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microsoft--semantic-kernel/dotnet/test/VectorData/MongoDB.UnitTests/MongoDynamicMapperTests.cs
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281 lines
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C#

// Copyright (c) Microsoft. All rights reserved.
using System;
using System.Collections.Generic;
using System.Linq;
using Microsoft.Extensions.VectorData;
using Microsoft.Extensions.VectorData.ProviderServices;
using Microsoft.SemanticKernel.Connectors.MongoDB;
using MongoDB.Bson;
using Xunit;
namespace SemanticKernel.Connectors.MongoDB.UnitTests;
/// <summary>
/// Unit tests for <see cref="MongoDynamicMapper"/> class.
/// </summary>
public sealed class MongoDynamicMapperTests
{
private static readonly CollectionModel s_model = BuildModel(
[
new VectorStoreKeyProperty("Key", typeof(string)),
new VectorStoreDataProperty("BoolDataProp", typeof(bool)),
new VectorStoreDataProperty("NullableBoolDataProp", typeof(bool?)),
new VectorStoreDataProperty("StringDataProp", typeof(string)),
new VectorStoreDataProperty("IntDataProp", typeof(int)),
new VectorStoreDataProperty("NullableIntDataProp", typeof(int?)),
new VectorStoreDataProperty("LongDataProp", typeof(long)),
new VectorStoreDataProperty("NullableLongDataProp", typeof(long?)),
new VectorStoreDataProperty("FloatDataProp", typeof(float)),
new VectorStoreDataProperty("NullableFloatDataProp", typeof(float?)),
new VectorStoreDataProperty("DoubleDataProp", typeof(double)),
new VectorStoreDataProperty("NullableDoubleDataProp", typeof(double?)),
new VectorStoreDataProperty("DecimalDataProp", typeof(decimal)),
new VectorStoreDataProperty("NullableDecimalDataProp", typeof(decimal?)),
new VectorStoreDataProperty("DateTimeDataProp", typeof(DateTime)),
new VectorStoreDataProperty("NullableDateTimeDataProp", typeof(DateTime?)),
new VectorStoreDataProperty("TagListDataProp", typeof(List<string>)),
new VectorStoreVectorProperty("FloatVector", typeof(ReadOnlyMemory<float>), 10),
new VectorStoreVectorProperty("NullableFloatVector", typeof(ReadOnlyMemory<float>?), 10)
]);
private static readonly float[] s_floatVector = [1.0f, 2.0f, 3.0f];
private static readonly List<string> s_taglist = ["tag1", "tag2"];
[Fact]
public void MapFromDataToStorageModelMapsAllSupportedTypes()
{
// Arrange
var sut = new MongoDynamicMapper(s_model);
var dataModel = new Dictionary<string, object?>
{
["Key"] = "key",
["BoolDataProp"] = true,
["NullableBoolDataProp"] = false,
["StringDataProp"] = "string",
["IntDataProp"] = 1,
["NullableIntDataProp"] = 2,
["LongDataProp"] = 3L,
["NullableLongDataProp"] = 4L,
["FloatDataProp"] = 5.0f,
["NullableFloatDataProp"] = 6.0f,
["DoubleDataProp"] = 7.0,
["NullableDoubleDataProp"] = 8.0,
["DecimalDataProp"] = 9.0m,
["NullableDecimalDataProp"] = 10.0m,
["DateTimeDataProp"] = new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(),
["NullableDateTimeDataProp"] = new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(),
["TagListDataProp"] = s_taglist,
["FloatVector"] = new ReadOnlyMemory<float>(s_floatVector),
["NullableFloatVector"] = new ReadOnlyMemory<float>(s_floatVector),
};
// Act
var storageModel = sut.MapFromDataToStorageModel(dataModel, recordIndex: 0, generatedEmbeddings: null);
// Assert
Assert.Equal("key", storageModel["_id"]);
Assert.Equal(true, (bool?)storageModel["BoolDataProp"]);
Assert.Equal(false, (bool?)storageModel["NullableBoolDataProp"]);
Assert.Equal("string", (string?)storageModel["StringDataProp"]);
