201837.pdf
    │   │   │   ├── 201838.pdf
    │   │   │   ├── 201839.pdf
    │   │   │   ├── 201840.pdf
    │   │   │   ├── 201841.pdf
    │   │   │   ├── 201842.pdf
    │   │   │   ├── 201843.pdf
    │   │   │   ├── 201844.pdf
    │   │   │   ├── 201845.pdf
    │   │   │   ├── 201846.pdf
    │   │   │   ├── 201847.pdf
    │   │   │   ├── 201848.pdf
    │   │   │   ├── 201849.pdf
    │   │   │   ├── 201850.pdf
    │   │   │   ├── 201851.pdf
    │   │   │   ├── 201852.pdf
    │   │   │   ├── 201853.pdf
    │   │   │   ├── 201854.pdf
    │   │   │   ├── 201855.pdf
    │   │   │   ├── 201856.pdf
    │   │   │   ├── 201857.pdf
    │   │   │   ├── 201858.pdf
    │   │   │   ├── 201859.pdf
    │   │   │   ├── 201860.pdf
    │   │   │   ├── 201861.pdf
    │   │   │   ├── 201862.pdf
    │   │   │   ├── 201863.pdf
    │   │   │   ├── 201864.pdf
    │   │   │   ├── 201865.pdf
    │   │   │   └── 201866.pdf
    │   ├── setup.cmd
    │   ├── setup.sh
    │   └── update-search
    │   │   ├── update-index.json
    │   │   ├── update-indexer.json
    │   │   ├── update-search.cmd
    │   │   ├── update-search.sh
    │   │   └── update-skillset.json
    ├── 03-knowledge-store
    │   ├── create-search
    │   │   ├── create-search.cmd
    │   │   ├── create-search.sh
    │   │   ├── data_source.json
    │   │   ├── index.json
    │   │   ├── indexer.json
    │   │   └── skillset.json
    │   ├── data
    │   │   ├── collateral
    │   │   │   ├── Dubai Brochure.pdf
    │   │   │   ├── Las Vegas Brochure.pdf
    │   │   │   ├── London Brochure.pdf
    │   │   │   ├── Margies Travel Company Info.pdf
    │   │   │   ├── New York Brochure.pdf
    │   │   │   └── San Francisco Brochure.pdf
    │   │   └── reviews
    │   │   │   ├── 201801.pdf
    │   │   │   ├── 201802.pdf
    │   │   │   ├── 201803.pdf
    │   │   │   ├── 201804.pdf
    │   │   │   ├── 201805.pdf
    │   │   │   ├── 201806.pdf
    │   │   │   ├── 201807.pdf
    │   │   │   ├── 201808.pdf
    │   │   │   ├── 201809.pdf
    │   │   │   ├── 201810.pdf
    │   │   │   ├── 201811.pdf
    │   │   │   ├── 201812.pdf
    │   │   │   ├── 201813.pdf
    │   │   │   ├── 201814.pdf
    │   │   │   ├── 201815.pdf
    │   │   │   ├── 201816.pdf
    │   │   │   ├── 201817.pdf
    │   │   │   ├── 201818.pdf
    │   │   │   ├── 201819.pdf
    │   │   │   ├── 201820.pdf
    │   │   │   ├── 201821.pdf
    │   │   │   ├── 201822.pdf
    │   │   │   ├── 201823.pdf
    │   │   │   ├── 201824.pdf
    │   │   │   ├── 201825.pdf
    │   │   │   ├── 201826.pdf
    │   │   │   ├── 201827.pdf
    │   │   │   ├── 201828.pdf
    │   │   │   ├── 201829.pdf
    │   │   │   ├── 201830.pdf
    │   │   │   ├── 201831.pdf
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    │   │   │   └── 201866.pdf
    │   ├── setup.cmd
    │   └── setup.sh
    ├── 04-enrich-custom-classes
    │   ├── azuredeploy.json
    │   ├── movie-genre-function.zip
    │   └── movies summary.zip
    ├── 07-exercise-add-to-index-use-push-api
    │   ├── OptimizeDataIndexing
    │   │   ├── Address.cs
    │   │   ├── DataGenerator.cs
    │   │   ├── ExponentialBackoff.cs
    │   │   ├── Hotel.cs
    │   │   ├── OptimizeDataIndexing.csproj
    │   │   ├── Program.cs
    │   │   └── appsettings.json
    │   └── azuredeploy.json
    ├── 08-debug-search
    │   ├── azuredeploy.json
    │   └── templates
    │   │   ├── SearchAssets.ps1
    │   │   ├── base-datasource.json
    │   │   ├── base-index.json
    │   │   ├── base-indexer.json
    │   │   └── base-skills.json
    ├── 10-vector-search
    │   └── Vector Search.postman_collection v1.0.json
    └── readme.txt
├── README.md
├── _build.yml
├── _config.yml
└── index.md


/.gitignore:
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1 | bin
2 | obj
3 | *.sln


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/Instructions/Exercises/09-semantic-search-exercise.md:
--------------------------------------------------------------------------------
 1 | ---
 2 | lab:
 3 |     title: 'Set up semantic ranker'
 4 | ---
 5 | 
 6 | # Set up semantic ranker
 7 | 
 8 | > **Note**
 9 | > To complete this lab, you will need an [Azure subscription](https://azure.microsoft.com/free?azure-portal=true) in which you have administrative access. This exercise also requires the **Azure AI Search** service with a billable tier.
10 | 
11 | In this exercise, you will add semantic ranker to an index and use semantic ranker for a query.
12 | 
13 | ## Enable semantic ranker
14 | 
15 | 1. Open the Azure portal and sign in.
16 | 1. Select **All resources** and select your search service.
17 | 1. In the navigation pane, select **Semantic ranker**.
18 | 1. In **Availability**, in the **Free** option, select **Select Plan**.
19 | 
20 | ![Screenshot of semantic ranker dialog box.](../media/semantic-search/semanticsearch.png)
21 | 
22 | ## Import a sample index
23 | 
24 | 1. Return to the **Overview** page of your search service.
25 | 1. Select **Import data**.
26 | 
27 |     ![Screenshot of Import data button.](../media/semantic-search/importdata.png)
28 | 
29 | 1. In **Data Source**, select **Samples**.
30 | 1. Select **hotels-sample** and select **Next: Add cognitive skills (Optional)**.
31 | 1. Select **Skip to: Customize target index**.
32 | 1. Select **Next: Create an indexer**.
33 | 1. Select **Submit**.
34 | 
35 | ## Configure semantic ranking
36 | 
37 | Once you have a search index and semantic ranker enabled, you can configure semantic ranking. You require a search client that supports preview APIs on the query request. You could use Search explorer in the Azure portal, the Postman app, the Azure SDK for .NET, or the Azure SDK for Python. In this exercise, you will use Search explorer in the Azure portal.
38 | 
39 | To configure semantic ranking, follow these steps:
40 | 
41 | 1. On the navigation bar, in **Search management**, select **Indexes**.
42 | 
43 |     ![Screenshot of Indexes button.](../media/semantic-search/indexes.png)
44 | 
45 | 1. Select your index.
46 | 1. Select **Semantic configurations** and select **Add semantic configuration**.
47 | 1. In **Name** type **hotels-conf**.
48 | 1. In **Title field** select **HotelName**.
49 | 1. Under **Content fields**, in **Field name**, select **Description**.
50 | 1. Repeat the previous step for the following fields:
51 |     - **Category**
52 |     - **Address/City**
53 | 1. Under **Keyword fields**, in **Field name**, select **Tags**.
54 | 1. Select **Save**.
55 | 1. On your index page, select **Save**.
56 | 1. Select **Search explorer**.
57 | 1. Select **View** and select **JSON view**.
58 | 1. In JSON query editor type the following text:
59 | 
60 |     ```json
61 |         {
62 |          "queryType": "semantic",
63 |          "queryLanguage" : "en-us",
64 |          "search": "all hotels near the water" , 
65 |          "semanticConfiguration": "hotels-conf" , 
66 |          "searchFields": "",
67 |          "speller": "lexicon" , 
68 |          "answers": "extractive|count-3",
69 |          "count": true
70 |         }
71 |     ```
72 | 
73 | 1. Select **Search**.
74 | 1. Review the results of the query.
75 | 
76 | ## Clean-up
77 | 
78 | If you no longer require the Azure AI Search service, you should delete the resource from your Azure subscription to reduce costs.
79 | 
80 | >**Note**
81 | > Deleting your Azure AI Search service ensures your subscription won't be charged for resources. You will however be charged a small amount for data storage as long as the storage exists in your subscription. If you have finished exploring the Cognitive Search service, you can delete the Cognitive Search service and associated resources. However, if you plan to complete any other labs in this series, you will need to recreate it.
82 | > To delete your resources:
83 | > 1. In the [Azure portal](https://portal.azure.com?azure-portal=true ), in the **Resource groups** page, open the resource group you specified when creating your Cognitive Search service.
84 | > 1. Click **Delete resource group**, type the resource group name to confirm you want to delete it, and select **Delete**.
85 | 


--------------------------------------------------------------------------------
/Instructions/Exercises/10-vector-search-exercise.md:
--------------------------------------------------------------------------------
 1 | ---
 2 | lab:
 3 |     title: 'Use the REST API to run vector search queries'
 4 | ---
 5 | 
 6 | # Use the REST API to run vector search queries
 7 | 
 8 | In this exercise you'll set up your project, create an index, upload your documents, and run queries.
 9 | 
10 | You'll need the following to successfully this exercise:
11 | 
12 | - The [Postman app](https://www.postman.com/downloads/)
13 | - An Azure subscription
14 | - Azure AI Search service
15 | - The Postman sample collection located in this repository - *Vector-Search-Quickstart.postman_collection v1.0 json*.
16 | 
17 | > **Note**
18 | > You can find more information about the Postman app [here](https://learn.microsoft.com/en-us/azure/search/search-get-started-rest) if required.
19 | 
20 | ## Set up your project
21 | 
22 | First set up your project by carrying out the following steps:
23 | 
24 | 1. Note the **URL** and **Key** from your Azure AI Search service.
25 | 
26 |     ![Illustration of location for Service name and Keys.](../media/vector-search/search keys.png)
27 | 
28 | 1. Download the [Postman sample collection](https://github.com/MicrosoftLearning/mslearn-knowledge-mining/blob/main/Labfiles/10-vector-search/Vector%20Search.postman_collection%20v1.0.json).
29 | 1. Open Postman and import the collection by selecting the **Import** button and drag and drop the collection folder into the box.
30 | 
31 |     ![Image of Import dialog box](../media/vector-search/import.png)
32 | 
33 | 1. Select the **Fork** button to create a fork of the collection and add a unique name.
34 | 1. Right-click your collection name and select **Edit**.
35 | 1. Select the **Variables** tab and enter the following values using the search service and index names from your Azure AI Search service:
36 | 
37 |     ![Diagram showing an example of variable settings](../media/vector-search/variables.png)
38 | 
39 | 1. Save your changes by selecting the **Save** button.
40 | 
41 | You're ready to send your requests to the Azure AI Search service.
42 | 
43 | ## Create an Index
44 | 
45 | Next, create your index in Postman:
46 | 
47 | 1. Select **PUT Create/Update Index** from the side menu.
48 | 1. Update the URL with your **search-service-name**, **index-name** and **api-version** that you noted earlier.
49 | 1. Select the **Body** tab to see the response.
50 | 1. Set the **index-name** with your index name value from your URL and select **Send**.
51 | 
52 | You should see a status code of type **200** which indicates a successful request.
53 | 
54 | ## Upload Documents
55 | 
56 | There are 108 documents included in the Upload Documents request, each one has a full set of embeddings for the **titleVector** and **contentVector** fields.
57 | 
58 | 1. Select **POST Upload Docs** from the side menu.
59 | 1. Update the URL with your **search-service-name**, **index-name** and **api-version** as before.
60 | 1. Select the **Body** tab to see the response and select **Send**.
61 | 
62 | You should see a status code of type **200** to show that your request was successful.
63 | 
64 | ## Run Queries
65 | 
66 | 1. Now try running the following queries on the side menu. To do this, make sure to update the URL each time as before and send a request by selecting **Send**:
67 | 
68 |     - Single Vector search
69 |     - Single Vector search w/Filter
70 |     - Simple hybrid search
71 |     - Simple hybrid search w/Filter
72 |     - Cross-field search
73 |     - Multi-Query search
74 | 
75 | 1. Select the **Body** tab to see the response and view the results.
76 | 
77 | You should see a status code of type **200** for a successful request.
78 | 
79 | ### Clean-up
80 | 
81 | Now that you've completed the exercise, delete all the resources you no longer need. Start with the code cloned to your machine. Then delete the Azure resources.
82 | 


--------------------------------------------------------------------------------
/Instructions/Labs/09-semantic-search-exercise.md:
--------------------------------------------------------------------------------
 1 | ---
 2 | lab:
 3 |     title: 'Set up semantic ranker'
 4 | ---
 5 | 
 6 | # Set up semantic ranker
 7 | 
 8 | > **Note**
 9 | > To complete this lab, you will need an [Azure subscription](https://azure.microsoft.com/free?azure-portal=true) in which you have administrative access. This exercise also requires the **Azure AI Search** service with a billable tier.
10 | 
11 | In this exercise, you will add semantic ranker to an index and use semantic ranker for a query.
12 | 
13 | ## Enable semantic ranker
14 | 
15 | 1. Open the Azure portal and sign in.
16 | 1. Select **All resources** and select your search service.
17 | 1. In the navigation pane, select **Semantic ranker**.
18 | 1. In **Availability**, in the **Free** option, select **Select Plan**.
19 | 
20 | ![Screenshot of semantic ranker dialog box.](../media/semantic-search/semanticsearch.png)
21 | 
22 | ## Import a sample index
23 | 
24 | 1. Return to the **Overview** page of your search service.
25 | 1. Select **Import data**.
26 | 
27 |     ![Screenshot of Import data button.](../media/semantic-search/importdata.png)
28 | 
29 | 1. In **Data Source**, select **Samples**.
30 | 1. Select **hotels-sample** and select **Next: Add cognitive skills (Optional)**.
31 | 1. Select **Skip to: Customize target index**.
32 | 1. Select **Next: Create an indexer**.
33 | 1. Select **Submit**.
34 | 
35 | ## Configure semantic ranking
36 | 
37 | Once you have a search index and semantic ranker enabled, you can configure semantic ranking. You require a search client that supports preview APIs on the query request. You could use Search explorer in the Azure portal, the Postman app, the Azure SDK for .NET, or the Azure SDK for Python. In this exercise, you will use Search explorer in the Azure portal.
38 | 
39 | To configure semantic ranking, follow these steps:
40 | 
41 | 1. On the navigation bar, in **Search management**, select **Indexes**.
42 | 
43 |     ![Screenshot of Indexes button.](../media/semantic-search/indexes.png)
44 | 
45 | 1. Select your index.
46 | 1. Select **Semantic configurations** and select **Add semantic configuration**.
47 | 1. In **Name** type **hotels-conf**.
48 | 1. In **Title field** select **HotelName**.
49 | 1. Under **Content fields**, in **Field name**, select **Description**.
50 | 1. Repeat the previous step for the following fields:
51 |     - **Category**
52 |     - **Address/City**
53 | 1. Under **Keyword fields**, in **Field name**, select **Tags**.
54 | 1. Select **Save**.
55 | 1. On your index page, select **Save**.
56 | 1. Select **Search explorer**.
57 | 1. Select **View** and select **JSON view**.
58 | 1. In JSON query editor type the following text:
59 | 
60 |     ```json
61 |         {
62 |          "queryType": "semantic",
63 |          "queryLanguage" : "en-us",
64 |          "search": "all hotels near the water" , 
65 |          "semanticConfiguration": "hotels-conf" , 
66 |          "searchFields": "",
67 |          "speller": "lexicon" , 
68 |          "answers": "extractive|count-3",
69 |          "count": true
70 |         }
71 |     ```
72 | 
73 | 1. Select **Search**.
74 | 1. Review the results of the query.
75 | 
76 | ## Clean-up
77 | 
78 | If you no longer require the Azure AI Search service, you should delete the resource from your Azure subscription to reduce costs.
79 | 
80 | >**Note**
81 | > Deleting your Azure AI Search service ensures your subscription won't be charged for resources. You will however be charged a small amount for data storage as long as the storage exists in your subscription. If you have finished exploring the Cognitive Search service, you can delete the Cognitive Search service and associated resources. However, if you plan to complete any other labs in this series, you will need to recreate it.
82 | > To delete your resources:
83 | > 1. In the [Azure portal](https://portal.azure.com?azure-portal=true ), in the **Resource groups** page, open the resource group you specified when creating your Cognitive Search service.
84 | > 1. Click **Delete resource group**, type the resource group name to confirm you want to delete it, and select **Delete**.
85 | 


