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Added the Model Comparison assistant for blind comparisons of two models (#1009)
Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
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@@ -55,6 +55,7 @@ public sealed class DataBackupWriterTests
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this.WriteDataFile("tokenizers/openai-gpt-6/tokenizer.json", "{}");
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this.WriteDataFile("visualBriefings/briefing/manifest.json", "{}");
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this.WriteDataFile("beyondFactsLab/preparation/project.json", "{}");
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this.WriteDataFile("modelComparisons/presets/preset.json", "{}");
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this.WriteDataFile("media-staging/operation/transcript.md", "temporary");
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this.WriteDataFile("databases/sqlite/rag-index.sqlite3", "the index while AI Studio writes to it");
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this.WriteDataFile("databases/provenance/provenance.sqlite3", "the provenance store while AI Studio writes to it");
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@@ -93,6 +94,7 @@ public sealed class DataBackupWriterTests
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"data/tokenizers/openai-gpt-6/tokenizer.json",
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"data/visualBriefings/briefing/manifest.json",
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"data/beyondFactsLab/preparation/project.json",
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"data/modelComparisons/presets/preset.json",
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"data/databases/provenance/provenance.sqlite3",
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"data/databases/sqlite/rag-index.sqlite3",
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"data/databases/vector_database/stores/store_1/segments/segment",
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@@ -2,6 +2,7 @@ using System.Reflection;
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using System.Runtime.CompilerServices;
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using AIStudio.Assistants.BeyondFactsLab;
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using AIStudio.Assistants.ModelComparison;
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using AIStudio.Chat;
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using AIStudio.Settings;
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using AIStudio.Tests.Tools.Databases;
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@@ -142,6 +143,30 @@ public sealed class ProvenanceCleanupServiceTests
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Assert.That(entries.Keys, Is.EquivalentTo(new[] { referenced.Value }), "The chat of the lab is read like any other chat.");
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}
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[Test]
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public async Task WhatAChatOfAComparisonSeriesReceivedSurvivesTheCleanup()
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{
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var comparisonStore = this.CreateComparisonStore();
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var seriesId = Guid.NewGuid();
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await comparisonStore.CreateSeriesAsync(new ModelComparisonSeries { Id = seriesId, Name = "Reports" });
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var thread = new ChatThread { ChatId = Guid.NewGuid() };
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var referenced = await this.store.Client.StoreAsync(thread.ChatId, ProvenanceKind.WEB_PAGE, "of a page the chat of the series read", null, TOKEN);
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var unreferenced = await this.store.Client.StoreAsync(thread.ChatId, ProvenanceKind.WEB_PAGE, "of an answer which is gone", null, TOKEN);
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thread.Blocks.Add(new ContentBlock
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{
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ContentType = ContentType.TEXT,
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Role = ChatRole.AI,
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Content = new ContentText { Text = "According to the page …", SourcePassages = [new SourcePassage { SourceUrl = "https://example.org/", ProvenanceId = referenced }] }
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});
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await comparisonStore.SaveSeriesChatAsync(seriesId, thread);
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await this.RunAsync(RestoreStateWith(report: null));
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var entries = await this.store.Client.GetEntriesAsync([referenced!.Value, unreferenced!.Value], TOKEN);
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Assert.That(entries.Keys, Is.EquivalentTo(new[] { referenced.Value }), "The chat of the series is read like any other chat.");
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}
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[Test]
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public async Task WhatTheOnboardingOfTheLabReceivedSurvivesTheCleanup()
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{
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@@ -181,6 +206,8 @@ public sealed class ProvenanceCleanupServiceTests
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private BeyondFactsLabStore CreateLabStore() => new(NullLogger<BeyondFactsLabStore>.Instance, new BflStorageOptions { DataDirectory = this.testDirectory });
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private ModelComparisonStore CreateComparisonStore() => new(NullLogger<ModelComparisonStore>.Instance, new ModelComparisonStorageOptions { DataDirectory = this.testDirectory });
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/// <summary>
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/// Stores a chat whose file was written long before the last cleanup, which is noted as if it ran a minute ago.
