Rebuilt how AI Studio knows what a model can do (#960)
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Thorsten Sommer authored and GitHub committed 2026-09-13 14:17:25 +02:00
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using Microsoft.CodeAnalysis;
using Microsoft.CodeAnalysis.CSharp;
using Microsoft.CodeAnalysis.Diagnostics;
namespace AIStudio.Tests.Models.Generation;
/// <summary>
/// Compiles a snippet in memory so that a generator or an analyzer can be asked what it makes of it.
/// </summary>
/// <remarks>
/// Both of them are code which runs while the app is being built, and both fail quietly when they
/// are wrong: a generator which finds nothing produces an empty registry, and an analyzer which
/// recognizes nothing reports nothing. Neither shows up as a broken build, so neither can be
/// checked by building the app. It has to be done here, against source written for the purpose.
/// </remarks>
public static class CompilationHarness
{
/// <summary>
/// Everything the test process itself was loaded with, which includes the app assembly.
/// </summary>
/// <remarks>
/// Gathered once. Reading a couple of hundred assemblies off disk per test case would make
/// these tests slow enough that somebody stops running them.
/// </remarks>
private static readonly Lazy<MetadataReference[]> REFERENCES = new(GatherReferences);
/// <summary>
/// Compiles a snippet against the same assemblies the app is built against.
/// </summary>
/// <param name="source">The C# source to compile.</param>
/// <returns>The compilation.</returns>
public static CSharpCompilation Compile(string source)
{
var tree = CSharpSyntaxTree.ParseText(source, new CSharpParseOptions(LanguageVersion.Latest));
var options = new CSharpCompilationOptions(OutputKind.DynamicallyLinkedLibrary, nullableContextOptions: NullableContextOptions.Enable);
return CSharpCompilation.Create("SnippetUnderTest", [tree], REFERENCES.Value, options);
}
/// <summary>
/// Compiles a snippet and reports what it does not even parse or bind.
/// </summary>
/// <remarks>
/// Worth asking before believing a generator found nothing: a snippet with a typo in it also
/// produces an empty result, and the two look exactly alike from the outside.
/// </remarks>
/// <param name="compilation">The compilation to check.</param>
/// <returns>The errors, each on its own line, or an empty string.</returns>
public static string ErrorsOf(Compilation compilation)
{
var errors = compilation.GetDiagnostics()
.Where(diagnostic => diagnostic.Severity is DiagnosticSeverity.Error)
.Select(diagnostic => diagnostic.ToString());
return string.Join(Environment.NewLine, errors);
}
/// <summary>
/// Runs one analyzer over a snippet.
/// </summary>
/// <param name="source">The C# source to analyze.</param>
/// <param name="analyzer">The analyzer to run.</param>
/// <returns>What the analyzer reported.</returns>
public static async Task<IReadOnlyList<Diagnostic>> AnalyzeAsync(string source, DiagnosticAnalyzer analyzer)
{
var compilation = Compile(source);
Assert.That(ErrorsOf(compilation), Is.Empty, "The snippet has to compile, or the analyzer is being asked about code which does not exist.");
var reported = await compilation.WithAnalyzers([analyzer]).GetAnalyzerDiagnosticsAsync();
return reported;
}
private static MetadataReference[] GatherReferences()
{
//
// The set the runtime resolves types from, which is exactly what this test assembly was
// built against: the framework, the NuGet packages, and the app itself.
//
if (AppContext.GetData("TRUSTED_PLATFORM_ASSEMBLIES") is not string assemblyPaths)
throw new InvalidOperationException("The test host did not say which assemblies it trusts, so no compilation can be built against them.");
return assemblyPaths
.Split(Path.PathSeparator)
.Where(path => path.EndsWith(".dll", StringComparison.OrdinalIgnoreCase) && File.Exists(path))
.Select(path => (MetadataReference) MetadataReference.CreateFromFile(path))
.ToArray();
}
}
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using AIStudio.Models.Matching;
using Microsoft.CodeAnalysis;
using SourceCodeRules.UsageAnalyzers;
namespace AIStudio.Tests.Models.Generation;
/// <summary>
/// Checks that a pattern which can never match is refused while compiling.