--------------------------------------------------------------------------------
/Instructions/Labs/10-vector-search-exercise.md:
--------------------------------------------------------------------------------
 1 | ---
 2 | lab:
 3 |     title: 'Use the REST API to run vector search queries'
 4 | ---
 5 | 
 6 | # Use the REST API to run vector search queries
 7 | 
 8 | In this exercise you'll set up your project, create an index, upload your documents, and run queries.
 9 | 
10 | You'll need the following to successfully this exercise:
11 | 
12 | - The [Postman app](https://www.postman.com/downloads/)
13 | - An Azure subscription
14 | - Azure AI Search service
15 | - The Postman sample collection located in this repository - *Vector-Search-Quickstart.postman_collection v1.0 json*.
16 | 
17 | > **Note**
18 | > You can find more information about the Postman app [here](https://learn.microsoft.com/en-us/azure/search/search-get-started-rest) if required.
19 | 
20 | ## Set up your project
21 | 
22 | First set up your project by carrying out the following steps:
23 | 
24 | 1. Note the **URL** and **Key** from your Azure AI Search service.
25 | 
26 |     ![Illustration of location for Service name and Keys.](../media/vector-search/search keys.png)
27 | 
28 | 1. Download the [Postman sample collection](https://github.com/MicrosoftLearning/mslearn-knowledge-mining/blob/main/Labfiles/10-vector-search/Vector%20Search.postman_collection%20v1.0.json).
29 | 1. Open Postman and import the collection by selecting the **Import** button and drag and drop the collection folder into the box.
30 | 
31 |     ![Image of Import dialog box](../media/vector-search/import.png)
32 | 
33 | 1. Select the **Fork** button to create a fork of the collection and add a unique name.
34 | 1. Right-click your collection name and select **Edit**.
35 | 1. Select the **Variables** tab and enter the following values using the search service and index names from your Azure AI Search service:
36 | 
37 |     ![Diagram showing an example of variable settings](../media/vector-search/variables.png)
38 | 
39 | 1. Save your changes by selecting the **Save** button.
40 | 
41 | You're ready to send your requests to the Azure AI Search service.
42 | 
43 | ## Create an Index
44 | 
45 | Next, create your index in Postman:
46 | 
47 | 1. Select **PUT Create/Update Index** from the side menu.
48 | 1. Update the URL with your **search-service-name**, **index-name** and **api-version** that you noted earlier.
49 | 1. Select the **Body** tab to see the response.
50 | 1. Set the **index-name** with your index name value from your URL and select **Send**.
51 | 
52 | You should see a status code of type **200** which indicates a successful request.
53 | 
54 | ## Upload Documents
55 | 
56 | There are 108 documents included in the Upload Documents request, each one has a full set of embeddings for the **titleVector** and **contentVector** fields.
57 | 
58 | 1. Select **POST Upload Docs** from the side menu.
59 | 1. Update the URL with your **search-service-name**, **index-name** and **api-version** as before.
60 | 1. Select the **Body** tab to see the response and select **Send**.
61 | 
62 | You should see a status code of type **200** to show that your request was successful.
63 | 
64 | ## Run Queries
65 | 
66 | 1. Now try running the following queries on the side menu. To do this, make sure to update the URL each time as before and send a request by selecting **Send**:
67 | 
68 |     - Single Vector search
69 |     - Single Vector search w/Filter
70 |     - Simple hybrid search
71 |     - Simple hybrid search w/Filter
72 |     - Cross-field search
73 |     - Multi-Query search
74 | 
75 | 1. Select the **Body** tab to see the response and view the results.
76 | 
77 | You should see a status code of type **200** for a successful request.
78 | 
79 | ### Clean-up
80 | 
81 | Now that you've completed the exercise, delete all the resources you no longer need. Start with the code cloned to your machine. Then delete the Azure resources.
82 | 


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/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2023 Microsoft Learning
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Models/SearchResult.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using Azure.Search.Documents.Indexes;
 3 | using Azure.Search.Documents.Indexes.Models;
 4 | 
 5 | 
 6 | namespace search_client.Models
 7 | {
 8 |     public partial class SearchResult
 9 |     {
10 |         [SearchableField(IsFilterable=true)]
11 |         public string url { get; set; }
12 | 
13 |         [SearchableField()]
14 |         public string merged_content { get; set; }
15 | 
16 |         [SearchableField(IsFilterable=true, IsSortable=true)]
17 |         public string metadata_storage_name { get; set; }
18 | 
19 |         [SearchableField(IsFilterable=true, IsSortable=true, IsFacetable=true)]
20 |         public string metadata_author { get; set; }
21 | 
22 |         [SearchableField(IsFilterable=true, IsSortable=true)]
23 |         public int metadata_storage_size { get; set; }
24 | 
25 |         [SearchableField(IsFilterable=true, IsSortable=true)]
26 |         public DateTime metadata_storage_last_modified { get; set; }
27 | 
28 |         [SimpleField(IsFilterable=true, IsSortable=true)]
29 |         public string sentiment { get; set; }
30 | 
31 |         [SearchableField(IsFilterable=true)]
32 |         public string language { get; set; }
33 | 
34 |         [SearchableField(IsFilterable=true)]
35 |         public string[] locations { get; set; }
36 | 
37 |         [SearchableField()]
38 |         public string[] keyphrases { get; set; }
39 | 
40 |         [SearchableField()]
41 |         public string[] imageTags { get; set; }
42 | 
43 |         [SearchableField()]
44 |         public string[] imageCaption { get; set; }
45 |     }
46 | 
47 | }
48 | 


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/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Error.cshtml:
--------------------------------------------------------------------------------
 1 | @page
 2 | @model ErrorModel
 3 | @{
 4 |     ViewData["Title"] = "Error";
 5 | }
 6 | 
 7 | <h1 class="text-danger">Error.</h1>
 8 | <h2 class="text-danger">An error occurred while processing your request.</h2>
 9 | 
10 | @if (Model.ShowRequestId)
11 | {
12 |     <p>
13 |         <strong>Request ID:</strong> <code>@Model.RequestId</code>
14 |     </p>
15 | }
16 | 
17 | <h3>Development Mode</h3>
18 | <p>
19 |     Swapping to the <strong>Development</strong> environment displays detailed information about the error that occurred.
20 | </p>
21 | <p>
22 |     <strong>The Development environment shouldn't be enabled for deployed applications.</strong>
23 |     It can result in displaying sensitive information from exceptions to end users.
24 |     For local debugging, enable the <strong>Development</strong> environment by setting the <strong>ASPNETCORE_ENVIRONMENT</strong> environment variable to <strong>Development</strong>
25 |     and restarting the app.
26 | </p>
27 | 


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/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Error.cshtml.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using System.Collections.Generic;
 3 | using System.Diagnostics;
 4 | using System.Linq;
 5 | using System.Threading.Tasks;
 6 | using Microsoft.AspNetCore.Mvc;
 7 | using Microsoft.AspNetCore.Mvc.RazorPages;
 8 | using Microsoft.Extensions.Logging;
 9 | 
10 | namespace search_client.Pages
11 | {
12 |     [ResponseCache(Duration = 0, Location = ResponseCacheLocation.None, NoStore = true)]
13 |     public class ErrorModel : PageModel
14 |     {
15 |         public string RequestId { get; set; }
16 | 
17 |         public bool ShowRequestId => !string.IsNullOrEmpty(RequestId);
18 | 
19 |         private readonly ILogger<ErrorModel> _logger;
20 | 
21 |         public ErrorModel(ILogger<ErrorModel> logger)
22 |         {
23 |             _logger = logger;
24 |         }
25 | 
26 |         public void OnGet()
27 |         {
28 |             RequestId = Activity.Current?.Id ?? HttpContext.TraceIdentifier;
29 |         }
30 |     }
31 | }
32 | 


