Files
AI-Studio/app/Tests/Tools/OutdatedRunTests.cs
T

193 lines
9.7 KiB
C#

using AIStudio.Provider;
using AIStudio.Settings;
using AIStudio.Settings.DataModel;
using AIStudio.Tools.Services;
namespace AIStudio.Tests.Tools;
/// <summary>
/// Checks when an indexing run stops because the embedding settings of its data source, or the
/// documents it selects, changed.
/// </summary>
/// <remarks>
/// A run resolves its data source and its embedding provider once, when it starts, and may then run
/// for hours. A run which carries on after a change of those settings embeds for an index the next
/// run throws away, at a cloud embedding provider for real money. Worse, it keeps sending documents
/// to a provider which was deleted or may no longer read them. A run which carries on after the
/// data source selects other files embeds files which no longer belong to it, while the ones which
/// now do wait for the next run. Stopping a run for nothing is not free either: everything it did
/// so far is done again.
/// </remarks>
[TestFixture]
public sealed class OutdatedRunTests
{
private const string SELECTION = "patterns::documents:|exclusions:bin/|subfolders:True|hidden:False|max-mb:1024";
private static readonly DataSourceRunSignature RUN_SIGNATURE = new("2|b0a4c4d2|OPEN_AI|text-embedding-3-small|512|100", SELECTION);
private static readonly DataSourceRunSignature OTHER_SIGNATURE = new("2|b0a4c4d2|OPEN_AI|text-embedding-3-large|512|100", SELECTION);
[Test]
public void ARunWhichIsStillPreparingCarriesOn()
{
Assert.Multiple(() =>
{
Assert.That(DataSourceEmbeddingService.IsRunOutdated(null, OTHER_SIGNATURE), Is.False, "The run has not resolved its embedding provider yet, so it has embedded nothing so far.");
Assert.That(DataSourceEmbeddingService.IsRunOutdated(null, DataSourceRunSignature.NONE), Is.False, "The run has not resolved its embedding provider yet, so it has sent nothing anywhere so far.");
});
}
[Test]
public void ARunForTheCurrentSettingsCarriesOn()
{
var sameSignature = new DataSourceRunSignature(RUN_SIGNATURE.EmbeddingSignature, RUN_SIGNATURE.SelectionSignature);
Assert.That(DataSourceEmbeddingService.IsRunOutdated(RUN_SIGNATURE, sameSignature), Is.False, "Nothing the vectors depend on changed, and neither did the documents, so stopping the run would only repeat its work.");
}
[Test]
public void ARunForOtherSettingsStops()
{
Assert.That(DataSourceEmbeddingService.IsRunOutdated(RUN_SIGNATURE, OTHER_SIGNATURE), Is.True, "The next run throws away whatever this run embeds.");
}
[Test]
public void ARunForAnotherSelectionStops()
{
var otherSelection = RUN_SIGNATURE with { SelectionSignature = SELECTION.Replace(":documents:", "*.md", StringComparison.Ordinal) };
Assert.That(DataSourceEmbeddingService.IsRunOutdated(RUN_SIGNATURE, otherSelection), Is.True, "The run works with files which no longer belong to the data source.");
}
[TestCase("file patterns")]
[TestCase("exclusions")]
[TestCase("size limit")]
[TestCase("subfolders")]
[TestCase("hidden files and folders")]
public void AFolderWhichSelectsOtherFilesStopsTheRunButKeepsItsIndex(string change)
{
var dataSource = DataSource(ConfidenceLevel.LOW);
var changedDataSource = change switch
{
"file patterns" => dataSource with { FilePatterns = "*.md" },
"exclusions" => dataSource with { ExcludePatterns = "node_modules/" },
"size limit" => dataSource with { MaxFileSizeMegabytes = 1 },
"subfolders" => dataSource with { IncludeSubdirectories = !dataSource.IncludeSubdirectories },
"hidden files and folders" => dataSource with { IncludeHiddenFilesAndFolders = !dataSource.IncludeHiddenFilesAndFolders },
_ => throw new ArgumentOutOfRangeException(nameof(change)),
};
var embeddingProvider = TestEmbeddingProvider();
var runSignature = DataSourceEmbeddingService.GetRunSignature(dataSource, embeddingProvider, ConfidenceLevel.MEDIUM);
var currentRunSignature = DataSourceEmbeddingService.GetRunSignature(changedDataSource, embeddingProvider, ConfidenceLevel.MEDIUM);
Assert.Multiple(() =>
{
Assert.That(DataSourceEmbeddingService.IsRunOutdated(runSignature, currentRunSignature), Is.True, "The run works with files which no longer belong to the data source, or misses the ones which now do.");
Assert.That(currentRunSignature.EmbeddingSignature, Is.EqualTo(runSignature.EmbeddingSignature), "Every vector stored so far stays valid, so the index must not be built anew.");
});
}
[TestCase("name and description")]
[TestCase("order of the file patterns")]
[TestCase("case of the file patterns")]
