mirror of
https://github.com/marcominerva/SqlDatabaseVectorSearch.git
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Update Home.razor and project dependencies
Refactor Home.razor to replace markdown loading with static HTML content for the SQL Database Vector Search application, including a main heading and feature list. Remove the IWebHostEnvironment dependency. Upgrade package references in SqlDatabaseVectorSearch.csproj for Microsoft.ML.Tokenizers and Microsoft.SemanticKernel. Revise docs.md to focus on supported features instead of setup instructions. Add new SVG files (openai.svg and sqldatabase.svg) for application icons.
This commit is contained in:
Marco Minerva
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@page "/"
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@page "/"
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@rendermode @(new InteractiveServerRenderMode(prerender: false))
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@rendermode @(new InteractiveServerRenderMode(prerender: false))
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@inject IWebHostEnvironment WebHostEnvironment
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<PageTitle>SQL Database Vector Search</PageTitle>
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<PageTitle>SQL Database Vector Search</PageTitle>
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@if (markdown is null)
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<h1>SQL Database Vector Search</h1>
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{
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<p>
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<div class="d-flex justify-content-center">
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How to use the native VECTOR type in <img src="/images/sqldatabase.svg" /> Azure SQL Database to perform embeddings and RAG with <img src="/images/openai.svg" /> Azure OpenAI.
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<Spinner Type="SpinnerType.Border" Color="SpinnerColor.Primary" />
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</p>
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</div>
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<p>
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}
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This application allows to load documents, generate embeddings and save them into the database as Vectors, and perform searches using Vector Search and RAG. Currently, PDF, DOCX, TXT and MD files are supported. Vectors are saved and retrieved with Entity Framework Core using the <a href="https://github.com/efcore/EfCore.SqlServer.VectorSearch" target="_blank">EFCore.SqlServer.VectorSearch</a> library. Embedding and Chat Completion are integrated with <a href="https://github.com/microsoft/semantic-kernel" target="_blank">Semantic Kernel</a>.
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else
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</p>
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{
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<div class="row">
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<div class="col">
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<Markdown style="overflow-y:auto;">@markdown</Markdown>
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</div>
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</div>
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}
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@code
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<h3>Supported features</h3>
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{
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<ul>
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private string markdown = default!;
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<li>Conversation history with question reformulation</li>
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<li>Information about token usage</li>
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protected override async Task OnAfterRenderAsync(bool firstRender)
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<li>Response streaming</li>
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{
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</ul>
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if (!firstRender)
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{
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return;
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}
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var filePath = Path.Combine(WebHostEnvironment.WebRootPath, "docs.md");
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markdown = await File.ReadAllTextAsync(filePath);
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StateHasChanged();
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}
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}
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@@ -20,10 +20,10 @@
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</PackageReference>
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</PackageReference>
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<PackageReference Include="Microsoft.Extensions.Caching.Hybrid" Version="9.2.0-preview.1.25105.6" />
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<PackageReference Include="Microsoft.Extensions.Caching.Hybrid" Version="9.2.0-preview.1.25105.6" />
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<PackageReference Include="Microsoft.Extensions.Http.Resilience" Version="9.2.0" />
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<PackageReference Include="Microsoft.Extensions.Http.Resilience" Version="9.2.0" />
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<PackageReference Include="Microsoft.ML.Tokenizers" Version="1.0.1" />
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<PackageReference Include="Microsoft.ML.Tokenizers" Version="1.0.2" />
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<PackageReference Include="Microsoft.ML.Tokenizers.Data.Cl100kBase" Version="1.0.1" />
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<PackageReference Include="Microsoft.ML.Tokenizers.Data.Cl100kBase" Version="1.0.2" />
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<PackageReference Include="Microsoft.ML.Tokenizers.Data.O200kBase" Version="1.0.1" />
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<PackageReference Include="Microsoft.ML.Tokenizers.Data.O200kBase" Version="1.0.2" />
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<PackageReference Include="Microsoft.SemanticKernel" Version="1.37.0" />
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<PackageReference Include="Microsoft.SemanticKernel" Version="1.39.0" />
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<PackageReference Include="MimeMapping" Version="3.1.0" />
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<PackageReference Include="MimeMapping" Version="3.1.0" />
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<PackageReference Include="MinimalHelpers.OpenApi" Version="2.1.4" />
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<PackageReference Include="MinimalHelpers.OpenApi" Version="2.1.4" />
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<PackageReference Include="PdfPig" Version="0.1.9" />
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<PackageReference Include="PdfPig" Version="0.1.9" />
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# SQL Database Vector Search
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## Setup
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- [Create an Azure SQL Database](https://learn.microsoft.com/en-us/azure/azure-sql/database/single-database-create-quickstart)
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- Open the [appsettings.json](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json) file and set the connection string to the database and the other settings required by Azure OpenAI
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- If your embedding model supports shortening, like **text-embedding-3-small** and **text-embedding-3-large**, and you want to use this feature, you need to set the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to the corresponding value. If your model doesn't provide this feature, or do you want to use the default size, just leave the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to NULL. Keep in mind that **text-embedding-3-small** has a dimension of 1536, while **text-embedding-3-large** uses vectors with 3072 elements, so with this latter model it is mandatory to specify a value (that, as said, must be less or equal to 1998).
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- You may need to update the size of the [`VECTOR`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/DataAccessLayer/ApplicationDbContext.cs?plain=1#L42C1-L42C47) column to match the size of the embedding model. The default value is 1536. Currently, the maximum allowed value is 1998. If you change it, remember to update also the [Database Migration](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/DataAccessLayer/Migrations/00000000000000_Initial.cs?plain=1#L35C1-L35C92).
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- Run the application and start importing your documents
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## Supported features
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- Conversation history with question reformulation
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- Information about token usage
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- Response streaming
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After Width: | Height: | Size: 805 B |
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After Width: | Height: | Size: 2.4 KiB |
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