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/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Privacy.cshtml:
--------------------------------------------------------------------------------
1 | @page
2 | @model PrivacyModel
3 | @{
4 |     ViewData["Title"] = "Privacy Policy";
5 | }
6 | <h1>@ViewData["Title"]</h1>
7 | 
8 | <p>Use this page to detail your site's privacy policy.</p>
9 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Privacy.cshtml.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using System.Collections.Generic;
 3 | using System.Linq;
 4 | using System.Threading.Tasks;
 5 | using Microsoft.AspNetCore.Mvc;
 6 | using Microsoft.AspNetCore.Mvc.RazorPages;
 7 | using Microsoft.Extensions.Logging;
 8 | 
 9 | namespace search_client.Pages
10 | {
11 |     public class PrivacyModel : PageModel
12 |     {
13 |         private readonly ILogger<PrivacyModel> _logger;
14 | 
15 |         public PrivacyModel(ILogger<PrivacyModel> logger)
16 |         {
17 |             _logger = logger;
18 |         }
19 | 
20 |         public void OnGet()
21 |         {
22 |         }
23 |     }
24 | }
25 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Shared/_Layout.cshtml:
--------------------------------------------------------------------------------
 1 | <!DOCTYPE html>
 2 | <html lang="en">
 3 | <head>
 4 |     <meta charset="utf-8" />
 5 |     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 6 |     <title>@ViewData["Title"]</title>
 7 |     <link rel="stylesheet" href="~/lib/bootstrap/dist/css/bootstrap.min.css" />
 8 |     <link rel="stylesheet" href="~/css/site.css" />
 9 | </head>
10 | <body>
11 |     <header>
12 |         <nav class="navbar navbar-expand-sm navbar-toggleable-sm navbar-light bg-white border-bottom box-shadow mb-3">
13 |             <div class="container">
14 |                 <a class="navbar-brand" asp-area="" asp-page="/Index">Margie's Travel</a>
15 |                 <button class="navbar-toggler" type="button" data-toggle="collapse" data-target=".navbar-collapse" aria-controls="navbarSupportedContent"
16 |                         aria-expanded="false" aria-label="Toggle navigation">
17 |                     <span class="navbar-toggler-icon"></span>
18 |                 </button>
19 |                 <div class="navbar-collapse collapse d-sm-inline-flex flex-sm-row-reverse">
20 |                     <ul class="navbar-nav flex-grow-1">
21 |                         <li class="nav-item">
22 |                             <a class="nav-link text-dark" asp-area="" asp-page="/Index">Home</a>
23 |                         </li>
24 |                         <li class="nav-item">
25 |                             <a class="nav-link text-dark" asp-area="" asp-page="/Privacy">Privacy</a>
26 |                         </li>
27 |                     </ul>
28 |                 </div>
29 |             </div>
30 |         </nav>
31 |     </header>
32 |     <div class="container">
33 |         <main role="main" class="pb-3">
34 |             @RenderBody()
35 |         </main>
36 |     </div>
37 | 
38 |     <footer class="border-top footer text-muted">
39 |         <div class="container">
40 |             &copy; 2020 - search_client - <a asp-area="" asp-page="/Privacy">Privacy</a>
41 |         </div>
42 |     </footer>
43 | 
44 |     <script src="~/lib/jquery/dist/jquery.min.js"></script>
45 |     <script src="~/lib/bootstrap/dist/js/bootstrap.bundle.min.js"></script>
46 |     <script src="~/js/site.js" asp-append-version="true"></script>
47 | 
48 |     @RenderSection("Scripts", required: false)
49 | </body>
50 | </html>
51 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/Shared/_ValidationScriptsPartial.cshtml:
--------------------------------------------------------------------------------
1 | <script src="~/lib/jquery-validation/dist/jquery.validate.min.js"></script>
2 | <script src="~/lib/jquery-validation-unobtrusive/jquery.validate.unobtrusive.min.js"></script>
3 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/_ViewImports.cshtml:
--------------------------------------------------------------------------------
1 | @using search_client
2 | @namespace search_client.Pages
3 | @addTagHelper *, Microsoft.AspNetCore.Mvc.TagHelpers
4 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Pages/_ViewStart.cshtml:
--------------------------------------------------------------------------------
1 | @{
2 |     Layout = "_Layout";
3 | }
4 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Program.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using System.Collections.Generic;
 3 | using System.Linq;
 4 | using System.Threading.Tasks;
 5 | using Microsoft.AspNetCore.Hosting;
 6 | using Microsoft.Extensions.Configuration;
 7 | using Microsoft.Extensions.Hosting;
 8 | using Microsoft.Extensions.Logging;
 9 | 
10 | namespace search_client
11 | {
12 |     public class Program
13 |     {
14 | 
15 |         public static void Main(string[] args)
16 |         {
17 |             CreateHostBuilder(args).Build().Run();
18 |             
19 |         }
20 | 
21 |         public static IHostBuilder CreateHostBuilder(string[] args) =>
22 |             Host.CreateDefaultBuilder(args)
23 |                 .ConfigureWebHostDefaults(webBuilder =>
24 |                 {
25 |                     webBuilder.UseStartup<Startup>();
26 |                 });
27 |     }
28 | }
29 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Properties/launchSettings.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "iisSettings": {
 3 |     "windowsAuthentication": false,
 4 |     "anonymousAuthentication": true,
 5 |     "iisExpress": {
 6 |       "applicationUrl": "http://localhost:62503",
 7 |       "sslPort": 0
 8 |     }
 9 |   },
10 |   "profiles": {
11 |     "IIS Express": {
12 |       "commandName": "IISExpress",
13 |       "launchBrowser": true,
14 |       "environmentVariables": {
15 |         "ASPNETCORE_ENVIRONMENT": "Development"
16 |       }
17 |     },
18 |     "search_client": {
19 |       "commandName": "Project",
20 |       "launchBrowser": true,
21 |       "applicationUrl": "http://localhost:5000",
22 |       "environmentVariables": {
23 |         "ASPNETCORE_ENVIRONMENT": "Development"
24 |       }
25 |     }
26 |   }
27 | }
28 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/Startup.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using System.Collections.Generic;
 3 | using System.Linq;
 4 | using System.Threading.Tasks;
 5 | using Microsoft.AspNetCore.Builder;
 6 | using Microsoft.AspNetCore.Hosting;
 7 | using Microsoft.Extensions.Configuration;
 8 | using Microsoft.Extensions.DependencyInjection;
 9 | using Microsoft.Extensions.Hosting;
10 | 
11 | namespace search_client
12 | {
13 |     public class Startup
14 |     {
15 |         public Startup(IConfiguration configuration)
16 |         {
17 |             Configuration = configuration;
18 |         }
19 | 
20 |         public IConfiguration Configuration { get; }
21 | 
22 |         // This method gets called by the runtime. Use this method to add services to the container.
23 |         public void ConfigureServices(IServiceCollection services)
24 |         {
25 |             services.AddRazorPages();
26 |         }
27 | 
28 |         // This method gets called by the runtime. Use this method to configure the HTTP request pipeline.
29 |         public void Configure(IApplicationBuilder app, IWebHostEnvironment env)
30 |         {
31 |             if (env.IsDevelopment())
32 |             {
33 |                 app.UseDeveloperExceptionPage();
34 |             }
35 |             else
36 |             {
37 |                 app.UseExceptionHandler("/Error");
38 |             }
39 | 
40 |             app.UseStaticFiles();
41 | 
42 |             app.UseRouting();
43 | 
44 |             app.UseAuthorization();
45 | 
46 |             app.UseEndpoints(endpoints =>
47 |             {
48 |                 endpoints.MapRazorPages();
49 |             });
50 |         }
51 |     }
52 | }
53 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/appsettings.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "Logging": {
 3 |     "LogLevel": {
 4 |       "Default": "Information",
 5 |       "Microsoft": "Warning",
 6 |       "Microsoft.Hosting.Lifetime": "Information"
 7 |     }
 8 |   },
 9 |   "AllowedHosts": "*",
10 |   "SearchServiceEndpoint": "YOUR_SEARCH_ENDPOINT",
11 |   "SearchServiceQueryApiKey": "YOUR_SEARCH_QUERY_KEY",
12 |   "SearchIndexName": "margies-index"
13 | }
14 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/search-client.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk.Web">
 2 | 
 3 |   <PropertyGroup>
 4 |     <TargetFramework>net8.0</TargetFramework>
 5 |     <RootNamespace>search_client</RootNamespace>
 6 |   </PropertyGroup>
 7 | 
 8 |     <ItemGroup>
 9 |    
10 |     <PackageReference Include="Azure.Search.Documents" Version="11.4.0" />
11 |    
12 |     <PackageReference Include="Microsoft.Extensions.Configuration.Json" Version="3.1.32" />
13 |   </ItemGroup>
14 | 
15 | </Project>
16 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/css/site.css:
--------------------------------------------------------------------------------
  1 | /* Please see documentation at https://docs.microsoft.com/aspnet/core/client-side/bundling-and-minification
  2 | for details on configuring this project to bundle and minify static web assets. */
  3 | 
  4 | a.navbar-brand {
  5 |   white-space: normal;
  6 |   text-align: left;
  7 |   word-break: break-all;
  8 | }
  9 | 
 10 | /* Provide sufficient contrast against white background */
 11 | a {
 12 |   color: #0366d6;
 13 | }
 14 | 
 15 | .btn-primary {
 16 |   color: #fff;
 17 |   background-color: #1b6ec2;
 18 |   border-color: #1861ac;
 19 | }
 20 | 
 21 | .nav-pills .nav-link.active, .nav-pills .show > .nav-link {
 22 |   color: #fff;
 23 |   background-color: #1b6ec2;
 24 |   border-color: #1861ac;
 25 | }
 26 | 
 27 | /* Sticky footer styles
 28 | -------------------------------------------------- */
 29 | html {
 30 |   font-size: 14px;
 31 | }
 32 | @media (min-width: 768px) {
 33 |   html {
 34 |     font-size: 16px;
 35 |   }
 36 | }
 37 | 
 38 | .border-top {
 39 |   border-top: 1px solid #e5e5e5;
 40 | }
 41 | .border-bottom {
 42 |   border-bottom: 1px solid #e5e5e5;
 43 | }
 44 | 
 45 | .box-shadow {
 46 |   box-shadow: 0 .25rem .75rem rgba(0, 0, 0, .05);
 47 | }
 48 | 
 49 | button.accept-policy {
 50 |   font-size: 1rem;
 51 |   line-height: inherit;
 52 | }
 53 | 
 54 | /* Sticky footer styles
 55 | -------------------------------------------------- */
 56 | html {
 57 |   position: relative;
 58 |   min-height: 100%;
 59 | }
 60 | 
 61 | body {
 62 |   /* Margin bottom by footer height */
 63 |   margin-bottom: 60px;
 64 | }
 65 | .footer {
 66 |   position: absolute;
 67 |   bottom: 0;
 68 |   width: 100%;
 69 |   white-space: nowrap;
 70 |   line-height: 60px; /* Vertically center the text there */
 71 | }
 72 | 
 73 | .result {
 74 |   width: 648px;
 75 |   border: lightgray;
 76 |   display: block;
 77 |   background-color: rgba(248, 248, 248, 0.952);
 78 |   margin-top: 1;
 79 | }
 80 | 
 81 | .resultLink {
 82 |   margin-bottom: 0;
 83 |   font-size: 12pt;
 84 | }
 85 | 
 86 | .resultExtract {
 87 |   margin-bottom: 1;
 88 |   font-size: 10pt;
 89 | }
 90 | 
 91 | .resultAttributes {
 92 |   margin-top: 0;
 93 |   margin-bottom: 1;
 94 |   margin-left: 0;
 95 |   margin-right: 0;
 96 |   font-size: 8pt;
 97 | }
 98 | 
 99 | .filterTitle {
100 |   margin-bottom: 0;
101 | }
102 | 
103 | .sortList {
104 |   margin-bottom: 12;
105 | }
106 | 
107 | .refineButton {
108 |   margin-top: 10;
109 | }
110 | 
111 | 


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/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/favicon.ico:
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https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/d2e8ac03b1eb11c545c52e600fddb5f57b1a4d1c/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/favicon.ico


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/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/images/margies.jpg:
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https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/d2e8ac03b1eb11c545c52e600fddb5f57b1a4d1c/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/images/margies.jpg


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/js/site.js:
--------------------------------------------------------------------------------
1 | // Please see documentation at https://docs.microsoft.com/aspnet/core/client-side/bundling-and-minification
2 | // for details on configuring this project to bundle and minify static web assets.
3 | 
4 | // Write your Javascript code.
5 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/lib/bootstrap/LICENSE:
--------------------------------------------------------------------------------
 1 | The MIT License (MIT)
 2 | 
 3 | Copyright (c) 2011-2018 Twitter, Inc.
 4 | Copyright (c) 2011-2018 The Bootstrap Authors
 5 | 
 6 | Permission is hereby granted, free of charge, to any person obtaining a copy
 7 | of this software and associated documentation files (the "Software"), to deal
 8 | in the Software without restriction, including without limitation the rights
 9 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
10 | copies of the Software, and to permit persons to whom the Software is
11 | furnished to do so, subject to the following conditions:
12 | 
13 | The above copyright notice and this permission notice shall be included in
14 | all copies or substantial portions of the Software.
15 | 
16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
22 | THE SOFTWARE.
23 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/lib/bootstrap/dist/css/bootstrap-reboot.min.css:
--------------------------------------------------------------------------------
1 | /*!
2 |  * Bootstrap Reboot v4.3.1 (https://getbootstrap.com/)
3 |  * Copyright 2011-2019 The Bootstrap Authors
4 |  * Copyright 2011-2019 Twitter, Inc.
5 |  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
6 |  * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md)
7 |  */*,::after,::before{box-sizing:border-box}html{font-family:sans-serif;line-height:1.15;-webkit-text-size-adjust:100%;-webkit-tap-highlight-color:transparent}article,aside,figcaption,figure,footer,header,hgroup,main,nav,section{display:block}body{margin:0;font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-size:1rem;font-weight:400;line-height:1.5;color:#212529;text-align:left;background-color:#fff}[tabindex="-1"]:focus{outline:0!important}hr{box-sizing:content-box;height:0;overflow:visible}h1,h2,h3,h4,h5,h6{margin-top:0;margin-bottom:.5rem}p{margin-top:0;margin-bottom:1rem}abbr[data-original-title],abbr[title]{text-decoration:underline;-webkit-text-decoration:underline dotted;text-decoration:underline dotted;cursor:help;border-bottom:0;-webkit-text-decoration-skip-ink:none;text-decoration-skip-ink:none}address{margin-bottom:1rem;font-style:normal;line-height:inherit}dl,ol,ul{margin-top:0;margin-bottom:1rem}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}dt{font-weight:700}dd{margin-bottom:.5rem;margin-left:0}blockquote{margin:0 0 1rem}b,strong{font-weight:bolder}small{font-size:80%}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}a{color:#007bff;text-decoration:none;background-color:transparent}a:hover{color:#0056b3;text-decoration:underline}a:not([href]):not([tabindex]){color:inherit;text-decoration:none}a:not([href]):not([tabindex]):focus,a:not([href]):not([tabindex]):hover{color:inherit;text-decoration:none}a:not([href]):not([tabindex]):focus{outline:0}code,kbd,pre,samp{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;font-size:1em}pre{margin-top:0;margin-bottom:1rem;overflow:auto}figure{margin:0 0 1rem}img{vertical-align:middle;border-style:none}svg{overflow:hidden;vertical-align:middle}table{border-collapse:collapse}caption{padding-top:.75rem;padding-bottom:.75rem;color:#6c757d;text-align:left;caption-side:bottom}th{text-align:inherit}label{display:inline-block;margin-bottom:.5rem}button{border-radius:0}button:focus{outline:1px dotted;outline:5px auto -webkit-focus-ring-color}button,input,optgroup,select,textarea{margin:0;font-family:inherit;font-size:inherit;line-height:inherit}button,input{overflow:visible}button,select{text-transform:none}select{word-wrap:normal}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]:not(:disabled),[type=reset]:not(:disabled),[type=submit]:not(:disabled),button:not(:disabled){cursor:pointer}[type=button]::-moz-focus-inner,[type=reset]::-moz-focus-inner,[type=submit]::-moz-focus-inner,button::-moz-focus-inner{padding:0;border-style:none}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0}input[type=date],input[type=datetime-local],input[type=month],input[type=time]{-webkit-appearance:listbox}textarea{overflow:auto;resize:vertical}fieldset{min-width:0;padding:0;margin:0;border:0}legend{display:block;width:100%;max-width:100%;padding:0;margin-bottom:.5rem;font-size:1.5rem;line-height:inherit;color:inherit;white-space:normal}progress{vertical-align:baseline}[type=number]::-webkit-inner-spin-button,[type=number]::-webkit-outer-spin-button{height:auto}[type=search]{outline-offset:-2px;-webkit-appearance:none}[type=search]::-webkit-search-decoration{-webkit-appearance:none}::-webkit-file-upload-button{font:inherit;-webkit-appearance:button}output{display:inline-block}summary{display:list-item;cursor:pointer}template{display:none}[hidden]{display:none!important}
8 | /*# sourceMappingURL=bootstrap-reboot.min.css.map */


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/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/lib/jquery-validation-unobtrusive/LICENSE.txt:
--------------------------------------------------------------------------------
 1 | Copyright (c) .NET Foundation. All rights reserved.
 2 | 
 3 | Licensed under the Apache License, Version 2.0 (the "License"); you may not use
 4 | these files except in compliance with the License. You may obtain a copy of the
 5 | License at
 6 | 
 7 | http://www.apache.org/licenses/LICENSE-2.0
 8 | 
 9 | Unless required by applicable law or agreed to in writing, software distributed
10 | under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
11 | CONDITIONS OF ANY KIND, either express or implied. See the License for the
12 | specific language governing permissions and limitations under the License.
13 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/lib/jquery-validation/LICENSE.md:
--------------------------------------------------------------------------------
 1 | The MIT License (MIT)
 2 | =====================
 3 | 
 4 | Copyright Jörn Zaefferer
 5 | 
 6 | Permission is hereby granted, free of charge, to any person obtaining a copy
 7 | of this software and associated documentation files (the "Software"), to deal
 8 | in the Software without restriction, including without limitation the rights
 9 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
10 | copies of the Software, and to permit persons to whom the Software is
11 | furnished to do so, subject to the following conditions:
12 | 
13 | The above copyright notice and this permission notice shall be included in
14 | all copies or substantial portions of the Software.
15 | 
16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
22 | THE SOFTWARE.
23 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/margies-travel/wwwroot/lib/jquery/LICENSE.txt:
--------------------------------------------------------------------------------
 1 | Copyright JS Foundation and other contributors, https://js.foundation/
 2 | 
 3 | This software consists of voluntary contributions made by many
 4 | individuals. For exact contribution history, see the revision history
 5 | available at https://github.com/jquery/jquery
 6 | 
 7 | The following license applies to all parts of this software except as
 8 | documented below:
 9 | 
10 | ====
11 | 
12 | Permission is hereby granted, free of charge, to any person obtaining
13 | a copy of this software and associated documentation files (the
14 | "Software"), to deal in the Software without restriction, including
15 | without limitation the rights to use, copy, modify, merge, publish,
16 | distribute, sublicense, and/or sell copies of the Software, and to
17 | permit persons to whom the Software is furnished to do so, subject to
18 | the following conditions:
19 | 
20 | The above copyright notice and this permission notice shall be
21 | included in all copies or substantial portions of the Software.
22 | 
23 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
24 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
25 | MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
26 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
27 | LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
28 | OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
29 | WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
30 | 
31 | ====
32 | 
33 | All files located in the node_modules and external directories are
34 | externally maintained libraries used by this software which have their
35 | own licenses; we recommend you read them, as their terms may differ from
36 | the terms above.
37 | 


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/C-Sharp/readme.txt:
--------------------------------------------------------------------------------
1 | This folder contains C# code


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/Python/margies-travel/.env:
--------------------------------------------------------------------------------
1 | SEARCH_SERVICE_ENDPOINT=your_search_endpoint
2 | SEARCH_SERVICE_QUERY_KEY=your_search_query_key
3 | SEARCH_INDEX_NAME=margies-index


