chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,552 @@
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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.ModelTests;
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public abstract class BasicModelTests<TKey>(BasicModelTests<TKey>.Fixture fixture) : IAsyncLifetime
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where TKey : notnull
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{
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#region Get
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[ConditionalTheory, MemberData(nameof(IncludeVectorsData))]
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public virtual async Task GetAsync_single_record(bool includeVectors)
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{
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var expectedRecord = fixture.TestData[0];
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var received = await this.Collection.GetAsync(expectedRecord.Key, new() { IncludeVectors = includeVectors });
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expectedRecord.AssertEqual(received, includeVectors, fixture.TestStore.VectorsComparable);
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}
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[ConditionalTheory, MemberData(nameof(IncludeVectorsData))]
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public virtual async Task GetAsync_multiple_records(bool includeVectors)
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{
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var expectedRecords = fixture.TestData.Take(2);
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var ids = expectedRecords.Select(record => record.Key);
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var received = await this.Collection.GetAsync(ids, new() { IncludeVectors = includeVectors }).ToArrayAsync();
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foreach (var record in expectedRecords)
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{
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record.AssertEqual(
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received.Single(r => r.Key.Equals(record.Key)),
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includeVectors,
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fixture.TestStore.VectorsComparable);
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}
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}
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[ConditionalFact]
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public virtual async Task GetAsync_throws_for_null_key()
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{
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// Skip this test for value type keys
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if (default(TKey) is not null)
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{
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return;
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}
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ArgumentNullException ex = await Assert.ThrowsAsync<ArgumentNullException>(() => this.Collection.GetAsync((TKey)default!));
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Assert.Equal("key", ex.ParamName);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_throws_for_null_keys()
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{
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ArgumentNullException ex = await Assert.ThrowsAsync<ArgumentNullException>(() => this.Collection.GetAsync(keys: null!).ToArrayAsync().AsTask());
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Assert.Equal("keys", ex.ParamName);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_returns_null_for_missing_key()
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{
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TKey key = fixture.GenerateNextKey<TKey>();
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Assert.Null(await this.Collection.GetAsync(key));
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}
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[ConditionalFact]
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public virtual async Task GetAsync_multiple_records_with_missing_keys_returns_only_existing()
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{
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var expectedRecords = fixture.TestData.Take(2).ToArray();
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var missingKey = fixture.GenerateNextKey<TKey>();
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var ids = expectedRecords.Select(record => record.Key).Append(missingKey).ToArray();
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var received = await this.Collection.GetAsync(ids).ToListAsync();
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Assert.Equal(2, received.Count);
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foreach (var record in expectedRecords)
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{
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record.AssertEqual(
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received.Single(r => r.Key.Equals(record.Key)),
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includeVectors: false,
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fixture.TestStore.VectorsComparable);
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}
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}
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[ConditionalFact]
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public virtual async Task GetAsync_returns_empty_for_empty_keys()
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{
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Assert.Empty(await this.Collection.GetAsync([]).ToArrayAsync());
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}
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[ConditionalTheory, MemberData(nameof(IncludeVectorsData))]
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public virtual async Task GetAsync_with_filter(bool includeVectors)
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{
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var expectedRecord = fixture.TestData[0];
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var results = await this.Collection.GetAsync(
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r => r.Number == 1,
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top: 2,
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new() { IncludeVectors = includeVectors })
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.ToListAsync();
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var receivedRecord = Assert.Single(results);
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expectedRecord.AssertEqual(receivedRecord, includeVectors, fixture.TestStore.VectorsComparable);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_with_filter_by_true()
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{
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Assert.True(fixture.TestData.Count < 100);
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var count = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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Assert.Equal(fixture.TestData.Count, count);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_with_filter_and_OrderBy()
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{
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var ascendingNumbers = fixture.TestData.Where(r => r.Number > 1).OrderBy(r => r.Number).Take(2).Select(r => r.Number).ToList();
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var descendingNumbers = fixture.TestData.Where(r => r.Number > 1).OrderByDescending(r => r.Number).Take(2).Select(r => r.Number).ToList();
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// Make sure the actual results are different for ascending/descending, otherwise the test is meaningless
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Assert.NotEqual(ascendingNumbers, descendingNumbers);
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var results = await this.Collection.GetAsync(
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r => r.Number > 1,
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top: 2,
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new() { OrderBy = o => o.Ascending(r => r.Number) })