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/// </summary>
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@@ -201,7 +228,7 @@ public sealed class ProvenanceCleanupServiceTests
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// Only entries stored before the start of the service may be removed, and the test stored them just now:
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await Task.Delay(TimeSpan.FromMilliseconds(10), TOKEN);
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using var service = new ProvenanceCleanupService(this.store.CreateClientProvider(), dataRestoreService, this.CreateLabStore(), NullLogger<ProvenanceCleanupService>.Instance);
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using var service = new ProvenanceCleanupService(this.store.CreateClientProvider(), dataRestoreService, this.CreateLabStore(), this.CreateComparisonStore(), NullLogger<ProvenanceCleanupService>.Instance);
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await service.StartAsync(TOKEN);
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await service.ExecuteTask!;
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}
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@@ -0,0 +1,159 @@
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using AIStudio.Provider;
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using AIStudio.Settings;
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using AIStudio.Settings.DataModel;
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using AIStudio.Tools;
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using AIStudio.Tools.ToolCallingSystem;
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namespace AIStudio.Tests.Tools;
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/// <summary>
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/// Checks what a selection of tools or data sources offers when several models work with it.
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/// </summary>
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/// <remarks>
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/// A rule which lets one model have more than another would make a comparison unfair, or send data to a model which
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/// may not see it. A rule which gives a single model less than before would change the chat.
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/// </remarks>
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[TestFixture]
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public sealed class SharedSelectionRulesTests
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{
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private static readonly IDataSource ALPHA = DataSource("alpha");
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private static readonly IDataSource BETA = DataSource("beta");
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private static readonly IDataSource GAMMA = DataSource("gamma");
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[Test]
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public void TheLowestConfidenceCounts()
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{
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Assert.That(SharedSelectionRules.LowestConfidence([ConfidenceLevel.HIGH, ConfidenceLevel.LOW, ConfidenceLevel.MEDIUM]), Is.EqualTo(ConfidenceLevel.LOW));
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}
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[Test]
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public void WithoutAModelThereIsNoConfidence()
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{
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Assert.That(SharedSelectionRules.LowestConfidence([]), Is.EqualTo(ConfidenceLevel.NONE));
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}
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[Test]
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public void ToolsNeedEveryModelToCallThem()
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{
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var unavailable = new ToolCallingAvailability(false, "The second model cannot call tools.");
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Assert.That(SharedSelectionRules.ToolCallingOfAll([ToolCallingAvailability.Available(), unavailable]), Is.EqualTo(unavailable), "The reason of the model which cannot call tools has to reach the user.");
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}
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[Test]
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public void ToolsAreAvailableWhenEveryModelCallsThem()
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{
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Assert.That(SharedSelectionRules.ToolCallingOfAll([ToolCallingAvailability.Available(), ToolCallingAvailability.Available()]).IsAvailable, Is.True);
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}
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[Test]
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public void SemanticSearchNeedsEveryModelToSearchItself()
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{
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var blocked = new EffectiveRetrievalMode(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.MODEL_CANNOT_USE_TOOLS);
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var mode = SharedSelectionRules.RetrievalModeOfAll([new(DataSourceRetrievalMode.SEMANTIC_SEARCH, ToolOfferBlockReason.NONE), blocked]);
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Assert.That(mode, Is.EqualTo(blocked), "One model searching itself while the other gets passages with every message would make the chats unequal.");
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}
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[Test]
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public void TheReasonComesAlongWhateverTheUserPrefers()
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{
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var blocked = new EffectiveRetrievalMode(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.PROVIDER_CONFIDENCE_TOO_LOW);
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var mode = SharedSelectionRules.RetrievalModeOfAll([new(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.NONE), blocked]);
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Assert.That(mode, Is.EqualTo(blocked), "The data source selection leaves out a choice which is none, which it can tell only by the reason.");
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}
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[Test]
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public void EveryModelSearchingItselfKeepsSemanticSearch()
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{
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var searchesItself = new EffectiveRetrievalMode(DataSourceRetrievalMode.SEMANTIC_SEARCH, ToolOfferBlockReason.NONE);
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Assert.That(SharedSelectionRules.RetrievalModeOfAll([searchesItself, searchesItself]), Is.EqualTo(searchesItself));