--------------------------------------------------------------------------------
/Labfiles/01-azure-search/Python/margies-travel/app.py:
--------------------------------------------------------------------------------
 1 | import os
 2 | from flask import Flask, request, render_template, redirect, url_for
 3 | from dotenv import load_dotenv
 4 | 
 5 | # Import search namespaces
 6 | from azure.core.credentials import AzureKeyCredential
 7 | from azure.search.documents import SearchClient
 8 | 
 9 | 
10 | app = Flask(__name__)
11 | 
12 | # Azure Search constants
13 | load_dotenv()
14 | search_endpoint = os.getenv('SEARCH_SERVICE_ENDPOINT')
15 | search_key = os.getenv('SEARCH_SERVICE_QUERY_KEY')
16 | search_index = os.getenv('SEARCH_INDEX_NAME')
17 | 
18 | # Wrapper function for request to search index
19 | def search_query(search_text, filter_by=None, sort_order=None):
20 |     try:
21 | 
22 |         # Create a search client
23 |         azure_credential = AzureKeyCredential(search_key)
24 |         search_client = SearchClient(search_endpoint, search_index, azure_credential)
25 |         
26 | 
27 |         # Submit search query
28 |         results =  search_client.search(search_text,
29 |                                         search_mode="all",
30 |                                         include_total_count=True,
31 |                                         filter=filter_by,
32 |                                         order_by=sort_order,
33 |                                         facets=['metadata_author'],
34 |                                         highlight_fields='merged_content-3,imageCaption-3',
35 |                                         select = "url,metadata_storage_name,metadata_author,metadata_storage_size,metadata_storage_last_modified,language,sentiment,merged_content,keyphrases,locations,imageTags,imageCaption")
36 |         return results
37 |         
38 | 
39 | 
40 |     except Exception as ex:
41 |         raise ex
42 | 
43 | # Home page route
44 | @app.route("/")
45 | def home():
46 |     return render_template("default.html")
47 | 
48 | # Search results route
49 | @app.route("/search", methods=['GET'])
50 | def search():
51 |     try:
52 | 
53 |         # Get the search terms from the request form
54 |         search_text = request.args["search"]
55 | 
56 |         # If a facet is selected, use it in a filter
57 |         filter_expression = None
58 |         if 'facet' in request.args:
59 |             filter_expression = "metadata_author eq '{0}'".format(request.args["facet"])
60 | 
61 |         # If a sort field is specified, modify the search expression accordingly
62 |         sort_expression = 'search.score()'
63 |         sort_field = 'relevance' #default sort is search.score(), which is relevance
64 |         if 'sort' in request.args:
65 |             sort_field = request.args["sort"]
66 |             if sort_field == 'file_name':
67 |                 sort_expression = 'metadata_storage_name asc'
68 |             elif sort_field == 'size':
69 |                 sort_expression = 'metadata_storage_size desc'
70 |             elif sort_field == 'date':
71 |                 sort_expression = 'metadata_storage_last_modified desc'
72 |             elif sort_field == 'sentiment':
73 |                 sort_expression = 'sentiment desc'
74 | 
75 |         # submit the query and get the results
76 |         results = search_query(search_text, filter_expression, sort_expression)
77 | 
78 |         # render the results
79 |         return render_template("search.html", search_results=results, search_terms=search_text)
80 | 
81 |     except Exception as error:
82 |         return render_template("error.html", error_message=error)
83 | 


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/Labfiles/01-azure-search/Python/margies-travel/static/css/site.css:
--------------------------------------------------------------------------------
 1 | body {
 2 |     padding-top: 50px;
 3 |     padding-bottom: 20px;
 4 |     padding-left: 20px;
 5 |     padding-right: 20px;
 6 |     font-family: "Segoe UI Light", Helvetica, Arial, sans-serif;
 7 | }
 8 | 
 9 | .homePage{
10 |     width: 648px;
11 |     text-align: center;
12 | }
13 | 
14 | 
15 | .result {
16 |     width: 648px;
17 |     border: lightgray;
18 |     display: block;
19 |     background-color: rgba(248, 248, 248, 0.952);
20 |     margin-top: 1;
21 | }
22 | 
23 | .searchBoxForm {
24 |     width: 648px;
25 |     box-shadow: 0 0 0 1px rgba(0,0,0,.1), 0 2px 4px 0 rgba(0,0,0,.16);
26 |     background-color: #fff;
27 |     display: inline-block;
28 |     border-collapse: collapse;
29 |     border-spacing: 0;
30 |     list-style: none;
31 |     color: #666;
32 |     padding-left: 5px;
33 |     padding-right: 5px;
34 |     padding-top: 5px;
35 |     padding-bottom: 5px;
36 | }
37 | 
38 | .resultLink {
39 |     margin-bottom: 0;
40 |     font-size: 12pt;
41 | }
42 | 
43 | .resultExtract {
44 |     margin-bottom: 1;
45 |     font-size: 10pt;
46 | }
47 | 
48 | .resultAttributes {
49 |     margin-top: 0;
50 |     margin-bottom: 1;
51 |     margin-left: 0;
52 |     margin-right: 0;
53 |     font-size: 8pt;
54 | }
55 | 
56 | .filterTitle {
57 |     margin-bottom: 0;
58 | }
59 | 
60 | .sortList {
61 |     margin-bottom: 12;
62 | }
63 | 
64 | .refineButton {
65 |     margin-top: 10;
66 | }
67 | 
68 | 


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/Labfiles/01-azure-search/Python/margies-travel/static/images/margies.jpg:
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/Labfiles/01-azure-search/Python/margies-travel/templates/base.html:
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 1 | <!DOCTYPE html>
 2 | <html>
 3 |     <head>
 4 |         <meta charset="utf-8" />
 5 |         <title>Margies Travel</title>
 6 |         <link rel="stylesheet" href="{{ url_for('static', filename='css/site.css') }}">
 7 |     </head>
 8 |     <body>
 9 |         <h1>Margie's Travel</h1>
10 |         <div class="searchBoxForm">
11 |         <p>Enter a search term</p>
12 |         <form name="search_form" action="/search" method="GET">
13 |             <input name="search" type="text" value="{{ search_terms }}"></input>
14 |             <input name="submit" type="submit" value="Search"></input>
15 |         </form>
16 |         </div>
17 |         {% block content %}{% endblock %}
18 |     </body>
19 | </html>


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/Labfiles/01-azure-search/Python/margies-travel/templates/default.html:
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1 | {% extends "base.html" %}
2 | {% block content %}<hr/>
3 | <div class="homePage">
4 |     <p>For all your travel needs!</p>
5 |     <img src="{{ url_for('static', filename='images/margies.jpg') }}" width="600"/>
6 | </div>
7 | {% endblock %}


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/Labfiles/01-azure-search/Python/margies-travel/templates/error.html:
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 1 | <!DOCTYPE html>
 2 | <html>
 3 |     <head>
 4 |         <meta charset="utf-8" />
 5 |         <title>Margies Travel</title>
 6 |         <link rel="stylesheet" href="{{ url_for('static', filename='css/site.css') }}">
 7 |     </head>
 8 |     <body>
 9 |         <h1>Oops! An error occurred</h1>
10 |         <div>
11 |             {{ error_message }}
12 |         </div>
13 |     </body>
14 | </html>


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/Labfiles/01-azure-search/Python/margies-travel/templates/search.html:
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 1 | {% extends "base.html" %}
 2 | {% block content %}<hr/>
 3 | <div class="searchBoxForm">
 4 | <form name="refine_form" action="/search" method="GET">
 5 |     <p>Search:{{ search_terms }}</p>
 6 |     <p>Results:{{ search_results.get_count() }}</p>
 7 |     <p class="filterTitle">Filter by author:</p>
 8 |     <input name="search" type="hidden" value="{{ search_terms }}"/>
 9 |     {% for facet in search_results.get_facets()['metadata_author']: %}
10 |         <div><input name="facet" value="{{ facet['value'] }}" type="radio">{{ facet['value'] }}</input></div>
11 |     {% endfor %}
12 |     <p class="sortList">Sort by: <select id="sort" name="sort">
13 |         <option value="relevance">Relevance</option>
14 |         <option value="file_name" {% if sort_field == 'file_name' %}selected {% endif %}>Name</option>
15 |         <option value="size" {% if sort_field == 'size' %}selected {% endif %}>Largest file size</option>
16 |         <option value="date" {% if sort_field == 'date' %}selected {% endif %}>Most recently modified</option>
17 |         <option value="sentiment" {% if sort_field == 'sentiment' %}selected {% endif %}>Positive to negative</option>
18 |       </select>
19 |     </p>
20 |     <input name="refine" type="submit" value="Refine Results" class="refineButton"></input>
21 | </form>
22 | </div>
23 | {% for search_result in search_results: %}
24 | <div class="result">
25 |     <p class="resultLink"><a href="{{ search_result['url'] }}" target="_blank">{{ search_result['metadata_storage_name'] }}</a></p>
26 |     {% if search_result['@search.highlights'] is defined %}
27 |         {% if search_result['@search.highlights']['merged_content']|length > 0 %}
28 |             <div>{% for highlight in search_result['@search.highlights']['merged_content']: %} <p class='resultExtract'>{{ highlight|safe }}</p> {% endfor %}</div>
29 |         {% endif %}
30 |         {% if search_result['@search.highlights']['imageCaption']|length > 0 %}
31 |             <div>{% for highlight in search_result['@search.highlights']['imageCaption']: %} <p class='resultExtract'>Image caption: {{ highlight|safe }}</p> {% endfor %}</div>
32 |         {% endif %}
33 |     {% endif %}
34 |     <ul class="resultAttributes">
35 |         <li>Author: {{ search_result['metadata_author'] }}</li>
36 |         <li>Size: {{ search_result['metadata_storage_size'] }} bytes</li>
37 |         <li>Modified: {{ search_result['metadata_storage_last_modified'] }}</li>
38 |         <li>Language: {{ search_result['language'] }}</li>
39 |         <li>Sentiment: {{ search_result['sentiment'] }}</li>
40 |         <li>Key Phrases:</li>
41 |             <ul class="resultAttributes">
42 |                 {% for key_phrase in search_result['keyphrases'][:5]: %}
43 |                 <li>{{ key_phrase }}</li>
44 |                 {% endfor %}
45 |             </ul>
46 |             {% if search_result['locations']|length > 0 %}
47 |             <li>Locations:</li>
48 |                 <ul class="resultAttributes">
49 |                     {% for location in search_result['locations'][:5]: %}
50 |                     <li>{{ location }}</li>
51 |                     {% endfor %}
52 |                 </ul>
53 |             {% endif %}
54 |             {% if search_result['imageTags']|length > 0 %}
55 |             <li>Image Tags:</li>
56 |                 <ul class="resultAttributes">
57 |                     {% for tag in search_result['imageTags'][:5]: %}
58 |                     <li>{{ tag }}</li>
59 |                     {% endfor %}
60 |                 </ul>
61 |         {% endif %}
62 |     </ul>
63 | 
64 | </div>
65 | {% endfor %}
66 | {% endblock %}
67 | 


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/Labfiles/01-azure-search/Python/readme.txt:
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1 | This folder contains Python code


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/Labfiles/01-azure-search/UploadDocs.cmd:
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 1 | @echo off
 2 | SETLOCAL ENABLEDELAYEDEXPANSION
 3 | 
 4 | rem Set values for your storage account
 5 | set subscription_id=YOUR_SUBSCRIPTION_ID
 6 | set azure_storage_account=YOUR_AZURE_STORAGE_ACCOUNT_NAME
 7 | set azure_storage_key=YOUR_AZURE_STORAGE_KEY
 8 | 
 9 | 
10 | echo Creating container...
11 | call az storage container create --account-name !azure_storage_account! --subscription !subscription_id! --name margies --auth-mode key --account-key !azure_storage_key! --output none
12 | 
13 | echo Uploading files...
14 | call az storage blob upload-batch -d margies -s data --account-name !azure_storage_account! --auth-mode key --account-key !azure_storage_key!  --output none
15 | 


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/Labfiles/01-azure-search/UploadDocs.ps1:
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 1 | # Set values for your storage account
 2 | $subscriptionId = "YOUR_SUBSCRIPTION_ID"
 3 | $azureStorageAccount = "YOUR_AZURE_STORAGE_ACCOUNT_NAME"
 4 | $azureStorageKey = "YOUR_AZURE_STORAGE_KEY"
 5 | 
 6 | # Set the context for the subscription
 7 | Write-Host "Setting Azure context..."
 8 | Set-AzContext -SubscriptionId $subscriptionId
 9 | 
10 | $storageContext = (New-AzStorageContext -StorageAccountName $azureStorageAccount -StorageAccountKey $azureStorageKey)
11 | $containerName = "margies"
12 | 
13 | # Create the storage container
14 | Write-Host "Creating container..."
15 | New-AzStorageContainer -Name $containerName -Context $storageContext | Out-Null
16 | 
17 | # Upload files to the container
18 | Write-Host "Uploading files..."
19 | # Recursively get all files in the local folder
20 | $files = Get-ChildItem -Path "./data" -Recurse -File
21 | 
22 | # Upload each file to the blob container
23 | foreach ($file in $files) {
24 |     # Determine the relative path for the blob
25 |     $relativePath = $file.FullName.Substring($localFolderPath.Length + 1).Replace("\", "/")
26 |     
27 |     # Upload the file
28 |     Set-AzStorageBlobContent -File $file.FullName -Container $containerName -Blob $relativePath -Context $storageContext
29 |     Write-Host "Uploaded: $relativePath"
30 | }
31 | 
32 | Write-Host "All files uploaded successfully!"


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/Labfiles/01-azure-search/UploadDocs.sh:
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 1 | #!/bin/bash
 2 | 
 3 | # Set values for your storage account
 4 | subscription_id="YOUR_SUBSCRIPTION_ID"
 5 | azure_storage_account="YOUR_AZURE_STORAGE_ACCOUNT_NAME"
 6 | azure_storage_key="YOUR_AZURE_STORAGE_KEY"
 7 | 
 8 | echo "Creating container..."
 9 | az storage container create \
10 |   --account-name "$azure_storage_account" \
11 |   --subscription "$subscription_id" \
12 |   --name margies \
13 |   --auth-mode key \
14 |   --account-key "$azure_storage_key" \
15 |   --output none
16 | 
17 | echo "Uploading files..."
18 | az storage blob upload-batch \
19 |   -d margies \
20 |   -s data \
21 |   --account-name "$azure_storage_account" \
22 |   --auth-mode key \
23 |   --account-key "$azure_storage_key" \
24 |   --output none
25 | 


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/Labfiles/01-azure-search/modify-search/indexer.json:
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 1 | {
 2 |     "name": "margies-indexer",
 3 |     "description": "Indexer for Margies Travel",
 4 |     "dataSourceName": "margies-data",
 5 |     "skillsetName": "margies-skillset",
 6 |     "targetIndexName": "margies-index",
 7 |     "parameters": {
 8 |       "maxFailedItems": -1,
 9 |       "maxFailedItemsPerBatch": -1,
10 |       "configuration": {
11 |         "dataToExtract": "contentAndMetadata",
12 |         "parsingMode": "default",
13 |         "imageAction": "generateNormalizedImages"
14 |       }
15 |     },
16 |     "fieldMappings": [
17 |       {
18 |         "sourceFieldName": "metadata_storage_path",
19 |         "targetFieldName": "metadata_storage_path",
20 |         "mappingFunction": {
21 |           "name": "base64Encode"
22 |         }
23 |       },
24 |       {
25 |         "sourceFieldName": "metadata_storage_path",
26 |         "targetFieldName": "url"
27 |       }
28 |     ],
29 |     "outputFieldMappings": [
30 |       {
31 |         "sourceFieldName": "/document/merged_content/locations",
32 |         "targetFieldName": "locations"
33 |       },
34 |       {
35 |         "sourceFieldName": "/document/merged_content/keyphrases",
36 |         "targetFieldName": "keyphrases"
37 |       },
38 |       {
39 |         "sourceFieldName": "/document/language",
40 |         "targetFieldName": "language"
41 |       },
42 |       {
43 |         "sourceFieldName": "/document/merged_content",
44 |         "targetFieldName": "merged_content"
45 |       },
46 |       {
47 |         "sourceFieldName": "/document/normalized_images/*/text",
48 |         "targetFieldName": "text"
49 |       },
50 |       {
51 |         "sourceFieldName": "/document/normalized_images/*/layoutText",
52 |         "targetFieldName": "layoutText"
53 |       },
54 |       {
55 |         "sourceFieldName": "/document/normalized_images/*/imageTags/*/name",
56 |         "targetFieldName": "imageTags"
57 |       },
58 |       {
59 |         "sourceFieldName": "/document/normalized_images/*/imageCaption",
60 |         "targetFieldName": "imageCaption"
61 |       },
62 |       {
63 |         "sourceFieldName": "/document/sentimentLabel",
64 |         "targetFieldName": "sentiment"
65 |       }
66 |     ]
67 |   }
68 | 