Assert.Equal(1, (int?)storageModel["IntDataProp"]);
Assert.Equal(2, (int?)storageModel["NullableIntDataProp"]);
Assert.Equal(3L, (long?)storageModel["LongDataProp"]);
Assert.Equal(4L, (long?)storageModel["NullableLongDataProp"]);
Assert.Equal(5.0f, (float?)storageModel["FloatDataProp"].AsDouble);
Assert.Equal(6.0f, (float?)storageModel["NullableFloatDataProp"].AsNullableDouble);
Assert.Equal(7.0, (double?)storageModel["DoubleDataProp"]);
Assert.Equal(8.0, (double?)storageModel["NullableDoubleDataProp"]);
Assert.Equal(9.0m, (decimal?)storageModel["DecimalDataProp"]);
Assert.Equal(10.0m, (decimal?)storageModel["NullableDecimalDataProp"]);
Assert.Equal(new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(), storageModel["DateTimeDataProp"].ToUniversalTime());
Assert.Equal(new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(), storageModel["NullableDateTimeDataProp"].ToUniversalTime());
Assert.Equal(s_taglist, storageModel["TagListDataProp"]!.AsBsonArray.Select(x => (string)x!).ToArray());
Assert.Equal(s_floatVector, storageModel["FloatVector"]!.AsBsonArray.Select(x => (float)x.AsDouble!).ToArray());
Assert.Equal(s_floatVector, storageModel["NullableFloatVector"]!.AsBsonArray.Select(x => (float)x.AsNullableDouble!).ToArray());
}
[Fact]
public void MapFromDataToStorageModelMapsNullValues()
{
// Arrange
var model = BuildModel(
[
new VectorStoreKeyProperty("Key", typeof(string)),
new VectorStoreDataProperty("StringDataProp", typeof(string)),
new VectorStoreDataProperty("NullableIntDataProp", typeof(int?)),
new VectorStoreVectorProperty("NullableFloatVector", typeof(ReadOnlyMemory<float>?), 10)
]);
var dataModel = new Dictionary<string, object?>
{
["Key"] = "key",
["StringDataProp"] = null,
["NullableIntDataProp"] = null,
["NullableFloatVector"] = null
};
var sut = new MongoDynamicMapper(model);
// Act
var storageModel = sut.MapFromDataToStorageModel(dataModel, recordIndex: 0, generatedEmbeddings: null);
// Assert
Assert.Equal(BsonNull.Value, storageModel["StringDataProp"]);
Assert.Equal(BsonNull.Value, storageModel["NullableIntDataProp"]);
Assert.Empty(storageModel["NullableFloatVector"].AsBsonArray);
}
[Fact]
public void MapFromStorageToDataModelMapsAllSupportedTypes()
{
// Arrange
var sut = new MongoDynamicMapper(s_model);
var storageModel = new BsonDocument
{
["_id"] = "key",
["BoolDataProp"] = true,
["NullableBoolDataProp"] = false,
["StringDataProp"] = "string",
["IntDataProp"] = 1,
["NullableIntDataProp"] = 2,
["LongDataProp"] = 3L,
["NullableLongDataProp"] = 4L,
["FloatDataProp"] = 5.0f,
["NullableFloatDataProp"] = 6.0f,
["DoubleDataProp"] = 7.0,
["NullableDoubleDataProp"] = 8.0,
["DecimalDataProp"] = 9.0m,
["NullableDecimalDataProp"] = 10.0m,
["DateTimeDataProp"] = new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(),
["NullableDateTimeDataProp"] = new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(),
["TagListDataProp"] = BsonArray.Create(s_taglist),
["FloatVector"] = BsonArray.Create(s_floatVector),
["NullableFloatVector"] = BsonArray.Create(s_floatVector),
};
// Act
var dataModel = sut.MapFromStorageToDataModel(storageModel, includeVectors: true);
// Assert
Assert.Equal("key", dataModel["Key"]);
Assert.Equal(true, dataModel["BoolDataProp"]);
Assert.Equal(false, dataModel["NullableBoolDataProp"]);
Assert.Equal("string", dataModel["StringDataProp"]);
Assert.Equal(1, dataModel["IntDataProp"]);
Assert.Equal(2, dataModel["NullableIntDataProp"]);
Assert.Equal(3L, dataModel["LongDataProp"]);
Assert.Equal(4L, dataModel["NullableLongDataProp"]);
