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VectorStoreTextSearchTests.cs
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// Copyright (c) Microsoft. All rights reserved.
using System;
using System.Linq;
using System.Threading.Tasks;
using Microsoft.SemanticKernel.Connectors.InMemory;
using Microsoft.SemanticKernel.Data;
using Microsoft.SemanticKernel.Embeddings;
using Xunit;
namespace SemanticKernel.UnitTests.Data;
public class VectorStoreTextSearchTests : VectorStoreTextSearchTestBase
{
#pragma warning disable CS0618 // VectorStoreTextSearch with ITextEmbeddingGenerationService is obsolete
[Fact]
public void CanCreateVectorStoreTextSearchWithEmbeddingGenerationService()
{
// Arrange.
using var vectorStore = new InMemoryVectorStore();
var vectorSearch = vectorStore.GetCollection<Guid, DataModelWithRawEmbedding>("records");
var stringMapper = new DataModelTextSearchStringMapper();
var resultMapper = new DataModelTextSearchResultMapper();
using var embeddingGenerationService = new MockTextEmbeddingGenerator();
// Act.
var sut = new VectorStoreTextSearch<DataModelWithRawEmbedding>(vectorSearch, (ITextEmbeddingGenerationService)embeddingGenerationService, stringMapper, resultMapper);
// Assert.
Assert.NotNull(sut);
}
#pragma warning restore CS0618
[Fact]
public void CanCreateVectorStoreTextSearchWithIVectorSearch()
{
// Arrange.
using var vectorStore = new InMemoryVectorStore(new() { EmbeddingGenerator = new MockTextEmbeddingGenerator() });
var vectorSearch = vectorStore.GetCollection<Guid, DataModel>("records");
var stringMapper = new DataModelTextSearchStringMapper();
var resultMapper = new DataModelTextSearchResultMapper();
// Act.
var sut = new VectorStoreTextSearch<DataModel>(vectorSearch, stringMapper, resultMapper);
// Assert.
Assert.NotNull(sut);
}
[Fact]
public async Task CanSearchAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchAsync();
// Act.
KernelSearchResults<string> searchResults = await sut.SearchAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetTextSearchResultsAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchAsync();
// Act.
KernelSearchResults<TextSearchResult> searchResults = await sut.GetTextSearchResultsAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetSearchResultAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act.
KernelSearchResults<DataModel> searchResults = await typeSafeInterface.GetSearchResultsAsync("What is the Semantic Kernel?", new TextSearchOptions<DataModel> { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
Assert.All(results, result => Assert.IsType<DataModel>(result));
}
[Fact]
public async Task CanSearchWithEmbeddingGeneratorAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGeneratorAsync();
// Act.
KernelSearchResults<string> searchResults = await sut.SearchAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetTextSearchResultsWithEmbeddingGeneratorAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGeneratorAsync();
// Act.
KernelSearchResults<TextSearchResult> searchResults = await sut.GetTextSearchResultsAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetSearchResultsWithEmbeddingGeneratorAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGeneratorAsync();
ITextSearch<DataModelWithRawEmbedding> typeSafeInterface = sut;
// Act.
KernelSearchResults<DataModelWithRawEmbedding> searchResults = await typeSafeInterface.GetSearchResultsAsync("What is the Semantic Kernel?", new TextSearchOptions<DataModelWithRawEmbedding> { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
Assert.All(results, result => Assert.IsType<DataModelWithRawEmbedding>(result));
}
#pragma warning disable CS0618 // VectorStoreTextSearch with ITextEmbeddingGenerationService is obsolete
[Fact]
public async Task CanSearchWithEmbeddingGenerationServiceAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGenerationServiceAsync();
// Act.
KernelSearchResults<string> searchResults = await sut.SearchAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetTextSearchResultsWithEmbeddingGenerationServiceAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGenerationServiceAsync();
// Act.
KernelSearchResults<TextSearchResult> searchResults = await sut.GetTextSearchResultsAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
[Fact]
public async Task CanGetSearchResultsWithEmbeddingGenerationServiceAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchWithEmbeddingGenerationServiceAsync();
// Act.
KernelSearchResults<object> searchResults = await sut.GetSearchResultsAsync("What is the Semantic Kernel?", new() { Top = 2, Skip = 0 });
var results = await searchResults.Results.ToListAsync();
Assert.Equal(2, results.Count);
}
#pragma warning restore CS0618 // VectorStoreTextSearch with ITextEmbeddingGenerationService is obsolete
[Fact]
public async Task CanFilterGetSearchResultsWithVectorizedSearchAsync()
{
// Arrange.
var sut = await CreateVectorStoreTextSearchAsync();
TextSearchFilter evenFilter = new();
evenFilter.Equality("Tag", "Even");
TextSearchFilter oddFilter = new();
oddFilter.Equality("Tag", "Odd");
// Act.