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/Labfiles/01-azure-search/modify-search/modify-search.cmd:
--------------------------------------------------------------------------------
 1 | @echo off
 2 | 
 3 | rem Set values for your Search service
 4 | set url=YOUR_SEARCH_URL
 5 | set admin_key=YOUR_ADMIN_KEY
 6 | 
 7 | echo -----
 8 | echo Updating the skillset...
 9 | call curl -X PUT %url%/skillsets/margies-skillset?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @skillset.json
10 | 
11 | rem wait
12 | timeout /t 2 /nobreak
13 | 
14 | echo -----
15 | echo Updating the index...
16 | call curl -X PUT %url%/indexes/margies-index?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @index.json
17 | 
18 | rem wait
19 | timeout /t 2 /nobreak
20 | 
21 | echo -----
22 | echo Updating the indexer...
23 | call curl -X PUT %url%/indexers/margies-indexer?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @indexer.json
24 | 
25 | echo -----
26 | echo Resetting the indexer
27 | call curl -X POST %url%/indexers/margies-indexer/reset?api-version=2020-06-30 -H "Content-Type: application/json" -H "Content-Length: 0" -H "api-key: %admin_key%" 
28 | 
29 | rem wait
30 | timeout /t 5 /nobreak
31 | 
32 | echo -----
33 | echo Rerunning the indexer
34 | call curl -X POST %url%/indexers/margies-indexer/run?api-version=2020-06-30 -H "Content-Type: application/json" -H "Content-Length: 0" -H "api-key: %admin_key%" 
35 | 
36 | 


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/Labfiles/01-azure-search/modify-search/modify-search.sh:
--------------------------------------------------------------------------------
 1 | #!/bin/bash
 2 | 
 3 | # Set values for your Search service
 4 | url="YOUR_SEARCH_URL"
 5 | admin_key="YOUR_ADMIN_KEY"
 6 | 
 7 | echo "-----"
 8 | echo "Updating the skillset..."
 9 | curl -X PUT "${url}/skillsets/margies-skillset?api-version=2020-06-30" \
10 |   -H "Content-Type: application/json" \
11 |   -H "api-key: ${admin_key}" \
12 |   -d @skillset.json
13 | 
14 | # wait 2 seconds
15 | sleep 2
16 | 
17 | echo "-----"
18 | echo "Updating the index..."
19 | curl -X PUT "${url}/indexes/margies-index?api-version=2020-06-30" \
20 |   -H "Content-Type: application/json" \
21 |   -H "api-key: ${admin_key}" \
22 |   -d @index.json
23 | 
24 | # wait 2 seconds
25 | sleep 2
26 | 
27 | echo "-----"
28 | echo "Updating the indexer..."
29 | curl -X PUT "${url}/indexers/margies-indexer?api-version=2020-06-30" \
30 |   -H "Content-Type: application/json" \
31 |   -H "api-key: ${admin_key}" \
32 |   -d @indexer.json
33 | 
34 | echo "-----"
35 | echo "Resetting the indexer"
36 | curl -X POST "${url}/indexers/margies-indexer/reset?api-version=2020-06-30" \
37 |   -H "Content-Type: application/json" \
38 |   -H "Content-Length: 0" \
39 |   -H "api-key: ${admin_key}"
40 | 
41 | # wait 5 seconds
42 | sleep 5
43 | 
44 | echo "-----"
45 | echo "Rerunning the indexer"
46 | curl -X POST "${url}/indexers/margies-indexer/run?api-version=2020-06-30" \
47 |   -H "Content-Type: application/json" \
48 |   -H "Content-Length: 0" \
49 |   -H "api-key: ${admin_key}"
50 | 


--------------------------------------------------------------------------------
/Labfiles/02-search-skill/C-Sharp/wordcount/readme.txt:
--------------------------------------------------------------------------------
1 | Create the C# function app here


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/Labfiles/02-search-skill/Python/wordcount/readme.txt:
--------------------------------------------------------------------------------
1 | Create the Python function app here


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/Labfiles/02-search-skill/create-search/create-search.cmd:
--------------------------------------------------------------------------------
 1 | @echo off
 2 | 
 3 | rem Set values for your Search service
 4 | set url=YOUR_SEARCH_URL
 5 | set admin_key=YOUR_ADMIN_KEY
 6 | 
 7 | echo -----
 8 | echo Creating the data source...
 9 | call curl -X POST %url%/datasources?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @data_source.json
10 | 
11 | echo -----
12 | echo Creating the skillset...
13 | call curl -X PUT %url%/skillsets/margies-custom-skillset?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @skillset.json
14 | 
15 | echo -----
16 | echo Creating the index...
17 | call curl -X PUT %url%/indexes/margies-custom-index?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @index.json
18 | 
19 | rem wait
20 | timeout /t 3 /nobreak
21 | 
22 | echo -----
23 | echo Creating the indexer...
24 | call curl -X PUT %url%/indexers/margies-custom-indexer?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @indexer.json
25 | 


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/Labfiles/02-search-skill/create-search/create-search.sh:
--------------------------------------------------------------------------------
 1 | #!/bin/bash
 2 | 
 3 | # Set values for your Search service
 4 | url="YOUR_SEARCH_URL"
 5 | admin_key="YOUR_ADMIN_KEY"
 6 | 
 7 | echo "-----"
 8 | echo "Creating the data source..."
 9 | curl -X POST "${url}/datasources?api-version=2020-06-30" \
10 |      -H "Content-Type: application/json" \
11 |      -H "api-key: ${admin_key}" \
12 |      -d @data_source.json
13 | 
14 | echo "-----"
15 | echo "Creating the skillset..."
16 | curl -X PUT "${url}/skillsets/margies-custom-skillset?api-version=2020-06-30" \
17 |      -H "Content-Type: application/json" \
18 |      -H "api-key: ${admin_key}" \
19 |      -d @skillset.json
20 | 
21 | echo "-----"
22 | echo "Creating the index..."
23 | curl -X PUT "${url}/indexes/margies-custom-index?api-version=2020-06-30" \
24 |      -H "Content-Type: application/json" \
25 |      -H "api-key: ${admin_key}" \
26 |      -d @index.json
27 | 
28 | # Wait for 3 seconds
29 | sleep 3
30 | 
31 | echo "-----"
32 | echo "Creating the indexer..."
33 | curl -X PUT "${url}/indexers/margies-custom-indexer?api-version=2020-06-30" \
34 |      -H "Content-Type: application/json" \
35 |      -H "api-key: ${admin_key}" \
36 |      -d @indexer.json
37 | 


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/Labfiles/02-search-skill/create-search/data_source.json:
--------------------------------------------------------------------------------
1 | {   
2 |     "name" : "margies-custom-data",  
3 |     "description" : "Documents for search.",  
4 |     "type" : "azureblob",
5 |     "credentials" :
6 |     { "connectionString" : "YOUR_CONNECTION_STRING"
7 |     },  
8 |     "container" : { "name" : "margies" }
9 | } 


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/Labfiles/02-search-skill/create-search/indexer.json:
--------------------------------------------------------------------------------
 1 | {
 2 |     "name": "margies-custom-indexer",
 3 |     "description": "Indexer for Margies Travel",
 4 |     "dataSourceName": "margies-custom-data",
 5 |     "skillsetName": "margies-custom-skillset",
 6 |     "targetIndexName": "margies-custom-index",
 7 |     "parameters": {
 8 |       "maxFailedItems": -1,
 9 |       "maxFailedItemsPerBatch": -1,
10 |       "configuration": {
11 |         "dataToExtract": "contentAndMetadata",
12 |         "parsingMode": "default",
13 |         "imageAction": "generateNormalizedImages"
14 |       }
15 |     },
16 |     "fieldMappings": [
17 |       {
18 |         "sourceFieldName": "metadata_storage_path",
19 |         "targetFieldName": "metadata_storage_path",
20 |         "mappingFunction": {
21 |           "name": "base64Encode"
22 |         }
23 |       },
24 |       {
25 |         "sourceFieldName": "metadata_storage_path",
26 |         "targetFieldName": "url"
27 |       }
28 |     ],
29 |     "outputFieldMappings": [
30 |       {
31 |         "sourceFieldName": "/document/merged_content/locations",
32 |         "targetFieldName": "locations"
33 |       },
34 |       {
35 |         "sourceFieldName": "/document/merged_content/keyphrases",
36 |         "targetFieldName": "keyphrases"
37 |       },
38 |       {
39 |         "sourceFieldName": "/document/language",
40 |         "targetFieldName": "language"
41 |       },
42 |       {
43 |         "sourceFieldName": "/document/merged_content",
44 |         "targetFieldName": "merged_content"
45 |       },
46 |       {
47 |         "sourceFieldName": "/document/normalized_images/*/text",
48 |         "targetFieldName": "text"
49 |       },
50 |       {
51 |         "sourceFieldName": "/document/normalized_images/*/layoutText",
52 |         "targetFieldName": "layoutText"
53 |       },
54 |       {
55 |         "sourceFieldName": "/document/normalized_images/*/imageTags/*/name",
56 |         "targetFieldName": "imageTags"
57 |       },
58 |       {
59 |         "sourceFieldName": "/document/normalized_images/*/imageCaption",
60 |         "targetFieldName": "imageCaption"
61 |       },
62 |       {
63 |         "sourceFieldName": "/document/sentimentLabel",
64 |         "targetFieldName": "sentiment"
65 |       }
66 |     ]
67 |   }


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/Labfiles/02-search-skill/setup.cmd:
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 1 | @echo off
 2 | SETLOCAL ENABLEDELAYEDEXPANSION
 3 | 
 4 | rem Set values for your subscription and resource group
 5 | set subscription_id=YOUR_SUBSCRIPTION_ID
 6 | set resource_group=YOUR_RESOURCE_GROUP
 7 | set location=YOUR_LOCATION_NAME
 8 | 
 9 | rem Get random numbers to create unique resource names
10 | set unique_id=!random!!random!
11 | 
12 | echo Creating storage...
13 | call az storage account create --name ai102str!unique_id! --subscription !subscription_id! --resource-group !resource_group! --location !location! --sku Standard_LRS --encryption-services blob --default-action Allow --allow-blob-public-access true --only-show-errors --output none
14 | 
15 | echo Uploading files...
16 | rem Hack to get storage key
17 | for /f "tokens=*" %%a in ( 
18 | 'az storage account keys list --subscription !subscription_id! --resource-group !resource_group! --account-name ai102str!unique_id! --query "[?keyName=='key1'].{keyName:keyName, permissions:permissions, value:value}"' 
19 | ) do ( 
20 | set key_json=!key_json!%%a 
21 | ) 
22 | set key_string=!key_json:[ { "keyName": "key1", "permissions": "Full", "value": "=!
23 | set AZURE_STORAGE_KEY=!key_string:" } ]=!
24 | call az storage container create --account-name ai102str!unique_id! --name margies --public-access blob --auth-mode key --account-key %AZURE_STORAGE_KEY% --output none
25 | call az storage blob upload-batch -d margies -s data --account-name ai102str!unique_id! --auth-mode key --account-key %AZURE_STORAGE_KEY%  --output none
26 | 
27 | echo Creating search service...
28 | echo (If this gets stuck at '- Running ..' for more than a couple minutes, press CTRL+C then select N)
29 | call az search service create --name ai102srch!unique_id! --subscription !subscription_id! --resource-group !resource_group! --location !location! --sku basic --output none
30 | 
31 | echo -------------------------------------
32 | echo Storage account: ai102str!unique_id!
33 | call az storage account show-connection-string --subscription !subscription_id! --resource-group !resource_group! --name ai102str!unique_id!
34 | echo ----
35 | echo Search Service: ai102srch
36 | echo  Url: https://ai102srch!unique_id!.search.windows.net
37 | echo  Admin Keys:
38 | call az search admin-key show --subscription !subscription_id! --resource-group !resource_group! --service-name ai102srch!unique_id!
39 | echo  Query Keys:
40 | call az search query-key list --subscription !subscription_id! --resource-group !resource_group! --service-name ai102srch!unique_id!
41 | 
42 | 


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/Labfiles/02-search-skill/setup.sh:
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 1 | #!/bin/bash
 2 | # Set values for your subscription and resource group
 3 | subscription_id="YOUR_SUBSCRIPTION_ID"
 4 | resource_group="YOUR_RESOURCE_GROUP"
 5 | location="YOUR_LOCATION_NAME"
 6 | 
 7 | # Get random numbers to create unique resource names
 8 | unique_id="${RANDOM}${RANDOM}"
 9 | 
10 | echo "Creating storage..."
11 | az storage account create \
12 |   --name ai102str${unique_id} \
13 |   --subscription "$subscription_id" \
14 |   --resource-group "$resource_group" \
15 |   --location "$location" \
16 |   --sku Standard_LRS \
17 |   --encryption-services blob \
18 |   --default-action Allow \
19 |   --allow-blob-public-access true \
20 |   --only-show-errors \
21 |   --output none
22 | 
23 | echo "Uploading files..."
24 | # Retrieve the storage account key for key1 using a direct query and TSV output format.
25 | AZURE_STORAGE_KEY=$(az storage account keys list \
26 |   --subscription "$subscription_id" \
27 |   --resource-group "$resource_group" \
28 |   --account-name ai102str${unique_id} \
29 |   --query "[?keyName=='key1'].value" -o tsv)
30 | 
31 | az storage container create \
32 |   --account-name ai102str${unique_id} \
33 |   --name margies \
34 |   --public-access blob \
35 |   --auth-mode key \
36 |   --account-key "$AZURE_STORAGE_KEY" \
37 |   --output none
38 | 
39 | az storage blob upload-batch \
40 |   -d margies \
41 |   -s data \
42 |   --account-name ai102str${unique_id} \
43 |   --auth-mode key \
44 |   --account-key "$AZURE_STORAGE_KEY" \
45 |   --output none
46 | 
47 | echo "Creating search service..."
48 | echo "(If this gets stuck at '- Running ..' for more than a couple minutes, press CTRL+C then select N)"
49 | az search service create \
50 |   --name ai102srch${unique_id} \
51 |   --subscription "$subscription_id" \
52 |   --resource-group "$resource_group" \
53 |   --location "$location" \
54 |   --sku basic \
55 |   --output none
56 | 
57 | echo "-------------------------------------"
58 | echo "Storage account: ai102str${unique_id}"
59 | az storage account show-connection-string \
60 |   --subscription "$subscription_id" \
61 |   --resource-group "$resource_group" \
62 |   --name ai102str${unique_id}
63 | 
64 | echo "----"
65 | echo "Search Service: ai102srch"
66 | echo " Url: https://ai102srch${unique_id}.search.windows.net"
67 | echo " Admin Keys:"
68 | az search admin-key show \
69 |   --subscription "$subscription_id" \
70 |   --resource-group "$resource_group" \
71 |   --service-name ai102srch${unique_id}
72 | 
73 | echo " Query Keys:"
74 | az search query-key list \
75 |   --subscription "$subscription_id" \
76 |   --resource-group "$resource_group" \
77 |   --service-name ai102srch${unique_id}
78 | 