/// </summary>
/// <remarks>
/// A pattern carrying a capital letter, an underscore, or a space matches no model name, because
/// names are normalized before any rule sees them. At runtime that looks like nothing: the family
/// answers for nobody and its models quietly take the global default. MWAIS0013 turns it into a
/// build error, and these tests are what says that it actually recognizes the calls it is meant to.
/// </remarks>
[TestFixture]
public sealed class ModelPatternLiteralAnalyzerTests
{
/// <summary>
/// Patterns and whether the app considers them normalized, checked from both ends.
/// </summary>
/// <remarks>
/// The analyzer carries its own copy of the normalization, because it cannot reference the app.
/// This is the table which keeps the two honest: whatever MatchPattern.IsNormalized says at
/// runtime, the compile time rule has to say the same.
/// </remarks>
private static readonly string[] PATTERNS_TO_AGREE_ON =
[
"gpt-5.1", "qwen3.8-27b", "deepseek-r1", "yi", "01",
"GPT-5.1", "gpt_5", "gpt 5", "gpt--5", "-gpt-5", "gpt-5-", "Qwen3.8:27B", "___",
];
[Test]
public async Task APatternWrittenTheWayNamesArriveIsAccepted()
{
var reported = await AnalyzeAsync("""builder.Rule("gpt-5.1").AsPrefix();""");
Assert.That(reported, Is.Empty);
}
[TestCase("""builder.Rule("GPT-5.1");""", "gpt-5.1")]
[TestCase("""builder.Rule("gpt_5");""", "gpt-5")]
[TestCase("""builder.Rule("gpt 5");""", "gpt-5")]
[TestCase("""builder.Modifier("BASE");""", "base")]
[TestCase("""builder.Rule("gpt-5").AlsoContains("Codex");""", "codex")]
[TestCase("""builder.Rule("gpt-5").NotContains("Chat");""", "chat")]
[TestCase("""builder.Rule("gpt-5"); builder.Rule("gpt-5-mini").InheritsFrom("GPT-5");""", "gpt-5")]
public async Task APatternWhichCanNeverMatchIsRefusedAndTheRightSpellingIsNamed(string statements, string expectedSpelling)
{
var reported = await AnalyzeAsync(statements);
Assert.Multiple(() =>
{
Assert.That(reported, Has.Count.EqualTo(1));
Assert.That(reported.FirstOrDefault()?.Id, Is.EqualTo("MWAIS0013"));
Assert.That(reported.FirstOrDefault()?.GetMessage(), Does.Contain($"write it as \"{expectedSpelling}\""));
});
}
[Test]
public async Task APatternOfWhichNothingSurvivesSaysThatInsteadOfSuggestingAnEmptyOne()
{
var reported = await AnalyzeAsync("""builder.Rule("___");""");
Assert.Multiple(() =>
{
Assert.That(reported, Has.Count.EqualTo(1));
Assert.That(reported.FirstOrDefault()?.GetMessage(), Does.Contain("nothing of it survives"));
});
}
[Test]
public async Task APatternWrittenOnceAsAConstantIsCheckedToo()
{
var reported = await AnalyzeAsync("""const string THE_PATTERN = "GPT-5"; builder.Rule(THE_PATTERN);""");
Assert.That(reported, Has.Count.EqualTo(1));
}
[Test]
public async Task TextWhichIsNotAPatternIsLeftAlone()
{
//
// A tokenizer is named the way its vendor names it, and o200k_base carries an underscore
// because OpenAI writes it that way. An analyzer which cannot tell the two kinds of string
// apart would make it impossible to state the truth.
