EFCore.SqlServer.VectorSearch 9.0.0-preview.1

.NET 8.0 This package targets .NET 8.0. The package is compatible with this framework or higher.
This is a prerelease version of EFCore.SqlServer.VectorSearch.
There is a newer prerelease version of this package available.
See the version list below for details. 
dotnet add package EFCore.SqlServer.VectorSearch --version 9.0.0-preview.1
                    


                    

                
NuGet\Install-Package EFCore.SqlServer.VectorSearch -Version 9.0.0-preview.1
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="EFCore.SqlServer.VectorSearch" Version="9.0.0-preview.1" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="EFCore.SqlServer.VectorSearch" Version="9.0.0-preview.1" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="EFCore.SqlServer.VectorSearch" />
                    


                            Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. 
paket add EFCore.SqlServer.VectorSearch --version 9.0.0-preview.1
                    


                    

                
#r "nuget: EFCore.SqlServer.VectorSearch, 9.0.0-preview.1"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
#:package EFCore.SqlServer.VectorSearch@9.0.0-preview.1
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. 
#addin nuget:?package=EFCore.SqlServer.VectorSearch&version=9.0.0-preview.1&prerelease
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=EFCore.SqlServer.VectorSearch&version=9.0.0-preview.1&prerelease
                    


                            Install as a Cake Tool

EFCore.SqlServer.VectorSearch

This plugin is in prerelease status, and the APIs described below are likely to change before the final release. Vector Functions are in Public Preview. Learn the details about vectors in Azure SQL here: https://aka.ms/azure-sql-vector-public-preview

This Entity Framework Core plugin provides integration between EF and Vector Support in Azure SQL Database, allowing LINQ to be used to perform vector similarity search, and seamless insertion/retrieval of vector data.

To use the plugin, reference the EFCore.SqlServer.VectorSearch nuget package, and enable the plugin by adding UseVectorSearch() to your UseSqlServer() config as follows:

builder.Services.AddDbContext<ProductContext>(options =>
  options.UseSqlServer("<connection string>", o => o.UseVectorSearch()));

Once the plugin has been enabled, add an ordinary float[] property to the .NET type being mapped with EF:

public class Product
{
    public int Id { get; set; }
    public float[] Embedding { get; set; }
}

Finally, configure the property to be mapped as a vector by letting EF Core know using the HasColumnType method. Use the vector type and specify the number of dimension that your vector will have:

protected override void OnModelCreating(ModelBuilder modelBuilder)
{
    modelBuilder.Entity<Product>().Property(p => p.Embedding).HasColumnType("vector(3)");
}

That's it - you can now perform similarity search in LINQ queries! For example, to get the top 5 most similar products:

var someVector = new[] { 1f, 2f, 3f };
var products = await context.Products
    .OrderBy(p => EF.Functions.VectorDistance("cosine", p.Embedding, someVector))
    .Take(5)
    .ToArrayAsync();

A full sample using EF Core and vectors is available here:

https://github.com/Azure-Samples/azure-sql-db-vector-search/tree/main/EF-Core

Ideas? Issues? Let us know on the issues page.

Product Compatible and additional computed target framework versions.
.NET net8.0 is compatible.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed.  net9.0 was computed.  net9.0-android was computed.  net9.0-browser was computed.  net9.0-ios was computed.  net9.0-maccatalyst was computed.  net9.0-macos was computed.  net9.0-tvos was computed.  net9.0-windows was computed.  net10.0 was computed.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

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GitHub repositories (2)

Showing the top 2 popular GitHub repositories that depend on EFCore.SqlServer.VectorSearch:

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Version Downloads Last Updated
9.0.0-preview.2 8,976 1/16/2025
9.0.0-preview.1 848 1/14/2025
8.0.0-preview.1 252 1/14/2025
0.2.0 3,012 10/30/2024
0.1.1 680 5/30/2024
0.1.0 158 5/24/2024