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/Labfiles/02-search-skill/update-search/update-indexer.json:
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 1 | {
 2 |     "name": "margies-custom-indexer",
 3 |     "description": "Indexer for Margies Travel",
 4 |     "dataSourceName": "margies-custom-data",
 5 |     "skillsetName": "margies-custom-skillset",
 6 |     "targetIndexName": "margies-custom-index",
 7 |     "parameters": {
 8 |       "maxFailedItems": -1,
 9 |       "maxFailedItemsPerBatch": -1,
10 |       "configuration": {
11 |         "dataToExtract": "contentAndMetadata",
12 |         "parsingMode": "default",
13 |         "imageAction": "generateNormalizedImages"
14 |       }
15 |     },
16 |     "fieldMappings": [
17 |       {
18 |         "sourceFieldName": "metadata_storage_path",
19 |         "targetFieldName": "metadata_storage_path",
20 |         "mappingFunction": {
21 |           "name": "base64Encode"
22 |         }
23 |       },
24 |       {
25 |         "sourceFieldName": "metadata_storage_path",
26 |         "targetFieldName": "url"
27 |       }
28 |     ],
29 |     "outputFieldMappings": [
30 |       {
31 |         "sourceFieldName": "/document/merged_content/locations",
32 |         "targetFieldName": "locations"
33 |       },
34 |       {
35 |         "sourceFieldName": "/document/merged_content/keyphrases",
36 |         "targetFieldName": "keyphrases"
37 |       },
38 |       {
39 |         "sourceFieldName": "/document/language",
40 |         "targetFieldName": "language"
41 |       },
42 |       {
43 |         "sourceFieldName": "/document/merged_content",
44 |         "targetFieldName": "merged_content"
45 |       },
46 |       {
47 |         "sourceFieldName": "/document/normalized_images/*/text",
48 |         "targetFieldName": "text"
49 |       },
50 |       {
51 |         "sourceFieldName": "/document/normalized_images/*/layoutText",
52 |         "targetFieldName": "layoutText"
53 |       },
54 |       {
55 |         "sourceFieldName": "/document/normalized_images/*/imageTags/*/name",
56 |         "targetFieldName": "imageTags"
57 |       },
58 |       {
59 |         "sourceFieldName": "/document/normalized_images/*/imageCaption",
60 |         "targetFieldName": "imageCaption"
61 |       },
62 |       {
63 |         "sourceFieldName": "/document/sentimentLabel",
64 |         "targetFieldName": "sentiment"
65 |       },
66 |       {
67 |         "sourceFieldName" : "/document/topWords", 
68 |         "targetFieldName" : "top_words"
69 |       }
70 |     ]
71 |   }


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/Labfiles/02-search-skill/update-search/update-search.cmd:
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 1 | @echo off
 2 | 
 3 | rem Set values for your Search service
 4 | set url=YOUR_SEARCH_URL
 5 | set admin_key=YOUR_ADMIN_KEY
 6 | 
 7 | echo -----
 8 | echo Updating the skillset...
 9 | call curl -X PUT %url%/skillsets/margies-custom-skillset?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @update-skillset.json
10 | 
11 | echo -----
12 | echo Updating the index...
13 | call curl -X PUT %url%/indexes/margies-custom-index?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @update-index.json
14 | 
15 | rem wait
16 | timeout /t 3 /nobreak
17 | 
18 | echo -----
19 | echo Updating the indexer...
20 | call curl -X PUT %url%/indexers/margies-custom-indexer?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @update-indexer.json
21 | 
22 | echo -----
23 | echo Resetting the indexer
24 | call curl -X POST %url%/indexers/margies-custom-indexer/reset?api-version=2020-06-30 -H "Content-Type: application/json" -H "Content-Length: 0" -H "api-key: %admin_key%" 
25 | 
26 | rem wait
27 | timeout /t 5 /nobreak
28 | 
29 | echo -----
30 | echo Rerunning the indexer
31 | call curl -X POST %url%/indexers/margies-custom-indexer/run?api-version=2020-06-30 -H "Content-Type: application/json" -H "Content-Length: 0" -H "api-key: %admin_key%" 
32 | 
33 | 


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/Labfiles/02-search-skill/update-search/update-search.sh:
--------------------------------------------------------------------------------
 1 | #!/bin/bash
 2 | 
 3 | # Set values for your Search service
 4 | url="YOUR_SEARCH_URL"
 5 | admin_key="YOUR_ADMIN_KEY"
 6 | 
 7 | echo "-----"
 8 | echo "Updating the skillset..."
 9 | curl -X PUT "${url}/skillsets/margies-custom-skillset?api-version=2020-06-30" \
10 |      -H "Content-Type: application/json" \
11 |      -H "api-key: ${admin_key}" \
12 |      -d @update-skillset.json
13 | 
14 | echo "-----"
15 | echo "Updating the index..."
16 | curl -X PUT "${url}/indexes/margies-custom-index?api-version=2020-06-30" \
17 |      -H "Content-Type: application/json" \
18 |      -H "api-key: ${admin_key}" \
19 |      -d @update-index.json
20 | 
21 | # Wait for 3 seconds
22 | sleep 3
23 | 
24 | echo "-----"
25 | echo "Updating the indexer..."
26 | curl -X PUT "${url}/indexers/margies-custom-indexer?api-version=2020-06-30" \
27 |      -H "Content-Type: application/json" \
28 |      -H "api-key: ${admin_key}" \
29 |      -d @update-indexer.json
30 | 
31 | echo "-----"
32 | echo "Resetting the indexer"
33 | curl -X POST "${url}/indexers/margies-custom-indexer/reset?api-version=2020-06-30" \
34 |      -H "Content-Type: application/json" \
35 |      -H "Content-Length: 0" \
36 |      -H "api-key: ${admin_key}"
37 | 
38 | # Wait for 5 seconds
39 | sleep 5
40 | 
41 | echo "-----"
42 | echo "Rerunning the indexer"
43 | curl -X POST "${url}/indexers/margies-custom-indexer/run?api-version=2020-06-30" \
44 |      -H "Content-Type: application/json" \
45 |      -H "Content-Length: 0" \
46 |      -H "api-key: ${admin_key}"
47 | 


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/Labfiles/03-knowledge-store/create-search/create-search.cmd:
--------------------------------------------------------------------------------
 1 | @echo off
 2 | 
 3 | rem Set values for your Search service
 4 | set url=YOUR_SEARCH_URL
 5 | set admin_key=YOUR_ADMIN_KEY
 6 | 
 7 | echo -----
 8 | echo Creating the data source...
 9 | call curl -X POST %url%/datasources?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @data_source.json
10 | 
11 | echo -----
12 | echo Creating the skillset...
13 | call curl -X PUT %url%/skillsets/margies-knowledge-skillset?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @skillset.json
14 | 
15 | echo -----
16 | echo Creating the index...
17 | call curl -X PUT %url%/indexes/margies-knowledge-index?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @index.json
18 | 
19 | rem wait
20 | timeout /t 3 /nobreak
21 | 
22 | echo -----
23 | echo Creating the indexer...
24 | call curl -X PUT %url%/indexers/margies-knowledge-indexer?api-version=2020-06-30 -H "Content-Type: application/json" -H "api-key: %admin_key%" -d @indexer.json
25 | 


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/Labfiles/03-knowledge-store/create-search/create-search.sh:
--------------------------------------------------------------------------------
 1 | #!/bin/bash
 2 | 
 3 | # Set values for your Search service
 4 | url="YOUR_SEARCH_URL"
 5 | admin_key="YOUR_ADMIN_KEY"
 6 | 
 7 | echo "-----"
 8 | echo "Creating the data source..."
 9 | curl -X POST "${url}/datasources?api-version=2020-06-30" \
10 |      -H "Content-Type: application/json" \
11 |      -H "api-key: ${admin_key}" \
12 |      -d @data_source.json
13 | 
14 | echo "-----"
15 | echo "Creating the skillset..."
16 | curl -X PUT "${url}/skillsets/margies-knowledge-skillset?api-version=2020-06-30" \
17 |      -H "Content-Type: application/json" \
18 |      -H "api-key: ${admin_key}" \
19 |      -d @skillset.json
20 | 
21 | echo "-----"
22 | echo "Creating the index..."
23 | curl -X PUT "${url}/indexes/margies-knowledge-index?api-version=2020-06-30" \
24 |      -H "Content-Type: application/json" \
25 |      -H "api-key: ${admin_key}" \
26 |      -d @index.json
27 | 
28 | # Wait for 3 seconds
29 | sleep 3
30 | 
31 | echo "-----"
32 | echo "Creating the indexer..."
33 | curl -X PUT "${url}/indexers/margies-knowledge-indexer?api-version=2020-06-30" \
34 |      -H "Content-Type: application/json" \
35 |      -H "api-key: ${admin_key}" \
36 |      -d @indexer.json
37 | 


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/Labfiles/03-knowledge-store/create-search/data_source.json:
--------------------------------------------------------------------------------
1 | {   
2 |     "name" : "margies-knowledge-data",  
3 |     "description" : "Documents for search.",  
4 |     "type" : "azureblob",
5 |     "credentials" :
6 |     { "connectionString" : "YOUR_CONNECTION_STRING"
7 |     },  
8 |     "container" : { "name" : "margies" }
9 | } 


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/Labfiles/03-knowledge-store/create-search/indexer.json:
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 1 | {
 2 |     "name": "margies-knowledge-indexer",
 3 |     "description": "Indexer for Margies Travel",
 4 |     "dataSourceName": "margies-knowledge-data",
 5 |     "skillsetName": "margies-knowledge-skillset",
 6 |     "targetIndexName": "margies-knowledge-index",
 7 |     "parameters": {
 8 |       "maxFailedItems": -1,
 9 |       "maxFailedItemsPerBatch": -1,
10 |       "configuration": {
11 |         "dataToExtract": "contentAndMetadata",
12 |         "parsingMode": "default",
13 |         "imageAction": "generateNormalizedImages"
14 |       }
15 |     },
16 |     "fieldMappings": [
17 |       {
18 |         "sourceFieldName": "metadata_storage_path",
19 |         "targetFieldName": "metadata_storage_path",
20 |         "mappingFunction": {
21 |           "name": "base64Encode"
22 |         }
23 |       },
24 |       {
25 |         "sourceFieldName": "metadata_storage_path",
26 |         "targetFieldName": "url"
27 |       }
28 |     ],
29 |     "outputFieldMappings": [
30 |       {
31 |         "sourceFieldName": "/document/merged_content/locations",
32 |         "targetFieldName": "locations"
33 |       },
34 |       {
35 |         "sourceFieldName": "/document/merged_content/keyphrases",
36 |         "targetFieldName": "keyphrases"
37 |       },
38 |       {
39 |         "sourceFieldName": "/document/language",
40 |         "targetFieldName": "language"
41 |       },
42 |       {
43 |         "sourceFieldName": "/document/merged_content",
44 |         "targetFieldName": "merged_content"
45 |       },
46 |       {
47 |         "sourceFieldName": "/document/normalized_images/*/text",
48 |         "targetFieldName": "text"
49 |       },
50 |       {
51 |         "sourceFieldName": "/document/normalized_images/*/layoutText",
52 |         "targetFieldName": "layoutText"
53 |       },
54 |       {
55 |         "sourceFieldName": "/document/normalized_images/*/imageTags/*/name",
56 |         "targetFieldName": "imageTags"
57 |       },
58 |       {
59 |         "sourceFieldName": "/document/normalized_images/*/imageCaption",
60 |         "targetFieldName": "imageCaption"
61 |       },
62 |       {
63 |         "sourceFieldName": "/document/sentimentLabel",
64 |         "targetFieldName": "sentiment"
65 |       }
66 |     ]
67 |   }


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/Labfiles/03-knowledge-store/setup.cmd:
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 1 | @echo off
 2 | SETLOCAL ENABLEDELAYEDEXPANSION
 3 | 
 4 | rem Set values for your subscription and resource group
 5 | set subscription_id=YOUR_SUBSCRIPTION_ID
 6 | set resource_group=YOUR_RESOURCE_GROUP
 7 | set location=YOUR_LOCATION_NAME
 8 | 
 9 | rem Get random numbers to create unique resource names
10 | set unique_id=!random!!random!
11 | 
12 | echo Creating storage...
13 | call az storage account create --name ai102str!unique_id! --subscription !subscription_id! --resource-group !resource_group! --location !location! --sku Standard_LRS --encryption-services blob --default-action Allow --allow-blob-public-access true --output none
14 | 
15 | echo Uploading files...
16 | rem Hack to get storage key
17 | for /f "tokens=*" %%a in ( 
18 | 'az storage account keys list --subscription !subscription_id! --resource-group !resource_group! --account-name ai102str!unique_id! --query "[?keyName=='key1'].{keyName:keyName, permissions:permissions, value:value}"' 
19 | ) do ( 
20 | set key_json=!key_json!%%a 
21 | ) 
22 | set key_string=!key_json:[ { "keyName": "key1", "permissions": "Full", "value": "=!
23 | set AZURE_STORAGE_KEY=!key_string:" } ]=!
24 | call az storage container create --account-name ai102str!unique_id! --name margies --public-access blob --auth-mode key --account-key %AZURE_STORAGE_KEY% --output none
25 | call az storage blob upload-batch -d margies -s data --account-name ai102str!unique_id! --auth-mode key --account-key %AZURE_STORAGE_KEY%  --output none
26 | 
27 | echo Creating azure ai services account...
28 | call az cognitiveservices account create --kind CognitiveServices --location !location! --name ai102cog!unique_id! --sku S0 --subscription !subscription_id! --resource-group !resource_group! --yes --output none
29 | 
30 | echo Creating search service...
31 | echo (If this gets stuck at '- Running ..' for more than a minute, press CTRL+C then select N)
32 | call az search service create --name ai102srch!unique_id! --subscription !subscription_id! --resource-group !resource_group! --location !location! --sku basic --output none
33 | 
34 | echo -------------------------------------
35 | echo Storage account: ai102str!unique_id!
36 | call az storage account show-connection-string --subscription !subscription_id! --resource-group !resource_group! --name ai102str!unique_id!
37 | echo ----
38 | echo Azure AI Services account: ai102cog!unique_id!
39 | call az cognitiveservices account keys list --subscription !subscription_id! --resource-group !resource_group! --name ai102cog!unique_id!
40 | echo ----
41 | echo Search Service: ai102srch
42 | echo  Url: https://ai102srch!unique_id!.search.windows.net
43 | echo  Admin Keys:
44 | call az search admin-key show --subscription !subscription_id! --resource-group !resource_group! --service-name ai102srch!unique_id!
45 | echo  Query Keys:
46 | call az search query-key list --subscription !subscription_id! --resource-group !resource_group! --service-name ai102srch!unique_id!
47 | 
48 | 


