chore: import upstream snapshot with attribution
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// Copyright (c) Microsoft. All rights reserved.
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using Microsoft.Extensions.VectorData;
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using VectorData.ConformanceTests.Support;
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using VectorData.ConformanceTests.Xunit;
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using Xunit;
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namespace VectorData.ConformanceTests;
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/// <summary>
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/// Base class for common integration tests that should pass for any <see cref="IKeywordHybridSearchable{TRecord}"/>.
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/// </summary>
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/// <typeparam name="TKey">The type of key to use with the record collection.</typeparam>
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public abstract class HybridSearchTests<TKey>(
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HybridSearchTests<TKey>.VectorAndStringFixture vectorAndStringFixture,
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HybridSearchTests<TKey>.MultiTextFixture multiTextFixture)
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where TKey : notnull
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{
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[ConditionalFact]
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public async Task HybridSearchAsync()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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// All records have the same vector, but the third contains Grapes, so searching for
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// Grapes should return the third record first.
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var results = await vectorAndStringFixture.HybridSearchable.HybridSearchAsync(vector, ["Grapes"], top: 3).ToListAsync();
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// Assert
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Assert.Equal(3, results.Count);
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Assert.Equal(3, results[0].Record.Code);
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}
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[ConditionalFact]
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public async Task HybridSearchAsync_with_filter()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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// All records have the same vector, but the second contains Oranges, however
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// adding the filter should limit the results to only the first.
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var results = await vectorAndStringFixture.HybridSearchable
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.HybridSearchAsync(
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vector,
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["Oranges"],
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top: 3,
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new() { Filter = r => r.Code == 1 })
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.ToListAsync();
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// Assert
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Assert.Equal(1, Assert.Single(results).Record.Code);
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}
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[ConditionalFact]
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public async Task HybridSearchAsync_with_top()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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// All records have the same vector, but the second contains Oranges, so the
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// second should be returned first.
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var results = await vectorAndStringFixture.HybridSearchable.HybridSearchAsync(vector, ["Oranges"], top: 1).ToListAsync();
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// Assert
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Assert.Single(results);
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Assert.Equal(2, results[0].Record.Code);
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}
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[ConditionalFact]
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public async Task HybridSearchAsync_with_Skip()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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// All records have the same vector, but the first and third contain healthy,
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// so when skipping the first two results, we should get the second record.
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var results = await vectorAndStringFixture.HybridSearchable.HybridSearchAsync(vector, ["healthy"], top: 3, new() { Skip = 2 }).ToListAsync();
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// Assert
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Assert.Single(results);
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Assert.Equal(2, results[0].Record.Code);
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}
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[ConditionalFact]
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public async Task HybridSearchAsync_with_multiple_keywords_ranks_matched_keywords_higher()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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var results = await vectorAndStringFixture.HybridSearchable.HybridSearchAsync(vector, ["tangy", "nourishing"], top: 3).ToListAsync();
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// Assert
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Assert.Equal(3, results.Count);
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Assert.True(results[0].Record.Code.Equals(1) || results[0].Record.Code.Equals(2));
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Assert.True(results[1].Record.Code.Equals(1) || results[1].Record.Code.Equals(2));
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Assert.Equal(3, results[2].Record.Code);
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}
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[ConditionalFact]
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public async Task HybridSearchAsync_with_multiple_text_properties()
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{
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// Arrange
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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// Act
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var results1 = await multiTextFixture.HybridSearchable
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.HybridSearchAsync(vector, ["Apples"], top: 4, new() { AdditionalProperty = r => r.Text2 })
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.ToListAsync();
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var results2 = await multiTextFixture.HybridSearchable
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.HybridSearchAsync(vector, ["Oranges"], top: 4, new() { AdditionalProperty = r => r.Text2 })
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.ToListAsync();
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// Assert
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Assert.Equal(2, results1.Count);
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Assert.Equal(2, results1[0].Record.Code);
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Assert.Equal(1, results1[1].Record.Code);
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Assert.Equal(2, results2.Count);
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Assert.Equal(1, results2[0].Record.Code);
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Assert.Equal(2, results2[1].Record.Code);
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}
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[ConditionalFact]
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public Task HybridSearchAsync_without_explicitly_specified_property_fails()
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=> Assert.ThrowsAsync<InvalidOperationException>(async () =>
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await multiTextFixture.HybridSearchable
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.HybridSearchAsync(new ReadOnlyMemory<float>([1, 0, 0, 0]), ["Apples"], top: 3)
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.ToListAsync());
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public sealed class VectorAndStringRecord<TRecordKey> : TestRecord<TKey>
