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