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/Labfiles/03-knowledge-store/setup.sh:
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 1 | #!/bin/bash
 2 | 
 3 | # Set values for your subscription and resource group
 4 | subscription_id="YOUR_SUBSCRIPTION_ID"
 5 | resource_group="YOUR_RESOURCE_GROUP"
 6 | location="YOUR_LOCATION_NAME"
 7 | 
 8 | # Get random numbers to create unique resource names
 9 | unique_id="${RANDOM}${RANDOM}"
10 | 
11 | echo "Creating storage..."
12 | az storage account create \
13 |   --name ai102str${unique_id} \
14 |   --subscription "$subscription_id" \
15 |   --resource-group "$resource_group" \
16 |   --location "$location" \
17 |   --sku Standard_LRS \
18 |   --encryption-services blob \
19 |   --default-action Allow \
20 |   --allow-blob-public-access true \
21 |   --output none
22 | 
23 | echo "Uploading files..."
24 | # Retrieve the storage account key for 'key1' using a query in TSV format
25 | AZURE_STORAGE_KEY=$(az storage account keys list \
26 |   --subscription "$subscription_id" \
27 |   --resource-group "$resource_group" \
28 |   --account-name ai102str${unique_id} \
29 |   --query "[?keyName=='key1'].value" -o tsv)
30 | 
31 | az storage container create \
32 |   --account-name ai102str${unique_id} \
33 |   --name margies \
34 |   --public-access blob \
35 |   --auth-mode key \
36 |   --account-key "$AZURE_STORAGE_KEY" \
37 |   --output none
38 | 
39 | az storage blob upload-batch \
40 |   -d margies \
41 |   -s data \
42 |   --account-name ai102str${unique_id} \
43 |   --auth-mode key \
44 |   --account-key "$AZURE_STORAGE_KEY" \
45 |   --output none
46 | 
47 | echo "Creating azure ai services account..."
48 | az cognitiveservices account create \
49 |   --kind CognitiveServices \
50 |   --location "$location" \
51 |   --name ai102cog${unique_id} \
52 |   --sku S0 \
53 |   --subscription "$subscription_id" \
54 |   --resource-group "$resource_group" \
55 |   --yes \
56 |   --output none
57 | 
58 | echo "Creating search service..."
59 | echo "(If this gets stuck at '- Running ..' for more than a minute, press CTRL+C then select N)"
60 | az search service create \
61 |   --name ai102srch${unique_id} \
62 |   --subscription "$subscription_id" \
63 |   --resource-group "$resource_group" \
64 |   --location "$location" \
65 |   --sku basic \
66 |   --output none
67 | 
68 | echo "-------------------------------------"
69 | echo "Storage account: ai102str${unique_id}"
70 | az storage account show-connection-string \
71 |   --subscription "$subscription_id" \
72 |   --resource-group "$resource_group" \
73 |   --name ai102str${unique_id}
74 | 
75 | echo "----"
76 | echo "Azure AI Services account: ai102cog${unique_id}"
77 | az cognitiveservices account keys list \
78 |   --subscription "$subscription_id" \
79 |   --resource-group "$resource_group" \
80 |   --name ai102cog${unique_id}
81 | 
82 | echo "----"
83 | echo "Search Service: ai102srch"
84 | echo " Url: https://ai102srch${unique_id}.search.windows.net"
85 | echo " Admin Keys:"
86 | az search admin-key show \
87 |   --subscription "$subscription_id" \
88 |   --resource-group "$resource_group" \
89 |   --service-name ai102srch${unique_id}
90 | 
91 | echo " Query Keys:"
92 | az search query-key list \
93 |   --subscription "$subscription_id" \
94 |   --resource-group "$resource_group" \
95 |   --service-name ai102srch${unique_id}
96 | 


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/Labfiles/04-enrich-custom-classes/azuredeploy.json:
--------------------------------------------------------------------------------
  1 | {
  2 |     "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
  3 |     "contentVersion": "1.0.0.0",
  4 |     "parameters": {
  5 |         "resourcePrefix": {
  6 |             "type": "string",
  7 |             "metadata": {
  8 |                 "description": "provide a 2-13 character prefix for all resources."
  9 |             }
 10 |         },
 11 |         "storageAccountType": {
 12 |             "type": "string",
 13 |             "defaultValue": "Standard_LRS",
 14 |             "allowedValues": [
 15 |                 "Standard_LRS",
 16 |                 "Standard_GRS",
 17 |                 "Standard_ZRS",
 18 |                 "Premium_LRS"
 19 |             ],
 20 |             "metadata": {
 21 |                 "description": "Storage Account type"
 22 |             }
 23 |         },
 24 |         "searchServiceSku": {
 25 |             "type": "string",
 26 |             "defaultValue": "standard",
 27 |             "allowedValues": [
 28 |                 "free",
 29 |                 "basic",
 30 |                 "standard",
 31 |                 "standard2",
 32 |                 "standard3"
 33 |             ],
 34 |             "metadata": {
 35 |                 "description": "The SKU of the search service you want to create. E.g. free or standard"
 36 |             }
 37 |         },
 38 |         "location": {
 39 |             "type": "string",
 40 |             "defaultValue": "East US",
 41 |             "allowedValues": [
 42 |                 "Australia East",                
 43 |                 "Central US",
 44 |                 "East US",
 45 |                 "East US 2",
 46 |                 "North Europe",
 47 |                 "South Central US",
 48 |                 "West Europe",
 49 |                 "West US 2",
 50 |                 "UK South"
 51 |             ],
 52 |             "metadata": {
 53 |                 "description": "Location where the Azure Search service and Cognitive Services account will be deployed."
 54 |             }
 55 |         }
 56 |     },
 57 |     "variables": {
 58 |         "storageAccountName": "[concat(parameters('resourcePrefix'), 'str')]",
 59 |         "searchServiceName": "[concat(parameters('resourcePrefix'), '-search-service')]",
 60 |         "cognitiveServicesAccountName": "[concat(parameters('resourcePrefix'), '-cognitive-services')]",
 61 |         "storageAccountId":"[concat(parameters('resourcePrefix'))]"
 62 |     },
 63 |     "resources": [     
 64 |         {
 65 |             "name": "[variables('storageAccountName')]",
 66 |             "type": "Microsoft.Storage/storageAccounts",
 67 |             "apiVersion": "2018-07-01",
 68 |             "location": "[parameters('location')]",
 69 |             "kind": "StorageV2",
 70 |             "sku": {
 71 |                 "name": "[parameters('storageAccountType')]",
 72 |                 "tier": "Standard"
 73 |             }
 74 |         },
 75 |         {
 76 |             "apiVersion": "2015-08-19",
 77 |             "name": "[variables('searchServiceName')]",
 78 |             "type": "Microsoft.Search/searchServices",
 79 |             "location": "[parameters('location')]",
 80 |             "sku": {
 81 |                 "name": "[parameters('searchServiceSku')]"
 82 |             }
 83 |         },
 84 |         {
 85 |             "name": "[variables('cognitiveServicesAccountName')]",
 86 |             "type": "Microsoft.CognitiveServices/accounts",
 87 |             "apiVersion": "2017-04-18",
 88 |             "sku": {
 89 |                 "name": "S0"
 90 |             },
 91 |             "kind": "CognitiveServices",
 92 |             "location": "[toLower(replace(parameters('location'),' ', ''))]",
 93 |             "properties": {
 94 |                 "apiProperties": {},
 95 |                 "publicNetworkAccess": "Enabled"
 96 |             }
 97 |         }
 98 |     ]
 99 | }
100 | 


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/Labfiles/04-enrich-custom-classes/movie-genre-function.zip:
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/Labfiles/04-enrich-custom-classes/movies summary.zip:
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/Labfiles/07-exercise-add-to-index-use-push-api/OptimizeDataIndexing/Address.cs:
--------------------------------------------------------------------------------
 1 | using Azure.Search.Documents.Indexes;
 2 | using System;
 3 | 
 4 | namespace OptimizeDataIndexing
 5 | {
 6 |     [Serializable]
 7 |     public partial class Address
 8 |     {
 9 |         [SearchableField]
10 |         public string StreetAddress { get; set; }
11 | 
12 |         [SearchableField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
13 |         public string City { get; set; }
14 | 
15 |         [SearchableField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
16 |         public string StateProvince { get; set; }
17 | 
18 |         [SearchableField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
19 |         public string PostalCode { get; set; }
20 | 
21 |         [SearchableField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
22 |         public string Country { get; set; }
23 |     }
24 | }
25 | 


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/Labfiles/07-exercise-add-to-index-use-push-api/OptimizeDataIndexing/Hotel.cs:
--------------------------------------------------------------------------------
 1 | using Azure.Search.Documents.Indexes;
 2 | using Azure.Search.Documents.Indexes.Models;
 3 | using System;
 4 | using System.Text.Json.Serialization;
 5 | 
 6 | namespace OptimizeDataIndexing
 7 | {
 8 |     [Serializable]
 9 |     public partial class Hotel
10 |     {
11 |         [SimpleField(IsFilterable = true, IsKey = true)]
12 |         public string HotelId { get; set; }
13 | 
14 |         [SearchableField(IsSortable = true)]
15 |         public string HotelName { get; set; }
16 | 
17 |         [SearchableField(AnalyzerName = LexicalAnalyzerName.Values.EnMicrosoft)]
18 |         public string Description { get; set; }
19 | 
20 |         [SearchableField(AnalyzerName = LexicalAnalyzerName.Values.FrLucene)]
21 |         [JsonPropertyName("Description_fr")]
22 |         public string DescriptionFr { get; set; }
23 | 
24 |         [SearchableField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
25 |         public string Category { get; set; }
26 | 
27 |         [SearchableField(IsFilterable = true, IsFacetable = true)]
28 |         public string[] Tags { get; set; }
29 | 
30 |         [SimpleField(IsFilterable= true, IsSortable = true, IsFacetable = true)]
31 |         public bool? ParkingIncluded { get; set; }
32 | 
33 |         [SimpleField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
34 |         public DateTimeOffset? LastRenovationDate { get; set; }
35 | 
36 |         [SimpleField(IsFilterable = true, IsSortable = true, IsFacetable = true)]
37 |         public double? Rating { get; set; }
38 | 
39 |         public Address Address { get; set; }
40 |     }
41 | }
42 | 


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/Labfiles/07-exercise-add-to-index-use-push-api/OptimizeDataIndexing/OptimizeDataIndexing.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk">
 2 | 
 3 |   <PropertyGroup>
 4 |     <OutputType>Exe</OutputType>
 5 |     <TargetFramework>net8.0</TargetFramework>
 6 |   </PropertyGroup>
 7 | 
 8 |   <ItemGroup>
 9 |     <PackageReference Include="Azure.Search.Documents" Version="11.1.1" />
10 |     <PackageReference Include="Microsoft.Extensions.Configuration.Json" Version="3.1.3" />
11 |   </ItemGroup>
12 | 
13 |   <ItemGroup>
14 |     <None Update="appsettings.json">
15 |       <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
16 |     </None>
17 |   </ItemGroup>
18 | 
19 | </Project>
20 | 


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/Labfiles/07-exercise-add-to-index-use-push-api/OptimizeDataIndexing/appsettings.json:
--------------------------------------------------------------------------------
1 | {
2 |   "SearchServiceUri": "https://{service-name}.search.windows.net",
3 |   "SearchServiceAdminApiKey": "",
4 |   "SearchIndexName": "optimize-indexing"
5 | }
6 | 


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/Labfiles/07-exercise-add-to-index-use-push-api/azuredeploy.json:
--------------------------------------------------------------------------------
  1 | {
  2 |     "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
  3 |     "contentVersion": "1.0.0.0",
  4 |     "parameters": {
  5 |         "resourcePrefix": {
  6 |             "type": "string",
  7 |             "metadata": {
  8 |                 "description": "provide a 2-13 character prefix for all resources."
  9 |             }
 10 |         },
 11 |         "storageAccountType": {
 12 |             "type": "string",
 13 |             "defaultValue": "Standard_LRS",
 14 |             "allowedValues": [
 15 |                 "Standard_LRS",
 16 |                 "Standard_GRS",
 17 |                 "Standard_ZRS",
 18 |                 "Premium_LRS"
 19 |             ],
 20 |             "metadata": {
 21 |                 "description": "Storage Account type"
 22 |             }
 23 |         },
 24 |         "searchServiceSku": {
 25 |             "type": "string",
 26 |             "defaultValue": "standard",
 27 |             "allowedValues": [
 28 |                 "free",
 29 |                 "basic",
 30 |                 "standard",
 31 |                 "standard2",
 32 |                 "standard3"
 33 |             ],
 34 |             "metadata": {
 35 |                 "description": "The SKU of the search service you want to create. E.g. free or standard"
 36 |             }
 37 |         },
 38 |         "location": {
 39 |             "type": "string",
 40 |             "defaultValue": "East US",
 41 |             "allowedValues": [
 42 |                 "Australia East",                
 43 |                 "Central US",
 44 |                 "East US",
 45 |                 "East US 2",
 46 |                 "North Europe",
 47 |                 "South Central US",
 48 |                 "West Europe",
 49 |                 "West US 2",
 50 |                 "UK South"
 51 |             ],
 52 |             "metadata": {
 53 |                 "description": "Location where the Azure Search service and Cognitive Services account will be deployed."
 54 |             }
 55 |         }
 56 |     },
 57 |     "variables": {
 58 |         "storageAccountName": "[concat(parameters('resourcePrefix'), 'str')]",
 59 |         "searchServiceName": "[concat(parameters('resourcePrefix'), '-search-service')]",
 60 |         "cognitiveServicesAccountName": "[concat(parameters('resourcePrefix'), '-cognitive-services')]",
 61 |         "storageAccountId":"[concat(parameters('resourcePrefix'))]"
 62 |     },
 63 |     "resources": [     
 64 |         {
 65 |             "name": "[variables('storageAccountName')]",
 66 |             "type": "Microsoft.Storage/storageAccounts",
 67 |             "apiVersion": "2018-07-01",
 68 |             "location": "[parameters('location')]",
 69 |             "kind": "StorageV2",
 70 |             "sku": {
 71 |                 "name": "[parameters('storageAccountType')]",
 72 |                 "tier": "Standard"
 73 |             }
 74 |         },
 75 |         {
 76 |             "apiVersion": "2015-08-19",
 77 |             "name": "[variables('searchServiceName')]",
 78 |             "type": "Microsoft.Search/searchServices",
 79 |             "location": "[parameters('location')]",
 80 |             "sku": {
 81 |                 "name": "[parameters('searchServiceSku')]"
 82 |             }
 83 |         },
 84 |         {
 85 |             "name": "[variables('cognitiveServicesAccountName')]",
 86 |             "type": "Microsoft.CognitiveServices/accounts",
 87 |             "apiVersion": "2017-04-18",
 88 |             "sku": {
 89 |                 "name": "S0"
 90 |             },
 91 |             "kind": "CognitiveServices",
 92 |             "location": "[toLower(replace(parameters('location'),' ', ''))]",
 93 |             "properties": {
 94 |                 "apiProperties": {},
 95 |                 "publicNetworkAccess": "Enabled"
 96 |             }
 97 |         }
 98 |     ]
 99 | }
100 | 


