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Rebuilt how AI Studio knows what a model can do (#960)
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using AIStudio.Models;
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using AIStudio.Models.Matching;
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using AIStudio.Models.Plugins;
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using AIStudio.Provider;
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using Lua;
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using Lua.Standard;
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using Microsoft.Extensions.Logging.Abstractions;
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namespace AIStudio.Tests.Models.Plugins;
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/// <summary>
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/// Checks what AI Studio makes of a model an organization describes in a plugin of its own.
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/// </summary>
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/// <remarks>
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/// The entries below are written the way they are written in a plugin.lua, and they are read
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/// through a real Lua state rather than through a table put together in C#. What is being checked
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/// is the wire format an administrator types, so anything between their file and the declaration
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/// has to be part of the test.
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/// </remarks>
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[TestFixture]
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public sealed class ModelDeclarationTests
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{
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private static readonly Guid PLUGIN_ID = new("11111111-1111-1111-1111-111111111111");
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private const string ORIGIN = "Models of a company";
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private const string A_COMPLETE_DECLARATION = """
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["PATTERN"] = "acme-assistant",
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["MATCH"] = "PREFIX",
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["CAPABILITIES"] = { "TEXT_INPUT", "MULTIPLE_IMAGE_INPUT", "TEXT_OUTPUT", "FUNCTION_CALLING", "CHAT_COMPLETION_API" },
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["REASONING"] = "ON_BY_DEFAULT",
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["KIND"] = "CHAT",
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["CONTEXT_WINDOW"] = 131072,
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["CONTEXT_WINDOW_RAISABLE_TO"] = 262144,
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["TOKENIZER_KIND"] = "HUGGING_FACE",
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["TOKENIZER_ID"] = "acme/assistant",
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["MAX_IMAGES_PER_MESSAGE"] = 1,
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["MAX_IMAGES_PER_REQUEST"] = 8,
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["SOURCE_URL"] = "https://intranet.invalid/ai/acme-assistant",
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["SOURCE_CHECKED_ON"] = "2026-09-12",
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["SOURCE_NOTE"] = "Internal model card: tools, images, 128k context",
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""";
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private const string THE_LEAST_A_DECLARATION_CAN_SAY = """
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["PATTERN"] = "acme-assistant",
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["CAPABILITIES"] = { "TEXT_INPUT", "TEXT_OUTPUT", "CHAT_COMPLETION_API" },
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["SOURCE_URL"] = "https://intranet.invalid/ai/acme-assistant",
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["SOURCE_CHECKED_ON"] = "2026-09-12",
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""";
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[Test]
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public async Task ADeclarationIsReadTheWayItWasWritten()
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{
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var declaration = await ReadAsync(A_COMPLETE_DECLARATION);
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Assert.That(declaration, Is.Not.Null);
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Assert.Multiple(() =>
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{
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Assert.That(declaration!.Pattern.Text, Is.EqualTo("acme-assistant"));
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Assert.That(declaration.Pattern.Kind, Is.EqualTo(MatchKind.PREFIX));
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Assert.That(declaration.Change.Adds, Is.EqualTo(Capability.TEXT_INPUT | Capability.MULTIPLE_IMAGE_INPUT | Capability.TEXT_OUTPUT | Capability.FUNCTION_CALLING | Capability.CHAT_COMPLETION_API));
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Assert.That(declaration.Change.Reasoning, Is.EqualTo(ReasoningSupport.ON_BY_DEFAULT));
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Assert.That(declaration.Change.Kind, Is.EqualTo(ModelKind.CHAT));
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Assert.That(declaration.Change.Context, Is.EqualTo(ContextWindow.Of(131_072, 262_144)));
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Assert.That(declaration.Change.Tokenizer, Is.EqualTo(new TokenizerRef(TokenizerKind.HUGGING_FACE, "acme/assistant")));
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Assert.That(declaration.Change.Images, Is.EqualTo(new ImageLimits(1, 8)));
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Assert.That(declaration.Source.CheckedOn, Is.EqualTo(new DateOnly(2026, 9, 12)));
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Assert.That(declaration.EnterpriseConfigurationPluginId, Is.EqualTo(PLUGIN_ID));
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});
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}
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[Test]
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public async Task WhatADeclarationLeavesOutIsTheSameAsWhatAFamilyLeavesOut()
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{
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var declaration = await ReadAsync(THE_LEAST_A_DECLARATION_CAN_SAY);
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Assert.That(declaration, Is.Not.Null);
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Assert.Multiple(() =>
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{