[TestCase("spaces in the file patterns")]
[TestCase("order and case of the exclusions")]
public void AFolderWhichSelectsTheSameFilesKeepsTheRun(string change)
{
var dataSource = DataSource(ConfidenceLevel.LOW) with { FilePatterns = "*.md;*.pdf", ExcludePatterns = "bin/;obj/" };
var changedDataSource = change switch
{
"name and description" => dataSource with { Name = "Other name", Description = "Other description" },
"order of the file patterns" => dataSource with { FilePatterns = "*.pdf;*.md" },
"case of the file patterns" => dataSource with { FilePatterns = "*.MD;*.PDF" },
"spaces in the file patterns" => dataSource with { FilePatterns = " *.md ; *.pdf " },
"order and case of the exclusions" => dataSource with { ExcludePatterns = "OBJ/\nbin/" },
_ => throw new ArgumentOutOfRangeException(nameof(change)),
};
var embeddingProvider = TestEmbeddingProvider();
Assert.That(
DataSourceEmbeddingService.GetRunSignature(changedDataSource, embeddingProvider, ConfidenceLevel.MEDIUM),
Is.EqualTo(DataSourceEmbeddingService.GetRunSignature(dataSource, embeddingProvider, ConfidenceLevel.MEDIUM)),
"File patterns and exclusions ignore case and order, so the run works with the same files as before.");
}
[Test]
public void ASingleFileHasNoSelection()
{
var dataSource = new DataSourceLocalFile
{
Num = 1,
Id = "6f1d6a4e-6a5e-4c62-9a4f-0f2d2c8b7a11",
Name = "Test file",
Type = DataSourceType.LOCAL_FILE,
EmbeddingId = "b0a4c4d2-1f3e-4f0a-8c9d-5a6b7c8d9e01",
ConfidenceLevel = ConfidenceLevel.LOW,
FilePath = "/tmp/test-data/report.pdf",
};
Assert.That(DataSourceEmbeddingService.GetRunSignature(dataSource, TestEmbeddingProvider(), ConfidenceLevel.MEDIUM).SelectionSignature, Is.Empty, "The file is the one document of its data source, so there is nothing to choose among.");
}
[Test]
public void ARunWhichWouldNotStartAnymoreStops()
{
Assert.That(DataSourceEmbeddingService.IsRunOutdated(RUN_SIGNATURE, DataSourceRunSignature.NONE), Is.True, "The embedding provider is gone or may no longer read the data source, so the run must not send it anything else.");
}
[Test]
public void AnAllowedProviderGetsARunWithTheEmbeddingSignature()
{
var dataSource = DataSource(ConfidenceLevel.LOW);
var embeddingProvider = TestEmbeddingProvider();
Assert.That(
DataSourceEmbeddingService.GetRunSignature(dataSource, embeddingProvider, ConfidenceLevel.MEDIUM).EmbeddingSignature,
Is.EqualTo(DataSourceEmbeddingService.BuildEmbeddingSignature(dataSource, embeddingProvider)),
"A run counts as outdated exactly when the stored index would be thrown away.");
}
[Test]
public void ChangingTheConfidenceOfAnAllowedProviderKeepsTheRun()
{
var dataSource = DataSource(ConfidenceLevel.LOW);
var embeddingProvider = TestEmbeddingProvider();
Assert.That(
DataSourceEmbeddingService.GetRunSignature(dataSource, embeddingProvider, ConfidenceLevel.HIGH),
Is.EqualTo(DataSourceEmbeddingService.GetRunSignature(dataSource, embeddingProvider, ConfidenceLevel.MEDIUM)),
"The provider may still read the data source, and the confidence level changes no vector.");
}
[Test]
public void AProviderBelowTheLevelOfTheDataSourceGetsNoRun()
{
var dataSource = DataSource(ConfidenceLevel.HIGH);
Assert.That(DataSourceEmbeddingService.GetRunSignature(dataSource, TestEmbeddingProvider(), ConfidenceLevel.LOW), Is.EqualTo(DataSourceRunSignature.NONE), "A run must not send the documents of the data source to a provider which may not read them.");
}
[Test]
public void NoProviderGetsARunForAMailboxWithoutAValidLevel()
{
var mailbox = new DataSourceMailbox { ConfidenceLevel = ConfidenceLevel.NONE };
Assert.That(DataSourceEmbeddingService.GetRunSignature(mailbox, TestEmbeddingProvider(), ConfidenceLevel.HIGH), Is.EqualTo(DataSourceRunSignature.NONE), "The run asked the rule of the other data sources, which lets every provider read a source without a level.");
}
private static DataSourceLocalDirectory DataSource(ConfidenceLevel confidenceLevel) => new()
{
Num = 1,
Id = "6f1d6a4e-6a5e-4c62-9a4f-0f2d2c8b7a11",
Name = "Test data",
Description = "Documents used by the tests.",
Type = DataSourceType.LOCAL_DIRECTORY,
EmbeddingId = "b0a4c4d2-1f3e-4f0a-8c9d-5a6b7c8d9e01",
MaxChunkTokenLength = 512,
ChunkOverlapTokenLength = 100,
ConfidenceLevel = confidenceLevel,
Path = "/tmp/test-data",
};
private static EmbeddingProvider TestEmbeddingProvider() =>
new(1, "b0a4c4d2-1f3e-4f0a-8c9d-5a6b7c8d9e01", "Test embeddings", LLMProviders.OPEN_AI, new("text-embedding-3-small", "text-embedding-3-small"));
}