Assert.Equal(5.0f, dataModel["FloatDataProp"]);
Assert.Equal(6.0f, dataModel["NullableFloatDataProp"]);
Assert.Equal(7.0, dataModel["DoubleDataProp"]);
Assert.Equal(8.0, dataModel["NullableDoubleDataProp"]);
Assert.Equal(9.0m, dataModel["DecimalDataProp"]);
Assert.Equal(10.0m, dataModel["NullableDecimalDataProp"]);
Assert.Equal(new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(), dataModel["DateTimeDataProp"]);
Assert.Equal(new DateTime(2021, 1, 1, 0, 0, 0).ToUniversalTime(), dataModel["NullableDateTimeDataProp"]);
Assert.Equal(s_taglist, dataModel["TagListDataProp"]);
Assert.Equal(s_floatVector, ((ReadOnlyMemory<float>)dataModel["FloatVector"]!).ToArray());
Assert.Equal(s_floatVector, ((ReadOnlyMemory<float>)dataModel["NullableFloatVector"]!)!.ToArray());
}
[Fact]
public void MapFromStorageToDataModelMapsNullValues()
{
// Arrange
var model = BuildModel(
[
new VectorStoreKeyProperty("Key", typeof(string)),
new VectorStoreDataProperty("StringDataProp", typeof(string)),
new VectorStoreDataProperty("NullableIntDataProp", typeof(int?)),
new VectorStoreVectorProperty("NullableFloatVector", typeof(ReadOnlyMemory<float>?), 10)
]);
var storageModel = new BsonDocument
{
["_id"] = "key",
["StringDataProp"] = BsonNull.Value,
["NullableIntDataProp"] = BsonNull.Value,
["NullableFloatVector"] = BsonNull.Value
};
var sut = new MongoDynamicMapper(model);
// Act
var dataModel = sut.MapFromStorageToDataModel(storageModel, includeVectors: true);
// Assert
Assert.Equal("key", dataModel["Key"]);
Assert.Null(dataModel["StringDataProp"]);
Assert.Null(dataModel["NullableIntDataProp"]);
Assert.Null(dataModel["NullableFloatVector"]);
}
[Fact]
public void MapFromStorageToDataModelThrowsForMissingKey()
{
// Arrange
var sut = new MongoDynamicMapper(s_model);
var storageModel = new BsonDocument();
// Act & Assert
var exception = Assert.Throws<InvalidOperationException>(
() => sut.MapFromStorageToDataModel(storageModel, includeVectors: true));
}
[Fact]
public void MapFromDataToStorageModelSkipsMissingProperties()
{
// Arrange
var model = BuildModel(
[
new VectorStoreKeyProperty("Key", typeof(string)),
new VectorStoreDataProperty("StringDataProp", typeof(string)),
new VectorStoreVectorProperty("FloatVector", typeof(ReadOnlyMemory<float>), 10),
]);
var dataModel = new Dictionary<string, object?> { ["Key"] = "key" };
var sut = new MongoDynamicMapper(model);
// Act
var storageModel = sut.MapFromDataToStorageModel(dataModel, recordIndex: 0, generatedEmbeddings: null);
// Assert
Assert.Equal("key", (string?)storageModel["_id"]);
Assert.False(storageModel.Contains("StringDataProp"));
Assert.False(storageModel.Contains("FloatVector"));
}
[Fact]
public void MapFromStorageToDataModelSkipsMissingProperties()
{
// Arrange
var model = BuildModel(
[
new VectorStoreKeyProperty("Key", typeof(string)),
new VectorStoreDataProperty("StringDataProp", typeof(string)),
new VectorStoreVectorProperty("FloatVector", typeof(ReadOnlyMemory<float>), 10),
]);
var storageModel = new BsonDocument
{
["_id"] = "key"
};
var sut = new MongoDynamicMapper(model);
// Act
var dataModel = sut.MapFromStorageToDataModel(storageModel, includeVectors: true);
// Assert
Assert.Equal("key", dataModel["Key"]);
Assert.False(dataModel.ContainsKey("StringDataProp"));
Assert.False(dataModel.ContainsKey("FloatVector"));
}
private static CollectionModel BuildModel(List<VectorStoreProperty> properties)
=> new MongoModelBuilder().BuildDynamic(new() { Properties = properties }, defaultEmbeddingGenerator: null);
}