//
var reported = await AnalyzeAsync("""builder.Rule("gpt-5.1").Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");""");
Assert.That(reported, Is.Empty);
}
[Test]
public async Task TheCompileTimeRuleAndTheRuntimeCheckNeverDisagree()
{
foreach (var pattern in PATTERNS_TO_AGREE_ON)
{
var reported = await AnalyzeAsync($"""builder.Rule("{pattern}");""");
var acceptedWhileCompiling = reported.Count is 0;
Assert.That(acceptedWhileCompiling, Is.EqualTo(MatchPattern.IsNormalized(pattern)), $"The two normalizations disagree about \"{pattern}\".");
}
}
private static async Task<IReadOnlyList<Diagnostic>> AnalyzeAsync(string statements)
{
var source =
$$"""
using System;
using AIStudio.Models;
namespace Sample;
public sealed class SampleFamily : ModelFamily
{
public override ModelVendor Vendor => ModelVendor.OPEN_AI;
public override ModelSource Source => new("https://example.invalid", new DateOnly(2026, 9, 11), "a note");
protected override void Declare(ModelFamilyBuilder builder)
{
{{statements}}
}
}
""";
return await CompilationHarness.AnalyzeAsync(source, new ModelPatternLiteralAnalyzer());
}
}
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using AIStudio.Models.Registry;
using Microsoft.CodeAnalysis;
using Microsoft.CodeAnalysis.CSharp;
using SourceGeneratedMappings;
namespace AIStudio.Tests.Models.Generation;
/// <summary>
/// Checks that adding a family is one action, and that nothing else is needed to make it count.
/// </summary>
/// <remarks>
/// The whole point of generating the registry is that nobody has to remember a list. If the
/// generator misses a family, the family answers for nothing, its models fall into the global
/// default, and they look unremarkable rather than broken -- which is the hardest kind of defect to
/// notice. So the generator is asked directly, against source written for the purpose.
/// </remarks>
[TestFixture]
public sealed class ModelRegistryGeneratorTests
{
/// <summary>
/// Two families, one of them two levels down, one host, and an abstract class in between.
/// </summary>
private const string TWO_FAMILIES_AND_A_HOST =
"""
using System;
using AIStudio.Models;
using AIStudio.Models.Hosting;
using AIStudio.Models.Matching;
using AIStudio.Provider;
namespace Sample;
public abstract class HalfAFamily : ModelFamily
{
public override ModelVendor Vendor => ModelVendor.OPEN_AI;
public override ModelSource Source => new("https://example.invalid/half", new DateOnly(2026, 9, 11), "a note");
}
public sealed class SecondFamily : HalfAFamily
{
protected override void Declare(ModelFamilyBuilder builder) => builder.Rule("second");
}
public sealed class FirstFamily : ModelFamily
{
public override ModelVendor Vendor => ModelVendor.ANTHROPIC;
public override ModelSource Source => new("https://example.invalid/first", new DateOnly(2026, 9, 11), "a note");
protected override void Declare(ModelFamilyBuilder builder) => builder.Rule("first");
}
public sealed class SampleHost : IModelHost
{
public LLMProviders Provider => LLMProviders.NONE;
public ModelSource Source => new("https://example.invalid/host", new DateOnly(2026, 9, 11), "a note");
public bool TryUnwrap(in ModelId id, out ModelId inner, out ModelVendor? declaredVendor)
{
inner = id;
declaredVendor = null;
return false;
}
public ModelProfile ApplyTransport(in ModelProfile profile) => profile;
}
""";
/// <summary>
/// A family the registry cannot create, because it asks for something to be handed in.
