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

110 lines
5.1 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 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. Stopping a run for nothing is not free
/// either: everything it did so far is done again.
/// </remarks>
[TestFixture]
public sealed class OutdatedRunTests
{
private static readonly DataSourceRunSignature RUN_SIGNATURE = new("2|b0a4c4d2|OPEN_AI|text-embedding-3-small|512|100");
private static readonly DataSourceRunSignature OTHER_SIGNATURE = new("2|b0a4c4d2|OPEN_AI|text-embedding-3-large|512|100");
[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);
Assert.That(DataSourceEmbeddingService.IsRunOutdated(RUN_SIGNATURE, sameSignature), Is.False, "Nothing the vectors depend on changed, 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 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"));
}