KernelSearchResults<object> evenSearchResults = await sut.GetSearchResultsAsync("What is the Semantic Kernel?", new()
{
Top = 2,
Skip = 0,
Filter = evenFilter
});
var evenResults = await evenSearchResults.Results.ToListAsync();
KernelSearchResults<object> oddSearchResults = await sut.GetSearchResultsAsync("What is the Semantic Kernel?", new()
{
Top = 2,
Skip = 0,
Filter = oddFilter
});
var oddResults = await oddSearchResults.Results.ToListAsync();
Assert.Equal(2, evenResults.Count);
var result1 = evenResults[0] as DataModel;
Assert.Equal("Even", result1?.Tag);
var result2 = evenResults[1] as DataModel;
Assert.Equal("Even", result2?.Tag);
Assert.Equal(2, oddResults.Count);
result1 = oddResults[0] as DataModel;
Assert.Equal("Odd", result1?.Tag);
result2 = oddResults[1] as DataModel;
Assert.Equal("Odd", result2?.Tag);
}
#region Generic Interface Tests (ITextSearch<TRecord>)
[Fact]
public async Task LinqSearchAsync()
{
// Arrange - Create VectorStoreTextSearch<DataModel> (implements both interfaces)
var sut = await CreateVectorStoreTextSearchAsync();
// Cast to ITextSearch<TRecord> to use type-safe LINQ filtering
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Use generic interface with LINQ filter
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 5,
Filter = r => r.Tag == "Even"
};
KernelSearchResults<string> searchResults = await typeSafeInterface.SearchAsync(
"What is the Semantic Kernel?",
searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - Should return results (filtering applied at vector store level)
Assert.NotEmpty(results);
}
[Fact]
public async Task LinqGetTextSearchResultsAsync()
{
// Arrange
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Use generic interface with LINQ filter
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 5,
Filter = r => r.Tag == "Odd"
};
KernelSearchResults<TextSearchResult> searchResults = await typeSafeInterface.GetTextSearchResultsAsync(
"What is the Semantic Kernel?",
searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert
Assert.NotEmpty(results);
Assert.All(results, result => Assert.NotNull(result.Value));
}
[Fact]
public async Task LinqGetSearchResultsAsync()
{
// Arrange
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Use type-safe LINQ filtering with ITextSearch<TRecord>
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 5,
Filter = r => r.Tag == "Even"
};
KernelSearchResults<DataModel> searchResults = await typeSafeInterface.GetSearchResultsAsync(
"What is the Semantic Kernel?",
searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - Results should be strongly-typed DataModel objects with Tag == "Even"
Assert.NotEmpty(results);
Assert.All(results, result =>
{
Assert.Equal("Even", result.Tag); // Direct property access - no cast needed!
});
}
[Fact]
public async Task LinqFilterSimpleEqualityAsync()
{
// Arrange
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Simple equality filter
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 10,
Filter = r => r.Tag == "Odd"
};
var searchResults = await typeSafeInterface.GetSearchResultsAsync("test", searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - All results should have Tag == "Odd"
Assert.NotEmpty(results);
Assert.All(results.Cast<DataModel>(), dm => Assert.Equal("Odd", dm.Tag));
}
[Fact]
public async Task LinqFilterComplexExpressionAsync()
{
// Arrange
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Complex LINQ expression with multiple conditions
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 10,
Filter = r => r.Tag == "Even" && r.Text.Contains("Record")
};
var searchResults = await typeSafeInterface.GetSearchResultsAsync("test", searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - Results should match both conditions
Assert.NotEmpty(results);
Assert.All(results.Cast<DataModel>(), dm =>
{
Assert.Equal("Even", dm.Tag);
Assert.Contains("Record", dm.Text);
});
}
[Fact]
public async Task LinqFilterCollectionContainsAsync()
{
// Arrange - Create collection with DataModelWithTags
using var embeddingGenerator = new MockTextEmbeddingGenerator();
using var vectorStore = new InMemoryVectorStore(new() { EmbeddingGenerator = embeddingGenerator });
var collection = vectorStore.GetCollection<Guid, DataModelWithTags>("records");
await collection.EnsureCollectionExistsAsync();
// Add test records with tags
var records = new[]
{
new DataModelWithTags
{
Key = Guid.NewGuid(),
Text = "First",
Tag = "test",
Tags = new[] { "important", "urgent" },
Embedding = "First"
},
new DataModelWithTags
{
Key = Guid.NewGuid(),
Text = "Second",
Tag = "test",
Tags = new[] { "normal", "routine" },
Embedding = "Second"
},
new DataModelWithTags
{
Key = Guid.NewGuid(),
Text = "Third",
Tag = "test",
Tags = new[] { "important", "routine" },
Embedding = "Third"
}
};
foreach (var record in records)
{
await collection.UpsertAsync(record);
}
var textSearch = new VectorStoreTextSearch<DataModelWithTags>(
collection,
new DataModelTextSearchStringMapper(),
new DataModelTextSearchResultMapper());
ITextSearch<DataModelWithTags> typeSafeInterface = textSearch;
// Act - Use LINQ .Contains() for collection filtering
var searchOptions = new TextSearchOptions<DataModelWithTags>
{
Top = 10,
Filter = r => r.Tags.Contains("important")
};
var searchResults = await typeSafeInterface.GetSearchResultsAsync("test", searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - Should return 2 records with "important" tag
Assert.Equal(2, results.Count);
Assert.All(results.Cast<DataModelWithTags>(), dm =>
Assert.Contains("important", dm.Tags));
}
[Fact]
public async Task LinqFilterNullReturnsAllResultsAsync()
{
// Arrange
var sut = await CreateVectorStoreTextSearchAsync();
ITextSearch<DataModel> typeSafeInterface = sut;
// Act - Use generic interface with null filter
var searchOptions = new TextSearchOptions<DataModel>
{
Top = 10,
Filter = null // No filter
};
var searchResults = await typeSafeInterface.GetSearchResultsAsync("test", searchOptions);
var results = await searchResults.Results.ToListAsync();
// Assert - Should return both "Even" and "Odd" records
var dataModels = results.Cast<DataModel>().ToList();
Assert.Contains(dataModels, dm => dm.Tag == "Even");
Assert.Contains(dataModels, dm => dm.Tag == "Odd");
}
#endregion
}