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microsoft--semantic-kernel/dotnet/test/VectorData/Weaviate.UnitTests/WeaviateMapperTests.cs
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131 lines
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C#

// Copyright (c) Microsoft. All rights reserved.
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text.Json;
using System.Text.Json.Nodes;
using System.Text.Json.Serialization;
using Microsoft.Extensions.VectorData;
using Microsoft.SemanticKernel.Connectors.Weaviate;
using Xunit;
namespace SemanticKernel.Connectors.Weaviate.UnitTests;
/// <summary>
/// Unit tests for <see cref="WeaviateMapper{TRecord}"/> class.
/// </summary>
public sealed class WeaviateMapperTests
{
private static readonly JsonSerializerOptions s_jsonSerializerOptions = new()
{
PropertyNamingPolicy = JsonNamingPolicy.CamelCase,
DefaultIgnoreCondition = JsonIgnoreCondition.WhenWritingNull,
Converters =
{
new WeaviateDateTimeOffsetConverter(),
new WeaviateNullableDateTimeOffsetConverter()
}
};
[Theory]
[InlineData(true)]
[InlineData(false)]
public void MapFromDataToStorageModelReturnsValidObject(bool hasNamedVectors)
{
var key = new Guid("55555555-5555-5555-5555-555555555555");
// Arrange
var hotel = new WeaviateHotel
{
HotelId = key,
HotelName = "Test Name",
Tags = ["tag1", "tag2"],
DescriptionEmbedding = new ReadOnlyMemory<float>([1f, 2f, 3f])
};
var sut = GetMapper(hasNamedVectors);
// Act
var document = sut.MapFromDataToStorageModel(hotel, recordIndex: 0, generatedEmbeddings: null);
// Assert
Assert.NotNull(document);
Assert.Equal(key, document["id"]!.GetValue<Guid>());
Assert.Equal("Test Name", document["properties"]!["hotelName"]!.GetValue<string>());
Assert.Equal(["tag1", "tag2"], document["properties"]!["tags"]!.AsArray().Select(l => l!.GetValue<string>()));
var vectorNode = hasNamedVectors ? document["vectors"]!["descriptionEmbedding"] : document["vector"];
Assert.Equal([1f, 2f, 3f], vectorNode!.AsArray().Select(l => l!.GetValue<float>()));
}
[Theory]
[InlineData(true)]
[InlineData(false)]
public void MapFromStorageToDataModelReturnsValidObject(bool hasNamedVectors)
{
var key = new Guid("55555555-5555-5555-5555-555555555555");
// Arrange
var document = new JsonObject
{
["id"] = key,
["properties"] = new JsonObject(),
["vectors"] = new JsonObject()
};
document["properties"]!["hotelName"] = "Test Name";
document["properties"]!["tags"] = new JsonArray(new List<string> { "tag1", "tag2" }.Select(l => JsonValue.Create(l)).ToArray());
var vectorNode = new JsonArray(new List<float> { 1f, 2f, 3f }.Select(l => JsonValue.Create(l)).ToArray());
if (hasNamedVectors)
{
document["vectors"]!["descriptionEmbedding"] = vectorNode;
}
else
{
document["vector"] = vectorNode;
}
var sut = GetMapper(hasNamedVectors);
// Act
var hotel = sut.MapFromStorageToDataModel(document, includeVectors: true);
// Assert
Assert.NotNull(hotel);
Assert.Equal(key, hotel.HotelId);
Assert.Equal("Test Name", hotel.HotelName);
Assert.Equal(["tag1", "tag2"], hotel.Tags);
Assert.True(new ReadOnlyMemory<float>([1f, 2f, 3f]).Span.SequenceEqual(hotel.DescriptionEmbedding!.Value.Span));
}
#region private
private static WeaviateMapper<WeaviateHotel> GetMapper(bool hasNamedVectors) => new(
"CollectionName",
hasNamedVectors,
new WeaviateModelBuilder(hasNamedVectors)
.Build(
typeof(WeaviateHotel),
typeof(Guid),
new VectorStoreCollectionDefinition
{
Properties =
[
new VectorStoreKeyProperty("HotelId", typeof(Guid)),
new VectorStoreDataProperty("HotelName", typeof(string)),
new VectorStoreDataProperty("Tags", typeof(List<string>)),
new VectorStoreVectorProperty("DescriptionEmbedding", typeof(ReadOnlyMemory<float>), 10)
]
},
defaultEmbeddingGenerator: null,
s_jsonSerializerOptions),
s_jsonSerializerOptions);
#endregion
}