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Assert.That(declaration!.Pattern.Kind, Is.EqualTo(MatchKind.SEGMENT), "The kind to reach for by default, here as everywhere else.");
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Assert.That(declaration.Change.Reasoning, Is.EqualTo(ReasoningSupport.NONE));
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Assert.That(declaration.Change.Kind, Is.EqualTo(ModelKind.CHAT), "A model nobody said anything else about stays visible in the chat lists.");
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Assert.That(declaration.Change.Context, Is.Null);
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Assert.That(declaration.Change.Tokenizer, Is.Null);
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Assert.That(declaration.Change.Images, Is.Null);
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});
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}
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[Test]
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public async Task ADeclarationWithoutCapabilitiesIsRefused()
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{
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//
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// The one thing a declaration cannot leave out. It replaces what AI Studio would otherwise
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// say about these models, so an entry naming only a context window would take away every
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// capability the built-in rules knew -- and it would do so silently, because an entry which
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// matches is an answer.
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//
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var declaration = await ReadAsync("""
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["PATTERN"] = "acme-assistant",
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["CONTEXT_WINDOW"] = 131072,
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["SOURCE_URL"] = "https://intranet.invalid/ai/acme-assistant",
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["SOURCE_CHECKED_ON"] = "2026-09-12",
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""");
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Assert.That(declaration, Is.Null);
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}
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[TestCase("""["PATTERN"] = "Acme-Assistant",""", TestName = "A pattern in capitals", Description = "Names arrive in lower case, so this could never match.")]
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[TestCase("""["PATTERN"] = "acme_assistant",""", TestName = "A pattern with an underscore")]
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[TestCase("""["PATTERN"] = "acme assistant",""", TestName = "A pattern with a space")]
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[TestCase("""["PATTERN"] = "",""", TestName = "No pattern at all")]
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public async Task APatternWhichCouldNeverMatchAnythingIsRefused(string pattern)
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{
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var declaration = await ReadAsync($$"""
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{{pattern}}
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["CAPABILITIES"] = { "TEXT_INPUT", "TEXT_OUTPUT" },
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["SOURCE_URL"] = "https://intranet.invalid/ai/acme-assistant",
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["SOURCE_CHECKED_ON"] = "2026-09-12",
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""");
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Assert.That(declaration, Is.Null, "A pattern which is not written the way a model name is written is a mistake, not a rule which happens to stay quiet.");
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}
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[TestCase("ALWAYS_REASONING")]
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[TestCase("OPTIONAL_REASONING")]
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[TestCase("REASONING_BY_DEFAULT")]
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public async Task ReasoningStatedAsACapabilityIsRefusedRatherThanDropped(string reasoningWord)
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{
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//
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// The three words are the vocabulary of the expert settings, where a person answers three
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// questions with yes and no. Here one key says how a model reasons, and the three of them
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// together can state answers no model can give. A profile drops them anyway, so accepting
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// them would mean an administrator wrote something that never took effect.
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//
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var declaration = await ReadAsync($$"""
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["PATTERN"] = "acme-assistant",
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["CAPABILITIES"] = { "TEXT_INPUT", "TEXT_OUTPUT", "{{reasoningWord}}" },
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["SOURCE_URL"] = "https://intranet.invalid/ai/acme-assistant",
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["SOURCE_CHECKED_ON"] = "2026-09-12",
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""");
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Assert.That(declaration, Is.Null);
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}
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[TestCase("""["SOURCE_CHECKED_ON"] = "2026-09-12",""", TestName = "A page nobody named")]
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[TestCase("""["SOURCE_URL"] = "https://intranet.invalid/ai",""", TestName = "A day nobody named")]
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[TestCase("""["SOURCE_URL"] = "https://intranet.invalid/ai", ["SOURCE_CHECKED_ON"] = "12.09.2026",""", TestName = "A day written another way")]
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public async Task ADeclarationHasToSayWhereItWasReadAndWhen(string source)
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{
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//
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// The compiler asks a family in the source for this, and an organization's declaration
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// outlives whoever wrote it just the same. Naming the page and the day is what lets the next
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// administrator find out in a minute whether it still holds.