/// </summary>
private const string A_FAMILY_NEEDING_AN_ARGUMENT =
"""
using System;
using AIStudio.Models;
namespace Sample;
public sealed class DemandingFamily(int somethingItNeeds) : ModelFamily
{
public override ModelVendor Vendor => ModelVendor.OPEN_AI;
public override ModelSource Source => new("https://example.invalid/demanding", new DateOnly(2026, 9, 11), $"needs {somethingItNeeds}");
protected override void Declare(ModelFamilyBuilder builder) => builder.Rule("demanding");
}
""";
[Test]
public void EveryFamilyIsFoundWithoutBeingAddedToAnything()
{
var generated = Generate(TWO_FAMILIES_AND_A_HOST, out _, out _);
Assert.Multiple(() =>
{
Assert.That(generated, Does.Contain("new global::Sample.FirstFamily()"));
Assert.That(generated, Does.Contain("new global::Sample.SecondFamily()"), "A family which inherits through another class is still a family.");
Assert.That(generated, Does.Contain("new global::Sample.SampleHost()"));
});
}
[Test]
public void AClassWhichCannotBeAFamilyOnItsOwnIsNotRegistered()
{
var generated = Generate(TWO_FAMILIES_AND_A_HOST, out _, out _);
Assert.That(generated, Does.Not.Contain("HalfAFamily"));
}
[Test]
public void TheRegistryIsWrittenInTheSameOrderEveryTime()
{
//
// The order syntax nodes are visited in is not something a shipped file may depend on: the
// same sources have to produce the same bytes, or a rebuild shows up as a change.
//
var generated = Generate(TWO_FAMILIES_AND_A_HOST, out _, out _);
Assert.That(generated.IndexOf("Sample.FirstFamily", StringComparison.Ordinal), Is.LessThan(generated.IndexOf("Sample.SecondFamily", StringComparison.Ordinal)));
}
[Test]
public void WhatIsGeneratedCompiles()
{
Generate(TWO_FAMILIES_AND_A_HOST, out var updated, out _);
Assert.That(CompilationHarness.ErrorsOf(updated), Is.Empty);
}
[Test]
public void AnAssemblyWithoutAnyFamiliesStillGetsARegistry()
{
//
// Otherwise the registry would fail to compile in exactly the situation where somebody is
// about to write their first family.
//
var generated = Generate("namespace Sample;\n\npublic sealed class NothingToDoWithModels;", out var updated, out _);
Assert.Multiple(() =>
{
Assert.That(generated, Does.Contain("public static class ModelRegistrations"));
Assert.That(CompilationHarness.ErrorsOf(updated), Is.Empty);
});
}
[Test]
public void AFamilyTheRegistryCannotCreateIsReportedRatherThanSkippedQuietly()
{
var generated = Generate(A_FAMILY_NEEDING_AN_ARGUMENT, out _, out var diagnostics);
var reported = diagnostics.Where(diagnostic => diagnostic.Id is "MDR001").ToList();
Assert.Multiple(() =>
{
Assert.That(reported, Has.Count.EqualTo(1));
Assert.That(reported.FirstOrDefault()?.GetMessage(), Does.Contain("DemandingFamily"));
Assert.That(generated, Does.Not.Contain("DemandingFamily"));
});
}
[Test]
public void TheAppItselfHasARegistryTheGeneratorWrote()
{
//
// The tests above run the generator by hand. This one asks whether it also ran while the app
// was built, which is a different question and the one that actually matters.
//
Assert.Multiple(() =>
{
Assert.That(ModelRegistrations.CreateFamilies(), Is.Not.Null);
Assert.That(ModelRegistrations.CreateHosts(), Is.Not.Null);
});
}
private static string Generate(string source, out Compilation updated, out IReadOnlyList<Diagnostic> diagnostics)
{
var compilation = CompilationHarness.Compile(source);
Assert.That(CompilationHarness.ErrorsOf(compilation), Is.Empty, "The snippet has to compile, or the generator is being asked about code which does not exist.");
var driver = CSharpGeneratorDriver.Create(new ModelRegistryGenerator().AsSourceGenerator());
var afterwards = driver.RunGeneratorsAndUpdateCompilation(compilation, out updated, out var reported);
diagnostics = reported;
return afterwards.GetRunResult().Results.Single().GeneratedSources.Single().SourceText.ToString();
}
}