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.Select(r => r.Number)
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.ToListAsync();
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Assert.Equal(ascendingNumbers, results);
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results = await this.Collection.GetAsync(
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r => r.Number > 1,
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top: 2,
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new() { OrderBy = o => o.Descending(r => r.Number) })
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.Select(r => r.Number)
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.ToListAsync();
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Assert.Equal(descendingNumbers, results);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_with_filter_and_multiple_OrderBys()
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{
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var ascendingNumbers = fixture.TestData
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.OrderByDescending(r => r.Text)
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.ThenBy(r => r.Number)
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.Take(2).Select(r => r.Number).ToList();
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var descendingNumbers = fixture.TestData
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.OrderByDescending(r => r.Text)
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.ThenByDescending(r => r.Number)
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.Take(2)
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.Select(r => r.Number)
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.ToList();
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// Make sure the actual results are different for ascending/descending, otherwise the test is meaningless
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Assert.NotEqual(ascendingNumbers, descendingNumbers);
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var results = await this.Collection.GetAsync(
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r => true,
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top: 2,
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new() { OrderBy = o => o.Descending(r => r.Text).Ascending(r => r.Number) })
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.Select(r => r.Number)
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.ToListAsync();
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Assert.Equal(ascendingNumbers, results);
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results = await this.Collection.GetAsync(
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r => true,
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top: 2,
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new() { OrderBy = o => o.Descending(r => r.Text).Descending(r => r.Number) })
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.Select(r => r.Number)
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.ToListAsync();
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Assert.Equal(descendingNumbers, results);
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}
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[ConditionalFact]
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public virtual async Task GetAsync_with_filter_and_OrderBy_and_Skip()
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{
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var results = await this.Collection.GetAsync(
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r => r.Number > 1,
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top: 2,
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new() { OrderBy = o => o.Ascending(r => r.Number), Skip = 1 })
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.Select(r => r.Number)
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.ToListAsync();
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Assert.Equal(
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fixture.TestData.Where(r => r.Number > 1).OrderBy(r => r.Number).Skip(1).Take(2).Select(r => r.Number),
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results);
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}
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#endregion Get
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#region Upsert
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[ConditionalFact]
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public virtual async Task Insert_single_record()
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{
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TKey expectedKey = fixture.GenerateNextKey<TKey>();
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Record inserted = new()
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{
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Key = expectedKey,
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Text = "New record",
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Number = 123,
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Vector = new([10, 0, 0])
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};
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Assert.Null(await this.Collection.GetAsync(expectedKey));
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await this.Collection.UpsertAsync(inserted);
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var received = await this.Collection.GetAsync(expectedKey, new() { IncludeVectors = true });
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inserted.AssertEqual(received, includeVectors: true, fixture.TestStore.VectorsComparable);
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await fixture.TestStore.WaitForDataAsync(this.Collection, recordCount: fixture.TestData.Count + 1);
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}
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[ConditionalFact]
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public virtual async Task Update_single_record()
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{
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var existingRecord = fixture.TestData[1];
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Record updated = new()
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{
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Key = existingRecord.Key,
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Text = "Updated record",
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Number = 456,
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Vector = new([10, 0, 0])
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};
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Assert.NotNull(await this.Collection.GetAsync(existingRecord.Key));
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await this.Collection.UpsertAsync(updated);
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var received = await this.Collection.GetAsync(existingRecord.Key, new() { IncludeVectors = true });
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updated.AssertEqual(received, includeVectors: true, fixture.TestStore.VectorsComparable);
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}
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[ConditionalFact]
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public virtual async Task Insert_multiple_records()
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{
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Record[] newRecords =
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[
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new()
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{
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Key = fixture.GenerateNextKey<TKey>(),
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Number = 100,
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Text = "New record 1",
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Vector = new([10, 0, 1])
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},
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new()
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{
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Key = fixture.GenerateNextKey<TKey>(),
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Number = 101,
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Text = "New record 2",
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Vector = new([10, 0, 2])