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}
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[Test]
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public void ThePreferenceOfTheUserStays()
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{
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var everyMessage = new EffectiveRetrievalMode(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.NONE);
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Assert.That(SharedSelectionRules.RetrievalModeOfAll([everyMessage, everyMessage]), Is.EqualTo(everyMessage));
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}
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[Test]
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public void ASingleModelKeepsItsOwnMode()
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{
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foreach (var mode in new EffectiveRetrievalMode[]
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{
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new(DataSourceRetrievalMode.SEMANTIC_SEARCH, ToolOfferBlockReason.NONE),
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new(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.NONE),
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new(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.TOOLS_SWITCHED_OFF),
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})
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Assert.That(SharedSelectionRules.RetrievalModeOfAll([mode]), Is.EqualTo(mode));
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}
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[Test]
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public void OnlyTheDataSourcesEveryModelMayUseRemain()
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{
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var first = new AllowedSelectedDataSources([ALPHA, BETA, GAMMA], [ALPHA, BETA], [], [], []);
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var second = new AllowedSelectedDataSources([GAMMA, ALPHA], [ALPHA], [], [], []);
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var shared = SharedSelectionRules.DataSourcesOfAll([first, second]);
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using (Assert.EnterMultipleScope())
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{
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Assert.That(shared.AllowedDataSources, Is.EqualTo(new[] { ALPHA, GAMMA }), "The order of the first model counts.");
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Assert.That(shared.SelectedDataSources, Is.EqualTo(new[] { ALPHA }));
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}
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}
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[Test]
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public void AWaitingDataSourceStaysWaitingOnlyWhenEveryModelMayUseIt()
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{
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var first = new AllowedSelectedDataSources([], [], [ALPHA, BETA], [GAMMA], [BETA]);
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var second = new AllowedSelectedDataSources([], [], [ALPHA], [GAMMA], []);
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var shared = SharedSelectionRules.DataSourcesOfAll([first, second]);
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using (Assert.EnterMultipleScope())
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{
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Assert.That(shared.DataSourcesAwaitingReindex, Is.EqualTo(new[] { ALPHA }));
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Assert.That(shared.DataSourcesNeedingRepair, Is.EqualTo(new[] { GAMMA }));
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Assert.That(shared.UnreachableDataSources, Is.Empty);
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}
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}
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[Test]
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public void ASingleModelKeepsItsDataSources()
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{
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var only = new AllowedSelectedDataSources([ALPHA, BETA], [BETA], [GAMMA], [], [ALPHA]);
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var shared = SharedSelectionRules.DataSourcesOfAll([only]);
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using (Assert.EnterMultipleScope())
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{
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Assert.That(shared.AllowedDataSources, Is.EqualTo(only.AllowedDataSources));
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Assert.That(shared.SelectedDataSources, Is.EqualTo(only.SelectedDataSources));
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Assert.That(shared.DataSourcesAwaitingReindex, Is.EqualTo(only.DataSourcesAwaitingReindex));
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Assert.That(shared.DataSourcesNeedingRepair, Is.EqualTo(only.DataSourcesNeedingRepair));
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Assert.That(shared.UnreachableDataSources, Is.EqualTo(only.UnreachableDataSources));
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}
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}
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[Test]
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public void WithoutAModelThereIsNoDataSource()
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{
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Assert.That(SharedSelectionRules.DataSourcesOfAll([]).AllowedDataSources, Is.Empty);
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}
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private static IDataSource DataSource(string id) => new DataSourceLocalFile
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{
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Num = 1,
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Id = id,
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Name = id,
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Type = DataSourceType.LOCAL_FILE,
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ConfidenceLevel = ConfidenceLevel.LOW,
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};
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}
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@@ -84,6 +84,21 @@ public sealed class EffectiveRetrievalModeTests : ToolRegistryTestBase
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Assert.That(mode, Is.EqualTo(new EffectiveRetrievalMode(DataSourceRetrievalMode.EVERY_MESSAGE, ToolOfferBlockReason.NOT_AVAILABLE_HERE)));
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}
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/// <summary>
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/// Checks that the chats of a comparison series search their data sources themselves, as every other chat does.