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{
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public string Text { get; set; } = string.Empty;
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public int Code { get; set; }
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public ReadOnlyMemory<float> Vector { get; set; }
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}
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public sealed class MultiTextStringRecord<TRecordKey> : TestRecord<TKey>
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{
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public string Text1 { get; set; } = string.Empty;
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public string Text2 { get; set; } = string.Empty;
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public int Code { get; set; }
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public ReadOnlyMemory<float> Vector { get; set; }
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}
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public abstract class VectorAndStringFixture : VectorStoreCollectionFixture<TKey, VectorAndStringRecord<TKey>>
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{
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protected override string CollectionNameBase => "HybridSearchTests";
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public IKeywordHybridSearchable<VectorAndStringRecord<TKey>> HybridSearchable
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=> (IKeywordHybridSearchable<VectorAndStringRecord<TKey>>)this.Collection;
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public override VectorStoreCollectionDefinition CreateRecordDefinition()
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=> new()
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{
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Properties =
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[
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new VectorStoreKeyProperty("Key", typeof(TKey)),
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new VectorStoreDataProperty("Text", typeof(string)) { IsFullTextIndexed = true },
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new VectorStoreDataProperty("Code", typeof(int)) { IsIndexed = true },
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new VectorStoreVectorProperty("Vector", typeof(ReadOnlyMemory<float>), 4) { IndexKind = this.IndexKind },
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]
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};
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protected override List<VectorAndStringRecord<TKey>> BuildTestData()
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{
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// All records have the same vector - this fixture is about testing the full text search portion of hybrid search
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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return
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[
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new()
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{
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Key = this.GenerateNextKey<TKey>(),
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Text = "Apples are a healthy and nourishing snack",
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Vector = vector,
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Code = 1
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},
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new()
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{
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Key = this.GenerateNextKey<TKey>(),
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Text = "Oranges are tangy and contain vitamin c",
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Vector = vector,
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Code = 2
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},
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new()
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{
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Key = this.GenerateNextKey<TKey>(),
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Text = "Grapes are healthy, sweet and juicy",
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Vector = vector,
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Code = 3
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}
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];
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}
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protected override Task WaitForDataAsync()
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=> this.TestStore.WaitForDataAsync(this.Collection, recordCount: this.TestData.Count, vectorSize: 4);
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}
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public abstract class MultiTextFixture : VectorStoreCollectionFixture<TKey, MultiTextStringRecord<TKey>>
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{
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protected override string CollectionNameBase => "MultiTextHybridSearchTests";
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public IKeywordHybridSearchable<MultiTextStringRecord<TKey>> HybridSearchable
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=> (IKeywordHybridSearchable<MultiTextStringRecord<TKey>>)this.Collection;
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public override VectorStoreCollectionDefinition CreateRecordDefinition()
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=> new()
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{
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Properties =
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[
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new VectorStoreKeyProperty("Key", typeof(TKey)),
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new VectorStoreDataProperty("Text1", typeof(string)) { IsFullTextIndexed = true },
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new VectorStoreDataProperty("Text2", typeof(string)) { IsFullTextIndexed = true },
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new VectorStoreDataProperty("Code", typeof(int)) { IsIndexed = true },
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new VectorStoreVectorProperty("Vector", typeof(ReadOnlyMemory<float>), 4) { IndexKind = this.IndexKind },
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]
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};
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protected override List<MultiTextStringRecord<TKey>> BuildTestData()
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{
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// All records have the same vector - this fixture is about testing the full text search portion of hybrid search
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var vector = new ReadOnlyMemory<float>([1, 0, 0, 0]);
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return
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[
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new()
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{
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Key = this.GenerateNextKey<TKey>(),
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Text1 = "Apples",
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Text2 = "Oranges",
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Code = 1,
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Vector = vector
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},
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new()
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{
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Key = this.GenerateNextKey<TKey>(),
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Text1 = "Oranges",
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Text2 = "Apples",
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Code = 2,
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Vector = vector
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}
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];
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}
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protected override Task WaitForDataAsync()
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=> this.TestStore.WaitForDataAsync(this.Collection, recordCount: this.TestData.Count, vectorSize: 4);
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}
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}
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