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},
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];
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var keys = newRecords.Select(record => record.Key).ToArray();
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Assert.Empty(await this.Collection.GetAsync(keys).ToArrayAsync());
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await this.Collection.UpsertAsync(newRecords);
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var received = await this.Collection.GetAsync(keys, new() { IncludeVectors = true }).ToArrayAsync();
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Assert.Collection(
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received.OrderBy(r => r.Number),
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r => newRecords[0].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable),
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r => newRecords[1].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable));
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}
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[ConditionalFact]
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public virtual async Task Update_multiple_records()
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{
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Record[] existingRecords =
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[
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new()
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{
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Key = fixture.TestData[0].Key,
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Number = 101,
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Text = "Updated record 1",
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Vector = new([10, 0, 1])
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},
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new()
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{
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Key = fixture.TestData[1].Key,
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Number = 102,
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Text = "Updated record 2",
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Vector = new([10, 0, 2])
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}
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];
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await this.Collection.UpsertAsync(existingRecords);
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var keys = existingRecords.Select(record => record.Key).ToArray();
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var received = await this.Collection.GetAsync(keys, new() { IncludeVectors = true }).ToArrayAsync();
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Assert.Collection(
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received.OrderBy(r => r.Number),
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r => existingRecords[0].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable),
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r => existingRecords[1].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable));
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}
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[ConditionalFact]
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public virtual async Task Insert_and_update_in_same_batch()
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{
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Record[] records =
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[
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new()
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{
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Key = fixture.GenerateNextKey<TKey>(),
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Number = 101,
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Text = "New record",
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Vector = new([10, 0, 1])
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},
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new()
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{
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Key = fixture.TestData[0].Key,
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Number = 102,
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Text = "Updated record",
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Vector = new([10, 0, 2])
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},
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];
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await this.Collection.UpsertAsync(records);
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var keys = records.Select(record => record.Key).ToArray();
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var received = await this.Collection.GetAsync(keys, new() { IncludeVectors = true }).ToArrayAsync();
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Assert.Collection(
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received.OrderBy(r => r.Number),
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r => records[0].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable),
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r => records[1].AssertEqual(r, includeVectors: true, fixture.TestStore.VectorsComparable));
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}
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[ConditionalFact]
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public virtual async Task UpsertAsync_throws_for_null_batch()
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{
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ArgumentNullException ex = await Assert.ThrowsAsync<ArgumentNullException>(() => this.Collection.UpsertAsync(records: null!));
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Assert.Equal("records", ex.ParamName);
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}
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[ConditionalFact]
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public virtual async Task UpsertAsync_does_nothing_for_empty_batch()
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{
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Assert.True(fixture.TestData.Count < 100);
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var beforeCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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await this.Collection.UpsertAsync([]);
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var afterCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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Assert.Equal(afterCount, beforeCount);
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}
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#endregion Upsert
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#region Delete
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[ConditionalFact]
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public virtual async Task Delete_single_record()
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{
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var keyToRemove = fixture.TestData[0].Key;
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await this.Collection.DeleteAsync(keyToRemove);
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Assert.Null(await this.Collection.GetAsync(keyToRemove));
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}
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[ConditionalFact]
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public virtual async Task Delete_multiple_records()
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{
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TKey[] keysToRemove = [fixture.TestData[0].Key, fixture.TestData[1].Key];
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await this.Collection.DeleteAsync(keysToRemove);
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Assert.Empty(await this.Collection.GetAsync(keysToRemove).ToArrayAsync());
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}
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[ConditionalFact]
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public virtual async Task DeleteAsync_does_nothing_for_non_existing_key()
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{