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/Labfiles/08-debug-search/templates/SearchAssets.ps1:
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 1 | param(
 2 |     [string] $searchServiceName,
 3 |     [string] $searchServiceKey,
 4 |     [string] $storageAccount,
 5 |     [string] $storageKey,
 6 |     [string] $storageContainerName,
 7 |     [string] $cogServicesKey,
 8 |     [string] $dataSourceName,
 9 |     [string] $skillsetName,
10 |     [string] $indexName,
11 |     [string] $indexerName
12 | )
13 | 
14 | $storageConnectionString = "DefaultEndpointsProtocol=https;AccountName=$storageAccount;AccountKey=$storageKey;EndpointSuffix=core.windows.net"
15 | 
16 | 
17 | function CreateSearchIndex
18 | {
19 |         Write-Host "Creating Search Index"; 
20 |         
21 |         function CallSearchAPI
22 |         {
23 |             param (
24 |                 [string]$url,
25 |                 [string]$body
26 |             )
27 | 
28 |             $headers = @{
29 |                 'api-key' = $searchServiceKey
30 |                 'Content-Type' = 'application/json' 
31 |                 'Accept' = 'application/json' 
32 |             }
33 |             $baseSearchUrl = "https://"+$searchServiceName+".search.windows.net"
34 |             $fullUrl = $baseSearchUrl + $url
35 |         
36 |             Write-Host "Calling api: '"$fullUrl"'";
37 |             Invoke-RestMethod -Uri $fullUrl -Headers $headers -Method Put -Body $body.TrimStart([regex]::Unescape("\ufeff")) | ConvertTo-Json
38 | 		}; 
39 | 
40 |         # Create the datasource  
41 |         $dataSourceBody = (Invoke-WebRequest -Uri "https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/main/Labfiles/08-debug-search/templates/base-datasource.json").Content
42 |         $dataSourceBody = $dataSourceBody -replace "{{env_storage_connection_string}}", $storageConnectionString      
43 |         $dataSourceBody = $dataSourceBody -replace "{{env_storage_container}}", $storageContainerName        
44 |         CallSearchAPI -url ("/datasources/"+$dataSourceName+"?api-version=2020-06-30") -body $dataSourceBody
45 | 
46 |         # Create the skillset
47 |         $skillBody = (Invoke-WebRequest -Uri "https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/main/Labfiles/08-debug-search/templates/base-skills.json").Content
48 |         $skillBody = $skillBody -replace "{{cog_services_key}}", $cogServicesKey
49 |         CallSearchAPI -url ("/skillsets/"+$skillsetName+"?api-version=2020-06-30") -body $skillBody
50 | 
51 |         # Create the index
52 |         $indexBody = (Invoke-WebRequest -Uri "https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/main/Labfiles/08-debug-search/templates/base-index.json").Content
53 |         CallSearchAPI -url ("/indexes/"+$indexName+"?api-version=2020-06-30") -body $indexBody
54 |         
55 |         # Create the indexer
56 |         $indexerBody = (Invoke-WebRequest -Uri "https://raw.githubusercontent.com/MicrosoftLearning/mslearn-knowledge-mining/main/Labfiles/08-debug-search/templates/base-indexer.json").Content
57 |         $indexerBody = $indexerBody -replace "{{datasource_name}}", $dataSourceName
58 |         $indexerBody = $indexerBody -replace "{{skillset_name}}", $skillsetName   
59 |         $indexerBody = $indexerBody -replace "{{index_name}}", $indexName   
60 |         CallSearchAPI -url ("/indexers/"+$indexerName+"?api-version=2020-06-30") -body $indexerBody
61 | 	}
62 |     
63 | CreateSearchIndex;
64 | 


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/Labfiles/08-debug-search/templates/base-datasource.json:
--------------------------------------------------------------------------------
 1 | {
 2 |     "description": "Demo files to demonstrate cognitive search capabilities.",
 3 |     "type": "azureblob",
 4 |     "credentials": {
 5 |         "connectionString": "{{env_storage_connection_string}}"
 6 |     },
 7 |     "container": {
 8 |         "name": "{{env_storage_container}}"
 9 |     }
10 | }


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/Labfiles/08-debug-search/templates/base-index.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "fields": [
 3 |     {
 4 |       "name": "content",
 5 |       "type": "Edm.String",
 6 |       "sortable": false,
 7 |       "searchable": true,
 8 |       "filterable": false,
 9 |       "facetable": false
10 |     },
11 |     {
12 |       "name": "keyPhrases",
13 |       "type": "Collection(Edm.String)",
14 |       "searchable": true,
15 |       "sortable": false,
16 |       "filterable": true,
17 |       "facetable": true
18 |     },
19 |     {
20 |       "name": "organizations",
21 |       "type": "Collection(Edm.String)",
22 |       "searchable": true,
23 |       "sortable": false,
24 |       "filterable": true,
25 |       "facetable": true
26 |     },
27 |     {
28 |       "name": "persons",
29 |       "type": "Collection(Edm.String)",
30 |       "searchable": true,
31 |       "sortable": false,
32 |       "filterable": true,
33 |       "facetable": true
34 |     },
35 |     {
36 |       "name": "locations",
37 |       "type": "Collection(Edm.String)",
38 |       "searchable": true,
39 |       "sortable": false,
40 |       "filterable": true,
41 |       "facetable": true
42 |     },
43 |     {
44 |       "name": "metadata_storage_path",
45 |       "type": "Edm.String",
46 |       "key": true,
47 |       "searchable": true,
48 |       "sortable": false,
49 |       "filterable": false,
50 |       "facetable": false
51 |     },
52 |     {
53 |       "name": "metadata_storage_name",
54 |       "type": "Edm.String",
55 |       "searchable": true,
56 |       "sortable": false,
57 |       "filterable": false,
58 |       "facetable": false
59 |     }
60 |   ]
61 | }


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/Labfiles/08-debug-search/templates/base-indexer.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "dataSourceName": "{{datasource_name}}",
 3 |   "targetIndexName": "{{index_name}}",
 4 |   "skillsetName": "{{skillset_name}}",
 5 |   "fieldMappings": [
 6 |     {
 7 |       "sourceFieldName": "metadata_storage_path",
 8 |       "targetFieldName": "metadata_storage_path",
 9 |       "mappingFunction": { "name": "base64Encode" }
10 |     },
11 |     {
12 |       "sourceFieldName": "metadata_storage_name",
13 |       "targetFieldName": "metadata_storage_name"
14 |     }
15 |   ],
16 |   "outputFieldMappings": [
17 |     {
18 |       "sourceFieldName": "/document/merged_text",
19 |       "targetFieldName": "content"
20 |     },
21 |     {
22 |       "sourceFieldName": "/document/organizations",
23 |       "targetFieldName": "organizations"
24 |     },
25 |     {
26 |       "sourceFieldName": "/document/persons",
27 |       "targetFieldName": "persons"
28 |     },
29 |     {
30 |       "sourceFieldName": "/document/locations",
31 |       "targetFieldName": "locations"
32 |     },
33 |     {
34 |       "sourceFieldName": "/document/pages/*/keyPhrases/*",
35 |       "targetFieldName": "keyPhrases"
36 |     }
37 |   ],
38 |   "parameters": {
39 |     "batchSize": 1,
40 |     "maxFailedItems": -1,
41 |     "maxFailedItemsPerBatch": -1,
42 |     "configuration": {
43 |       "dataToExtract": "contentAndMetadata",
44 |       "imageAction": "generateNormalizedImages"
45 |     }
46 |   }
47 | }


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/Labfiles/08-debug-search/templates/base-skills.json:
--------------------------------------------------------------------------------
  1 | {
  2 |   "description": "Extract entities, detect language and extract key-phrases",
  3 |   "cognitiveServices": {
  4 |     "@odata.type": "#Microsoft.Azure.Search.CognitiveServicesByKey",
  5 |     "description": "mycogsvcs",
  6 |     "key": "{{cog_services_key}}"
  7 |   },
  8 |   "skills": [
  9 |     {
 10 |       "@odata.type": "#Microsoft.Skills.Vision.OcrSkill",
 11 |       "context": "/document/normalized_images/*",
 12 |       "defaultLanguageCode": "en",
 13 |       "detectOrientation": true,
 14 |       "inputs": [
 15 |         {
 16 |           "name": "image",
 17 |           "source": "/document/normalized_images/*"
 18 |         }
 19 |       ],
 20 |       "outputs": [
 21 |         {
 22 |           "name": "text"
 23 |         }
 24 |       ]
 25 |     },
 26 |     {
 27 |       "@odata.type": "#Microsoft.Skills.Text.MergeSkill",
 28 |       "description": "Create merged_text, which includes all the textual representation of each image inserted at the right location in the content field.",
 29 |       "context": "/document",
 30 |       "insertPreTag": " ",
 31 |       "insertPostTag": " ",
 32 |       "inputs": [
 33 |         {
 34 |           "name": "text",
 35 |           "source": "/document/content"
 36 |         },
 37 |         {
 38 |           "name": "itemsToInsert",
 39 |           "source": "/document/normalized_images/*/text"
 40 |         },
 41 |         {
 42 |           "name": "offsets",
 43 |           "source": "/document/normalized_images/*/contentOffset"
 44 |         }
 45 |       ],
 46 |       "outputs": [
 47 |         {
 48 |           "name": "mergedText",
 49 |           "targetName": "merged_text"
 50 |         }
 51 |       ]
 52 |     },
 53 |     {
 54 |       "@odata.type": "#Microsoft.Skills.Text.SplitSkill",
 55 |       "textSplitMode": "pages",
 56 |       "maximumPageLength": 4000,
 57 |       "defaultLanguageCode": "en",
 58 |       "context": "/document",
 59 |       "inputs": [
 60 |         {
 61 |           "name": "text",
 62 |           "source": "/document/merged_text"
 63 |         }
 64 |       ],
 65 |       "outputs": [
 66 |         {
 67 |           "name": "textItems",
 68 |           "targetName": "pages"
 69 |         }
 70 |       ]
 71 |     },
 72 |     {
 73 |       "@odata.type": "#Microsoft.Skills.Text.KeyPhraseExtractionSkill",
 74 |       "context": "/document/pages/*",
 75 |       "inputs": [
 76 |         {
 77 |           "name": "text",
 78 |           "source": "/document/pages/*"
 79 |         }
 80 |       ],
 81 |       "outputs": [
 82 |         {
 83 |           "name": "keyPhrases",
 84 |           "targetName": "keyPhrases"
 85 |         }
 86 |       ]
 87 |     },
 88 |     {
 89 |       "@odata.type": "#Microsoft.Skills.Text.V3.EntityRecognitionSkill",
 90 |       "categories": [ "Organization" ],
 91 |       "context": "/document",
 92 |       "inputs": [
 93 |         {
 94 |           "name": "text",
 95 |           "source": "/document/merged_text"
 96 |         }
 97 |       ],
 98 |       "outputs": [
 99 |         {
100 |           "name": "organizations",
101 |           "targetName": "organizations"
102 |         }
103 |       ]
104 |     },
105 |     {
106 |       "@odata.type": "#Microsoft.Skills.Text.V3.EntityRecognitionSkill",
107 |       "categories": [ "Location" ],
108 |       "context": "/document",
109 |       "inputs": [
110 |         {
111 |           "name": "text",
112 |           "source": "/document/merged_text"
113 |         }
114 |       ],
115 |       "outputs": [
116 |         {
117 |           "name": "locations",
118 |           "targetName": "locations"
119 |         }
120 |       ]
121 |     },
122 |     {
123 |       "@odata.type": "#Microsoft.Skills.Text.V3.EntityRecognitionSkill",
124 |       "categories": [ "Person" ],
125 |       "context": "/document",
126 |       "inputs": [
127 |         {
128 |           "name": "text",
129 |           "source": "/document/merged_text"
130 |         }
131 |       ],
132 |       "outputs": [
133 |         {
134 |           "name": "persons",
135 |           "targetName": "persons"
136 |         }
137 |       ]
138 |     }
139 |   ]
140 | }


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/Labfiles/readme.txt:
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1 | Files used in the lab exercises go here.
2 | 


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/README.md:
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1 | # mslearn-knowledge-mining
2 | Lab files for Azure AI Knowledge Mining modules
3 | 


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/_build.yml:
--------------------------------------------------------------------------------
 1 | name: '$(Date:yyyyMMdd)$(Rev:.rr)'
 2 | jobs:
 3 |   - job: build_markdown_content
 4 |     displayName: 'Build Markdown Content'
 5 |     workspace:
 6 |       clean: all
 7 |     pool:
 8 |       vmImage: 'Ubuntu 16.04'
 9 |     container:
10 |       image: 'microsoftlearning/markdown-build:latest'
11 |     steps:
12 |       - task: Bash@3
13 |         displayName: 'Build Content'
14 |         inputs:
15 |           targetType: inline
16 |           script: |
17 |             cp /{attribution.md,template.docx,package.json,package.js} .
18 |             npm install
19 |             node package.js --version $(Build.BuildNumber)
20 |       - task: GitHubRelease@0
21 |         displayName: 'Create GitHub Release'
22 |         inputs:
23 |           gitHubConnection: 'github-microsoftlearning-organization'
24 |           repositoryName: '$(Build.Repository.Name)'
25 |           tagSource: manual
26 |           tag: 'v$(Build.BuildNumber)'
27 |           title: 'Version $(Build.BuildNumber)'
28 |           releaseNotesSource: input
29 |           releaseNotes: '# Version $(Build.BuildNumber) Release'
30 |           assets: '$(Build.SourcesDirectory)/out/*.zip'
31 |           assetUploadMode: replace
32 |       - task: PublishBuildArtifacts@1
33 |         displayName: 'Publish Output Files'
34 |         inputs:
35 |           pathtoPublish: '$(Build.SourcesDirectory)/out/'
36 |           artifactName: 'Lab Files'
37 | 


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/_config.yml:
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 1 | remote_theme: MicrosoftLearning/Jekyll-Theme
 2 | exclude:
 3 |   - readme.md
 4 |   - .github/
 5 | header_pages:
 6 |   - index.html
 7 | author: Microsoft Learning
 8 | twitter_username: mslearning
 9 | github_username:  MicrosoftLearning
10 | plugins:
11 |   - jekyll-sitemap
12 |   - jekyll-mentions
13 |   - jemoji
14 | markdown: kramdown
15 | kramdown:
16 |    syntax_highlighter_opts:
17 |       disable : true
18 | 


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/index.md:
--------------------------------------------------------------------------------
 1 | ---
 2 | title: Azure Knowledge Mining Exercises
 3 | permalink: index.html
 4 | layout: home
 5 | ---
 6 | 
 7 | # Azure Knowledge Mining Exercises
 8 | 
 9 | The following exercises are designed to support the modules on Microsoft Learn.
10 | 
11 | {% assign labs = site.pages | where_exp:"page", "page.url contains '/Instructions/Exercises'" %}
12 | {% for activity in labs  %}
13 | {% if activity.url contains 'ai-foundry' %}
14 |   {% continue %}
15 | {% endif %}
16 | - [{{ activity.lab.title }}]({{ site.github.url }}{{ activity.url }})
17 | {% endfor %}
18 | 


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