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Port the remaining open weights we decided to name
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@@ -1,4 +1,3 @@
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using AIStudio.Models;
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using AIStudio.Models.Registry;
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using AIStudio.Provider;
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using AIStudio.Tests.Models.Corpus;
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@@ -6,86 +5,32 @@ using AIStudio.Tests.Models.Corpus;
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namespace AIStudio.Tests.Models;
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/// <summary>
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/// Holds the rebuilt rules against the old ones, provider by provider, as the porting proceeds.
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/// Holds the rebuilt rules against the old ones, over the whole corpus.
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/// </summary>
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/// <remarks>
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/// This is the test the whole rebuild is being carried by. For every provider already ported, the
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/// new rules have to answer exactly what the old ones answer -- except where the audit found the
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/// old answer wrong, and there they have to answer what was written down instead. Anything else is
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/// either a porting mistake or a decision somebody has to make on purpose and record.
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/// This is the test the whole rebuild is being carried by. Every model the new rules answer for has
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/// to be answered exactly the way the old ones answer it -- except where the audit found the old
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/// answer wrong, and there it has to be answered the way ExpectedChanges says instead. Anything
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/// else is either a porting mistake or a decision somebody has to make on purpose and record.
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///
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/// The two lists below are what grow. A provider not on either is simply not compared yet: its
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/// models reach rules which have not been written, and holding them to anything would only say
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/// that.
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/// While the porting was under way, this was scoped by two growing lists: first the providers whose
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/// models had rules, then the vendors, because open weights arrive through gateways which serve
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/// everybody. Both are gone now that every family exists. What is left is simpler and says more:
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/// whatever a rule answers is compared, and whatever no rule answers has to stand in
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/// LeftToTheDefault with a reason.
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/// </remarks>
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[TestFixture]
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public sealed class PortingDifferenceTests
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{
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/// <summary>
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/// The providers whose models the rebuilt rules already answer for.
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/// </summary>
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/// <remarks>
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/// A vendor's own cloud comes first, because there a name arrives the way its vendor writes it.
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/// The gateways and the self-hosted engines come last: they serve everybody's models, so they
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/// are only fully answerable once everybody has been ported.
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/// </remarks>
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private static readonly IReadOnlyList<LLMProviders> PROVIDERS_ALREADY_PORTED =
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[
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LLMProviders.OPEN_AI,
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LLMProviders.ANTHROPIC,
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LLMProviders.GOOGLE,
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LLMProviders.MISTRAL,
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LLMProviders.ALIBABA_CLOUD,
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LLMProviders.DEEP_SEEK,
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LLMProviders.PERPLEXITY,
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LLMProviders.X,
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];
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/// <summary>
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/// The vendors whose models the rebuilt rules already answer for, whoever serves them.
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/// </summary>
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/// <remarks>
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/// Open weights are the reason this list exists next to the one above. They arrive through the
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/// gateways and the local engines, and none of those can be called ported until every vendor
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/// they carry is. The vendor is the unit the porting actually proceeds in: as soon as the Llama
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/// rules exist, every Llama of the corpus is compared, whichever gateway it came from.
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///
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/// It is also what finally holds the cloud vendors to their models on somebody else's gateway,
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/// which the provider list alone never reached: a Claude at GWDG and a DeepSeek distill at
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/// OpenRouter are compared here, not at Anthropic and not at DeepSeek.
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///
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/// Only vendors, never UNKNOWN: that is what a model nobody wrote a rule for answers with, and
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/// putting it here would compare everything against everything.
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/// </remarks>
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private static readonly IReadOnlyList<ModelVendor> VENDORS_ALREADY_PORTED =
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[
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ModelVendor.OPEN_AI,
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ModelVendor.ANTHROPIC,
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ModelVendor.GOOGLE,
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ModelVendor.MISTRAL_AI,
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ModelVendor.ALIBABA,
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ModelVendor.DEEP_SEEK,
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ModelVendor.PERPLEXITY,
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ModelVendor.XAI,
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ModelVendor.META,
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ModelVendor.Z_AI,
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ModelVendor.MICROSOFT,
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ModelVendor.NVIDIA,
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];
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/// <summary>
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/// Who built the models of each family, by the name its rules name as their origin.