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var beforeCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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await this.Collection.DeleteAsync(fixture.GenerateNextKey<TKey>());
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var afterCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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Assert.Equal(afterCount, beforeCount);
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}
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[ConditionalFact]
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public virtual async Task DeleteAsync_does_nothing_for_empty_batch()
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{
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var beforeCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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await this.Collection.DeleteAsync([]);
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var afterCount = await this.Collection.GetAsync(r => true, top: 100).CountAsync();
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Assert.Equal(afterCount, beforeCount);
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}
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[ConditionalFact]
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public virtual async Task DeleteAsync_throws_for_null_keys()
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{
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ArgumentNullException ex = await Assert.ThrowsAsync<ArgumentNullException>(() => this.Collection.DeleteAsync(keys: null!));
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Assert.Equal("keys", ex.ParamName);
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}
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#endregion Delete
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#region Search
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[ConditionalTheory, MemberData(nameof(IncludeVectorsData))]
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public virtual async Task SearchAsync(bool includeVectors)
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{
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var expectedRecord = fixture.TestData[0];
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var result = await this.Collection
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.SearchAsync(
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expectedRecord.Vector,
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top: 1,
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new() { IncludeVectors = includeVectors })
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.SingleAsync();
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expectedRecord.AssertEqual(result.Record, includeVectors, fixture.TestStore.VectorsComparable);
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}
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[ConditionalFact]
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public virtual async Task SearchAsync_with_Skip()
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{
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var result = await this.Collection
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.SearchAsync(
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fixture.TestData[0].Vector,
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top: 1,
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new() { Skip = 1 })
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.SingleAsync();
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fixture.TestData[1].AssertEqual(result.Record, includeVectors: false, fixture.TestStore.VectorsComparable);
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}
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[ConditionalFact]
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public virtual async Task SearchAsync_with_Filter()
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{
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var result = await this.Collection
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.SearchAsync(
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fixture.TestData[0].Vector,
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top: 1,
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new() { Filter = r => r.Number == 2 })
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.SingleAsync();
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fixture.TestData[1].AssertEqual(result.Record, includeVectors: false, fixture.TestStore.VectorsComparable);
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}
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// For ScoreThreshold, see DistanceFunctionTests (to ensure we tests thresholds for each and every function)
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#endregion Search
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protected VectorStoreCollection<TKey, Record> Collection => fixture.Collection;
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public abstract class Fixture : VectorStoreCollectionFixture<TKey, Record>
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{
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protected override string CollectionNameBase => nameof(BasicModelTests<int>);
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protected override List<Record> BuildTestData() =>
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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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Number = 1,
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||||
Text = "foo",
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Vector = new([1, 2, 3])
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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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||||
Number = 2,
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||||
Text = "bar",
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||||
Vector = new([1, 2, 4])
|
||||
},
|
||||
new()
|
||||
{
|
||||
Key = this.GenerateNextKey<TKey>(),
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||||
Number = 3,
|
||||
Text = "foo", // identical text as above
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||||
Vector = new([1, 2, 5])
|
||||
}
|
||||
];
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||||
|
||||
public override VectorStoreCollectionDefinition CreateRecordDefinition()
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||||
=> new()
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||||
{
|
||||
Properties =
|
||||
[
|
||||
new VectorStoreKeyProperty(nameof(Record.Key), typeof(TKey)),
|
||||
new VectorStoreVectorProperty(nameof(Record.Vector), typeof(ReadOnlyMemory<float>), 3)
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||||
{
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||||
DistanceFunction = this.DistanceFunction,
|
||||
IndexKind = this.IndexKind
|
||||
},
|
||||
|
||||
new VectorStoreDataProperty(nameof(Record.Number), typeof(int)) { IsIndexed = true },
|
||||
new VectorStoreDataProperty(nameof(Record.Text), typeof(string)) { IsIndexed = true },
|
||||
]
|
||||
};
|
||||
}
|
||||
|
||||
public sealed class Record : TestRecord<TKey>
|
||||
{
|
||||
[VectorStoreData(StorageName = "text")]
|
||||
public string? Text { get; set; }
|
||||
|
||||
[VectorStoreData(StorageName = "number")]
|
||||
public int Number { get; set; }
|
||||
|
||||
[VectorStoreVector(Dimensions: 3, StorageName = "vector")]
|
||||
public ReadOnlyMemory<float> Vector { get; set; }
|
||||
|
||||
public void AssertEqual(Record? other, bool includeVectors, bool compareVectors)
|
||||
{
|
||||
Assert.NotNull(other);
|
||||
Assert.Equal(this.Key, other.Key);
|
||||
Assert.Equal(this.Text, other.Text);
|
||||
Assert.Equal(this.Number, other.Number);
|
||||
|
||||
if (includeVectors)
|
||||
{
|
||||
Assert.Equal(this.Vector.Span.Length, other.Vector.Span.Length);
|
||||
|
||||
if (compareVectors)
|
||||
{
|
||||
Assert.Equal(this.Vector.ToArray(), other.Vector.ToArray());
|
||||
}
|
||||
}
|
||||
else
|
||||
{
|
||||
Assert.Equal(0, other.Vector.Length);
|
||||
}
|
||||
}
|
||||
|
||||
public override string ToString()
|
||||
=> $"Key: {this.Key}, Text: {this.Text}";
|
||||
}
|
||||
|
||||
public Task InitializeAsync()
|
||||
=> fixture.ReseedAsync();
|
||||
|
||||
public Task DisposeAsync()
|
||||
=> Task.CompletedTask;
|
||||
|
||||
public static readonly TheoryData<bool> IncludeVectorsData = [false, true];
|
||||
}
|
||||
Reference in New Issue
Block a user