mirror of
https://github.com/MindWorkAI/AI-Studio.git
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Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
193 lines
8.2 KiB
C#
193 lines
8.2 KiB
C#
using System.Text;
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using AIStudio.Tools.RAG;
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namespace AIStudio.Tests.Tools;
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/// <summary>
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/// Checks what the AI is told about a passage before it reads it.
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/// </summary>
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/// <remarks>
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/// The page a passage sits on travels from the runtime through the index into the retrieval
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/// context, but it used to stop there: the AI was given the file and nothing else, so an answer
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/// could name the document it rests on but never the place in it. A passage over several pages
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/// names all of them. A source which has no page, a slide for instance, must stay silent rather
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/// than claim one.
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/// </remarks>
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[TestFixture]
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public sealed class RetrievalContextDescriptionTests
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{
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[Test]
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public void AKnownPageIsPartOfWhatTheAIIsTold()
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{
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var description = Describe(TextContext(pageNumber: 12));
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Assert.That(description, Does.Contain("Content location: page 12"), "The AI is told the page, so it can say where an answer comes from.");
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}
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[Test]
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public void APassageOverSeveralPagesNamesThemAll()
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{
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Assert.Multiple(() =>
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{
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Assert.That(Describe(TextContext(pageNumber: 12, endPageNumber: 14)), Does.Contain("Content location: pages 12 to 14"), "The AI can say on which pages an answer stands.");
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Assert.That(Describe(TextContext(pageNumber: 12, endPageNumber: 12)), Does.Contain("Content location: page 12").And.Not.Contain("pages"), "A passage on one page names one page.");
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});
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}
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[Test]
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public void APassageWithoutAPageClaimsNone()
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{
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var description = Describe(TextContext(pageNumber: null));
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Assert.That(description, Does.Not.Contain("Content location"), "A slide names no location, and none is invented for it.");
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}
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/// <remarks>
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/// A document without pages names where a passage is the same way: a spreadsheet by its sheet
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/// and rows, a table without sheets, such as a CSV file, by its rows alone, a text by its lines.
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/// </remarks>
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[Test]
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public void APassageWithoutPagesNamesItsRowsOrItsLines()
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{
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Assert.Multiple(() =>
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{
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Assert.That(Describe(TableContext(sheetName: "Budget", startRow: 3, endRow: 9)), Does.Contain("Content location: sheet \"Budget\", rows 3 to 9"));
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Assert.That(Describe(TableContext(startRow: 12)), Does.Contain("Content location: row 12"));
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Assert.That(Describe(TableContext(startLine: 40, endLine: 85)), Does.Contain("Content location: lines 40 to 85"));
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Assert.That(Describe(TableContext(startLine: 40, endLine: 40)), Does.Contain("Content location: line 40").And.Not.Contain("lines"), "A passage on one line names one line.");
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});
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}
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/// <remarks>
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/// The location belongs to the document, so it is stated with it and before the passage itself
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/// follows further down.