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/// </summary>
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private static readonly IReadOnlyDictionary<string, ModelVendor> VENDOR_OF_FAMILY = ModelRegistry.Shared.Families.ToDictionary(family => family.Name, family => family.Vendor, StringComparer.Ordinal);
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[Test]
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public void EveryPortedModelGetsExactlyTheAnswerItGetsToday()
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public void EveryModelTheRulesAnswerForGetsExactlyTheAnswerItGetsToday()
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{
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var compared = ComparableEntries().Where(entry => !IsKnownToBeWrong(entry)).ToList();
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var compared = ModelCorpus.ENTRIES.Where(IsAnswered).Where(entry => !IsKnownToBeWrong(entry)).ToList();
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Assert.Multiple(() =>
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{
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Assert.That(compared, Is.Not.Empty, "Nothing was compared at all, which would make this test green for the wrong reason.");
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foreach (var entry in compared)
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{
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var today = CapabilitySnapshot.Describe(CapabilitySnapshot.AskTheCurrentRules(entry));
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@@ -97,15 +42,15 @@ public sealed class PortingDifferenceTests
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}
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[Test]
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public void EveryPortedModelTheAuditFoundWrongIsNowAnsweredTheWayItShouldBe()
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public void EveryModelTheAuditFoundWrongIsNowAnsweredTheWayItShouldBe()
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{
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var ported = ExpectedChanges.ENTRIES.Where(change => IsCompared(change.Provider, change.ModelId)).ToList();
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var corrected = ExpectedChanges.ENTRIES.Where(change => IsAnswered(change.Provider, change.ModelId)).ToList();
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Assert.Multiple(() =>
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{
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Assert.That(ported, Is.Not.Empty, "No ported provider has an entry the audit found wrong, so this test proves nothing. Check the list of ported providers.");
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Assert.That(corrected, Is.Not.Empty, "Nothing the audit found wrong is answered by a rule at all, which would make this test green for the wrong reason.");
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foreach (var change in ported)
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foreach (var change in corrected)
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{
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var entry = new CorpusEntry(change.Provider, change.ModelId, CorpusOrigin.NAMED_BY_NO_RULE);
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var rebuilt = CapabilitySnapshot.Describe(RebuiltRules.Ask(entry));
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@@ -116,35 +61,43 @@ public sealed class PortingDifferenceTests
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}
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[Test]
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public void EveryPortedModelIsAnsweredByARuleRatherThanFallingThrough()
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public void EveryModelOfTheCorpusIsEitherAnsweredByARuleOrLeftToTheDefaultOnPurpose()
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{
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//
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// Comparing answers alone cannot catch this. A model nobody wrote a rule for gets an empty
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// profile, and where the old answer was empty too, the comparison is happy -- while the
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// model has in fact disappeared from the rules. This is the test which notices.
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// Comparing answers alone cannot catch a model falling through. It gets an empty profile,
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// the global default answers for it, and nothing about that looks wrong from the outside --
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// a family nobody got round to and a family nobody wanted are both simply missing. This is
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// the test which makes the difference visible, by asking for the reason.
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//
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// Only the ported providers, and on purpose: a model is on the vendor list exactly because
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// a rule answered for it, so asking those the same question would answer itself.
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var fallenThrough = ModelCorpus.ENTRIES
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.Where(entry => !IsAnswered(entry))
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.Where(entry => !IsLeftToTheDefault(entry))
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.Select(entry => $"{entry.Provider} \"{entry.ModelId}\"");
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Assert.That(fallenThrough, Is.Empty, "No rule answers for these, and nothing says that is on purpose. Write a family for them, or put them into LeftToTheDefault with the reason.");
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}
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[Test]
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public void NothingLeftToTheDefaultIsAnsweredByARuleAfterAll()
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{
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//
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var named = EntriesOfPortedProviders().Where(entry => !string.IsNullOrWhiteSpace(entry.ModelId)).ToList();
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// The other direction, so the list cannot rot: once a family is written, the models it
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// answers for have no business standing among the ones nobody wrote a rule for.
