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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.Models.Registry;
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using AIStudio.Provider;
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namespace AIStudio.Tests.Models.Plugins;
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/// <summary>
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/// Checks where what an organization declares stands against what AI Studio works out itself.
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/// </summary>
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/// <remarks>
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/// Each test builds a registry of its own rather than asking the one the app uses. What is being
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/// checked is the order of the chain, and a test which had to name a real model to check it would
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/// start failing the day somebody corrects that model's rule.
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///
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/// The one exception borrows the registry the app uses, because only that one knows the hosts. It
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/// hands it back empty, and the fixture is kept out of any parallel run so that the borrowing
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/// cannot reach a test asking the same registry about a real model.
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/// </remarks>
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[TestFixture]
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[NonParallelizable]
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public sealed class DeclaredModelsTests
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{
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private static readonly Guid PLUGIN_ID = new("11111111-1111-1111-1111-111111111111");
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[Test]
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public void WhatAnOrganizationDeclaresComesBeforeWhatTheRulesWorkOut()
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{
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var registry = ModelRegistry.Build([new AcmeFamily()], []);
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registry.Declare([Declaring("acme-assistant", MatchKind.PREFIX, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT | Capability.MULTIPLE_IMAGE_INPUT)]);
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var profile = registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b");
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Assert.That(profile.Has(Capability.MULTIPLE_IMAGE_INPUT), Is.True, "Only the organization says this model reads images, and they are the ones running it.");
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}
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[Test]
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public void ADeclarationIsTheWholeStatementAndNotAnAdditionToOne()
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{
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//
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// The part an administrator has to be able to rely on. Their entry says what the model can
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// do, so what AI Studio would have said instead is gone -- including the capabilities their
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// entry does not mention. Adding to the built-in answer would make it impossible to take
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// anything away, which is exactly what somebody correcting us is trying to do.
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//
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var registry = ModelRegistry.Build([new AcmeFamily()], []);
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registry.Declare([Declaring("acme-assistant", MatchKind.PREFIX, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT)]);
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var profile = registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b");
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Assert.Multiple(() =>
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{
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Assert.That(profile.Has(Capability.FUNCTION_CALLING), Is.False, "The built-in rule grants this one, and the declaration does not.");
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Assert.That(profile.Reasoning, Is.EqualTo(ReasoningSupport.NONE), "Nor does it reason, whatever the built-in rule says.");
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});
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}
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[Test]
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public void AModelNoDeclarationMentionsIsAnsweredByTheRulesAsBefore()
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{
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var registry = ModelRegistry.Build([new AcmeFamily()], []);
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registry.Declare([Declaring("something-else", MatchKind.SEGMENT, Capability.TEXT_INPUT)]);
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var profile = registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b");
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Assert.That(profile.Has(Capability.FUNCTION_CALLING), Is.True);
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}
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[Test]
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public void TakingADeclarationAwayBringsTheBuiltInAnswerBack()
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{
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//
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// This is what happens when an organization withdraws a configuration, or when somebody
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// corrects their plugin and the plugins are reloaded. It is also the test that the kept
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// answers are dropped along with the declarations they were worked out under: a cache which
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// outlived them would go on answering with what a plugin said which is no longer there.
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//
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var registry = ModelRegistry.Build([new AcmeFamily()], []);
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registry.Declare([Declaring("acme-assistant", MatchKind.PREFIX, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT)]);
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var whileDeclared = registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b");
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registry.Declare([]);
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var afterwards = registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b");
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Assert.Multiple(() =>
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{
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Assert.That(whileDeclared.Has(Capability.FUNCTION_CALLING), Is.False);
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Assert.That(afterwards.Has(Capability.FUNCTION_CALLING), Is.True);
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});
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}
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[Test]
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public void AmongTheDeclarationsTheOneSayingMoreAboutTheNameWins()
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{
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//
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// Two plugins, or one plugin describing a family and then one of its variants. Nothing new
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// is needed for this: the declarations go through the same engine as the built-in rules, so
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// the specificity is computed here too and nobody writes an order.
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//
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var registry = ModelRegistry.Build([new AcmeFamily()], []);
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registry.Declare(
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[
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Declaring("acme-assistant", MatchKind.PREFIX, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT),
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Declaring("acme-assistant-7b", MatchKind.EXACT, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT | Capability.MULTIPLE_IMAGE_INPUT),
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]);
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Assert.Multiple(() =>
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{
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Assert.That(registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-7b").Has(Capability.MULTIPLE_IMAGE_INPUT), Is.True);
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Assert.That(registry.Profile(LLMProviders.SELF_HOSTED, "acme-assistant-3b").Has(Capability.MULTIPLE_IMAGE_INPUT), Is.False);
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});
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}
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[Test]
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public void ADeclarationIsMeasuredAgainstTheNameWithoutTheProvidersWrapping()
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{
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//
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// An administrator writes the model's name, not the name plus whatever the gateway they
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// reach it through puts in front of it. Unwrapping happens before anything is asked, so the
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// same entry answers whichever way the model is reached.
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//
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var registry = ModelRegistry.Shared;
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var declaration = Declaring("gpt-5.1", MatchKind.PREFIX, Capability.TEXT_INPUT | Capability.TEXT_OUTPUT | Capability.VIDEO_INPUT);
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try
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{
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registry.Declare([declaration]);
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Assert.Multiple(() =>
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{
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Assert.That(registry.Profile(LLMProviders.OPEN_AI, "gpt-5.1").Has(Capability.VIDEO_INPUT), Is.True);
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Assert.That(registry.Profile(LLMProviders.OPEN_ROUTER, "openai/gpt-5.1").Has(Capability.VIDEO_INPUT), Is.True, "The same model, reached through a gateway which wraps the name.");
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});
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}
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finally
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{
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//
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// The registry the app uses is the only one which knows the hosts, so this test has to
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// borrow it. Handing it back empty is what keeps the borrowing from reaching the tests
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// which ask it about real models.
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//
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registry.Declare([]);
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}
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}
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private static ModelDeclaration Declaring(string pattern, MatchKind matchKind, Capability capabilities) => new()
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{
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Pattern = new()
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{
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Kind = matchKind,
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Text = pattern,
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},
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Change = new()
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{
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Adds = capabilities,
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},
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Source = new("https://intranet.invalid/ai", new DateOnly(2026, 9, 12), "What a company says about its own models."),
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Origin = "Models of a company",
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EnterpriseConfigurationPluginId = PLUGIN_ID,
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};
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/// <summary>
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/// A family which says more about these models than the declarations of this test do.
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/// </summary>
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private sealed class AcmeFamily : ModelFamily
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{
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public override ModelVendor Vendor => ModelVendor.UNKNOWN;
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public override ModelSource Source => new("https://example.invalid/acme", new DateOnly(2026, 9, 12), "A family standing in for whatever AI Studio knows by itself.");
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protected override void Declare(ModelFamilyBuilder builder) =>
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builder.Rule("acme-assistant").AsPrefix()
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.Capabilities(Capability.TEXT_INPUT | Capability.TEXT_OUTPUT | Capability.FUNCTION_CALLING)
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.Apis(Capability.CHAT_COMPLETION_API)
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.Reasoning(ReasoningSupport.ALWAYS);
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}
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}
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