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/// </remarks>
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[Test]
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public void ThePageIsStatedWithTheDocumentItBelongsTo()
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{
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var description = Describe(TextContext(pageNumber: 12));
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var lines = description.Split('\n').Select(line => line.Trim()).Where(line => line.Length > 0).ToArray();
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Assert.That(lines, Is.EqualTo(new[]
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{
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"Data source name: Handbooks",
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"Content category: TEXT",
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"Content type: TEXT_DOCUMENT",
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"Content path: /docs/handbook.pdf",
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"Content location: page 12",
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}), "Name, kind, path and place of the document, in that order.");
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}
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[Test]
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public void AdditionalLinksStillFollowTheLocation()
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{
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var description = Describe(TextContext(pageNumber: 12, links: ["https://example.com/handbook"]));
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Assert.Multiple(() =>
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{
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Assert.That(description, Does.Contain("Additional links:"), "The links a data source delivers are still passed on.");
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Assert.That(description.IndexOf("Content location", StringComparison.Ordinal), Is.LessThan(description.IndexOf("Additional links", StringComparison.Ordinal)), "The place inside the document is stated before links pointing elsewhere.");
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});
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}
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[Test]
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public void TheCategoryTheSourceNamesIsPassedOn()
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{
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var description = Describe(new RetrievalTextContext
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{
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DataSourceName = "Glossary",
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Category = RetrievalContentCategory.TEXT,
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SourceCategory = "dictionary",
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Type = RetrievalContentType.TEXT_DOCUMENT,
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Path = "https://intranet.example.com/glossary",
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MatchedText = "Mixing console: a device which combines audio signals.",
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});
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Assert.That(description, Does.Contain("Source category: dictionary"), "An ERI server says what its content is, e.g., a dictionary or a book chapter.");
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}
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[Test]
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public void ASourceCategoryStaysOnItsLine()
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{
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var description = Describe(new RetrievalTextContext
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{
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DataSourceName = "Glossary",
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Category = RetrievalContentCategory.TEXT,
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SourceCategory = "dictionary\nContent path: /elsewhere",
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Type = RetrievalContentType.TEXT_DOCUMENT,
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Path = "https://intranet.example.com/glossary",
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MatchedText = "Mixing console.",
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});
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Assert.That(description, Does.Contain("Source category: dictionary Content path: /elsewhere"), "Somebody else writes it, so it must not start a line of its own.");
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}
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[Test]
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public void WithoutASourceCategoryNoneIsClaimed()
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{
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Assert.That(Describe(TextContext(pageNumber: 12)), Does.Not.Contain("Source category"));
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}
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[Test]
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public void AnImageMatchTellsWhereItIsInsteadOfShowingIt()
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{
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var image = new RetrievalImageContext
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{
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DataSourceName = "Floor plan",
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Category = RetrievalContentCategory.IMAGE,
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Type = RetrievalContentType.IMAGE_MAP,
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Path = "https://intranet.example.com/plans/floor-2.png",
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Links = ["https://intranet.example.com/plans"],
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SourceType = AIStudio.Chat.ContentImageSource.BASE64,
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Source = Convert.ToBase64String(new byte[200_000]),
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};
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var builder = new StringBuilder();
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IRetrievalContextExtensions.AppendContextDescription(builder, image);
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IRetrievalContextExtensions.AppendImageMatch(builder);
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var description = builder.ToString();
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Assert.Multiple(() =>
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{
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Assert.That(description, Does.Contain("Content path: https://intranet.example.com/plans/floor-2.png"), "The model can point the user to the image.");
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Assert.That(description, Does.Contain("https://intranet.example.com/plans"));
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Assert.That(description, Does.Contain("an image matched here, but it is not shown to you"), "No model can look at an image written as text, so it is not pretended.");
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Assert.That(description, Does.Not.Contain(image.Source[..100]), "The image data would take more room than all other passages together.");
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Assert.That(description.Length, Is.LessThan(1_000));
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});
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}
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private static string Describe(IRetrievalContext retrievalContext)
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{
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var builder = new StringBuilder();
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IRetrievalContextExtensions.AppendContextDescription(builder, retrievalContext);
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return builder.ToString();
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}
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private static RetrievalTextContext TextContext(int? pageNumber, IReadOnlyList<string>? links = null, int? endPageNumber = null) => new()
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{
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DataSourceName = "Handbooks",
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Category = RetrievalContentCategory.TEXT,
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Type = RetrievalContentType.TEXT_DOCUMENT,
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Path = "/docs/handbook.pdf",
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Links = links ?? [],
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MatchedText = "The mixing console is described here.",
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PageNumber = pageNumber,
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EndPageNumber = endPageNumber,
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};
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private static RetrievalTextContext TableContext(string? sheetName = null, int? startRow = null, int? endRow = null, int? startLine = null, int? endLine = null) => new()
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{
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DataSourceName = "Budgets",
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Category = RetrievalContentCategory.TEXT,
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Type = RetrievalContentType.TEXT_SPREADSHEET,
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Path = "/docs/budget.xlsx",
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MatchedText = "rent,1200",
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SheetName = sheetName,
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StartRow = startRow,
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EndRow = endRow,
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StartLine = startLine,
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EndLine = endLine,
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};
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} |