using AIStudio.Models.Registry; using AIStudio.Provider; using AIStudio.Tests.Models.Corpus; namespace AIStudio.Tests.Models; /// /// Holds the rules to what a model is made for. /// /// /// What a model can do and what it is for are two questions, and they used to be answered by two /// pieces of code, each walking the same name with rules of its own. While both existed, the tests /// here held one against the other. The marker list is gone now, and with it the comparison: the /// corpus-wide check moved into the snapshot, which carries the kind of every model in a column of /// its own. /// /// What is left says what a name is, in words a person can check against a model card -- and holds /// the handful of decisions where the rules deliberately answer something else than the markers did. /// Those stand in the corpus next to the name, with the reason. /// [TestFixture] public sealed class ModelKindTests { [Test] public void EveryExampleIsRecognizedAsWhatItIsMadeFor() { Assert.Multiple(() => { foreach (var example in ModelKindCorpus.ENTRIES) { var profile = ModelRegistry.Shared.Profile(example.Provider, example.ModelId); Assert.That(profile.Kind, Is.EqualTo(example.Kind), $"{example.Provider} \"{example.ModelId}\""); } }); } [Test] public void AModelWhichIsNoKindOfItsOwnIsAChatModel() { // // The fallback, and the direction it points in. A model we fail to recognize stays visible // to the user rather than disappearing, because a provider adding a family we have never // seen is the normal case and a user paying for it is the one who would notice. // var profile = ModelRegistry.Shared.Profile(LLMProviders.SELF_HOSTED, "a-model-nobody-has-heard-of"); Assert.That(profile.Kind, Is.EqualTo(ModelKind.CHAT)); } [Test] public void AModelKeepsWhatItsFamilySaysWhenAnotherWordSaysWhatItIsFor() { // // The reason these are modifiers. Llama-Guard is a Llama, and everything the Llama rules // state about it stays true; it is simply not something to chat with. Written as a selector, // "guard" would have to beat "llama" -- two substrings of the same length, which is a tie, // which is an error rather than an answer. // var profile = ModelRegistry.Shared.Profile(LLMProviders.SELF_HOSTED, "llama-guard-3-8b"); Assert.Multiple(() => { Assert.That(profile.Kind, Is.EqualTo(ModelKind.MODERATION)); Assert.That(profile.Has(Capability.TEXT_INPUT), Is.True, "The family which chose the model still speaks for it."); }); } [Test] public void ARerankerIsARerankerAndNotTheEmbeddingModelItIsNamedAfter() { var resolution = ModelRegistry.Shared.Explain(LLMProviders.SELF_HOSTED, "bge-reranker-v2-m3"); Assert.Multiple(() => { Assert.That(resolution.Profile.Kind, Is.EqualTo(ModelKind.RERANKING)); Assert.That(resolution.Modifiers.Select(modifier => modifier.Pattern.Text), Does.Contain("bge"), "Both words match; the ranked one has to be the one which gets the last word."); }); } }