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/// </summary>
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/// <remarks>
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/// Before, the tool was visible in the chat of the app alone, and every comparison series fell back to the
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/// classic process without the user having chosen it.
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/// </remarks>
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[Test]
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public async Task AComparisonSeriesSearchesItself()
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{
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var mode = await this.GetModeAsync(DataSourceRetrievalMode.SEMANTIC_SEARCH, ToolCapableProvider(), AIStudio.Tools.Components.MODEL_COMPARISON_ASSISTANT);
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Assert.That(mode, Is.EqualTo(new EffectiveRetrievalMode(DataSourceRetrievalMode.SEMANTIC_SEARCH, ToolOfferBlockReason.NONE)));
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}
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// Stating its definition needs none of the services the tool searches with:
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private Task<EffectiveRetrievalMode> GetModeAsync(DataSourceRetrievalMode preference, AIStudio.Settings.Provider provider, AIStudio.Tools.Components component = AIStudio.Tools.Components.CHAT)
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{
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@@ -13,7 +13,8 @@ namespace AIStudio.Tests.Tools.ToolCalling;
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/// The registry drops a definition it cannot accept with no more than a warning in the log. For
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/// Semantic Search, that would quietly bring back the classic RAG process in every chat. The tool
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/// is offered without anybody selecting it, and only where there are data sources to search: in a
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/// chat, never in an assistant, and only when the user lets the model search them itself.
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/// chat, including the chats of a comparison series, never in another assistant, and only when the
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/// user lets the model search them itself.
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/// </remarks>
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[TestFixture]
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[NonParallelizable]
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@@ -47,6 +48,52 @@ public sealed class SemanticSearchToolDefinitionTests : ToolRegistryTestBase
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Assert.That(runnableTools, Is.Empty, "An assistant has no data sources to search, even when something names the tool.");
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}
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[Test]
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public async Task AComparisonSeriesIsOfferedTheToolWithoutSelectingIt()
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{
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var registry = this.CreateRegistry(new TestTool(Tool().GetDefinition()));
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var provider = ToolCapableProvider();
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var context = new ToolResolutionContext
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{
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Provider = provider,
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Component = AIStudio.Tools.Components.MODEL_COMPARISON_ASSISTANT,
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ProviderConfidence = provider.UsedLLMProvider.GetConfidence(this.SettingsManager).Level,
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ChatThread = new ChatThread(),
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};
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var runnableTools = await registry.GetRunnableToolsAsync(context, [], mayRunTools: true);
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Assert.That(runnableTools.Select(tool => tool.Definition.Id), Is.EqualTo(new[] { ToolSelectionRules.SEMANTIC_SEARCH_TOOL_ID }), "The chats of a comparison series are chats, and the user chose their data sources.");
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}
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/// <summary>
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/// Checks that the Answer Test of the Model Comparison assistant offers no data source, though it runs as the same
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/// component as the comparison series.
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/// </summary>
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/// <remarks>
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/// Its chats keep the data source options of a new chat thread, which switch the data sources off. The preview of
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/// the data sources is on, so that the test does not pass because of it.
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/// </remarks>
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[Test]
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public async Task TheAnswerTestOffersNoDataSource()
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{
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this.SettingsManager.ConfigurationData.App.EnabledPreviewFeatures.Add(PreviewFeatures.PRE_RAG_2024);
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var provider = ToolCapableProvider();
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var context = new ToolResolutionContext
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{
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Provider = provider,
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Component = AIStudio.Tools.Components.MODEL_COMPARISON_ASSISTANT,
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ProviderConfidence = provider.UsedLLMProvider.GetConfidence(this.SettingsManager).Level,
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ChatThread = new ChatThread(),
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};
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// Switched-off data sources decide before any data source is checked, so the tool needs no other of its services:
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var tool = new SemanticSearchTool(this.SettingsManager, null!, null!, null!, null!);
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var function = await tool.ResolveFunctionAsync(tool.GetDefinition(), context);
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Assert.That(function, Is.Null, "Both models of the Answer Test receive the request alone.");
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}
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[Test]
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public async Task AChatWhichSearchesWithEveryMessageIsNotOfferedTheTool()
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{
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