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//
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var declaration = await ReadAsync($$"""
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["PATTERN"] = "acme-assistant",
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["CAPABILITIES"] = { "TEXT_INPUT", "TEXT_OUTPUT" },
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{{source}}
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""");
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Assert.That(declaration, Is.Null);
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}
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[TestCase("""["TOKENIZER_KIND"] = "HUGGING_FACE",""", TestName = "A tokenizer kind without an ID")]
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[TestCase("""["TOKENIZER_ID"] = "acme/assistant",""", TestName = "A tokenizer ID without a kind")]
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[TestCase("""["CONTEXT_WINDOW_RAISABLE_TO"] = 262144,""", TestName = "A ceiling without a window")]
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[TestCase("""["CONTEXT_WINDOW"] = 262144, ["CONTEXT_WINDOW_RAISABLE_TO"] = 131072,""", TestName = "A ceiling below the window")]
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[TestCase("""["CONTEXT_WINDOW"] = 0,""", TestName = "A window of no tokens")]
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[TestCase("""["MAX_IMAGES_PER_REQUEST"] = -1,""", TestName = "Fewer than no images")]
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[TestCase("""["KIND"] = "SOMETHING_ELSE",""", TestName = "A kind of model nobody knows")]
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[TestCase("""["MATCH"] = "REGEX",""", TestName = "A way of matching which does not exist")]
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[TestCase("""["ONLY_ON"] = "ACME_CLOUD",""", TestName = "A provider which does not exist")]
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public async Task AnEntryWhichSaysSomethingUnreadableIsRefusedAsAWhole(string addition)
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{
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//
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// Never read in part: a declaration is one statement, and half of one would answer for the
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// models it matches just as firmly as a complete one, with the unreadable half missing and
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// nothing on screen saying so.
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//
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var declaration = await ReadAsync($"""
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{THE_LEAST_A_DECLARATION_CAN_SAY}
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{addition}
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""");
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Assert.That(declaration, Is.Null);
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}
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[Test]
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public async Task TwoDeclarationsCollideExactlyWhenTheyClaimTheSameNames()
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{
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//
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// What identifies a declaration is its pattern, because that is what a collision is here.
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// Two of them claiming the same names would both enter the index and tie there, and a tie
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// is something only a person can settle. Two about different names never meet.
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//
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var declaration = await ReadAsync(A_COMPLETE_DECLARATION);
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var theSameNames = await ReadAsync(A_COMPLETE_DECLARATION.Replace("""["CONTEXT_WINDOW"] = 131072,""", """["CONTEXT_WINDOW"] = 65536,""", StringComparison.Ordinal));
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var otherNames = await ReadAsync(A_COMPLETE_DECLARATION.Replace("""["MATCH"] = "PREFIX",""", """["MATCH"] = "SEGMENT",""", StringComparison.Ordinal));
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Assert.Multiple(() =>
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{
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Assert.That(theSameNames?.Id, Is.EqualTo(declaration?.Id), "The same pattern, so one of the two has to win.");
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Assert.That(otherNames?.Id, Is.Not.EqualTo(declaration?.Id), "Bound to the name differently, so they claim different sets of names.");
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});
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}
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private static async Task<ModelDeclaration?> ReadAsync(string entry)
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{
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var state = LuaState.Create();
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state.OpenBasicLibrary();
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state.OpenTableLibrary();
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await state.DoStringAsync($$"""
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MODEL = {
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{{entry}}
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}
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""");
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if (!state.Environment["MODEL"].TryRead<LuaTable>(out var table))
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throw new InvalidOperationException("The entry of this test is not a Lua table.");
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return ModelDeclaration.TryParse(1, table, PLUGIN_ID, ORIGIN, NullLogger.Instance, out var declaration) ? declaration : null;
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}
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}
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