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//
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var answeredAfterAll = LeftToTheDefault.ENTRIES
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.Where(left => IsAnswered(left.Provider, left.ModelId))
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.Select(left => $"{left.Provider} \"{left.ModelId}\"");
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Assert.Multiple(() =>
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{
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Assert.That(named, Is.Not.Empty, "Nothing was asked about at all, which would make this test green for the wrong reason.");
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foreach (var entry in named)
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Assert.That(ModelRegistry.Shared.Explain(entry.Provider, entry.ModelId).IsKnown, Is.True, $"No rule answers for {entry.Provider} \"{entry.ModelId}\".");
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});
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Assert.That(answeredAfterAll, Is.Empty, "A rule answers for these now, so they can be taken off the list of models left to the default.");
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}
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[Test]
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public void NoModelOfTheCorpusIsClaimedByTwoRulesWithTheSameRight()
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{
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//
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// The whole corpus, ported or not: a tie needs two rules that both exist, so every name is
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// worth asking about as soon as anything answers for it. This is where a family which
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// repeats what another one already said shows up -- reading the rules alone cannot find
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// that, because the two patterns are written differently and only meet on a real name.
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// Two rules of the same specificity which can both match one name are a mistake, not a coin
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// toss. Reading the rules alone cannot find it -- the two patterns are written differently
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// and only meet on a real name, which is what the corpus is full of.
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//
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Assert.Multiple(() =>
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{
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@@ -158,36 +111,26 @@ public sealed class PortingDifferenceTests
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}
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/// <summary>
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/// Every corpus entry of a provider which has been ported, known-wrong ones included.
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/// Whether any rule knows this model.
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/// </summary>
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/// <returns>The entries.</returns>
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private static IEnumerable<CorpusEntry> EntriesOfPortedProviders() => ModelCorpus.ENTRIES.Where(entry => PROVIDERS_ALREADY_PORTED.Contains(entry.Provider));
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/// <param name="entry">The corpus entry to ask about.</param>
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/// <returns>True, when a rule answers for it.</returns>
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private static bool IsAnswered(CorpusEntry entry) => IsAnswered(entry.Provider, entry.ModelId);
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/// <summary>
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/// Every corpus entry the rebuilt rules are already meant to answer for.
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/// </summary>
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/// <returns>The entries.</returns>
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private static IEnumerable<CorpusEntry> ComparableEntries() => ModelCorpus.ENTRIES.Where(entry => IsCompared(entry.Provider, entry.ModelId));
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/// <summary>
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/// Whether the rebuilt rules are held to what the old ones answer for this model.
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/// Whether any rule knows this model.
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/// </summary>
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/// <param name="provider">Who serves the model.</param>
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/// <param name="modelId">The model ID as that provider reports it.</param>
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/// <returns>True, when the two answers have to agree.</returns>
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private static bool IsCompared(LLMProviders provider, string modelId) => PROVIDERS_ALREADY_PORTED.Contains(provider) || VENDORS_ALREADY_PORTED.Contains(VendorAnswering(provider, modelId));
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/// <returns>True, when a rule answers for it.</returns>
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private static bool IsAnswered(LLMProviders provider, string modelId) => ModelRegistry.Shared.Explain(provider, modelId).IsKnown;
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/// <summary>
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/// Whose rules answered for a model, as far as any did.
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/// Whether this model reaches the global default because somebody decided it may.
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/// </summary>
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/// <param name="provider">Who serves the model.</param>
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/// <param name="modelId">The model ID as that provider reports it.</param>
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/// <returns>The vendor of the family whose rule chose, or UNKNOWN when none did.</returns>
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private static ModelVendor VendorAnswering(LLMProviders provider, string modelId)
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{
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var selector = ModelRegistry.Shared.Explain(provider, modelId).Selector;
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return selector is null ? ModelVendor.UNKNOWN : VENDOR_OF_FAMILY.GetValueOrDefault(selector.Origin, ModelVendor.UNKNOWN);
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}
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/// <param name="entry">The corpus entry to look up.</param>
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/// <returns>True, when it stands in the list of models left to the default.</returns>
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private static bool IsLeftToTheDefault(CorpusEntry entry) => LeftToTheDefault.ENTRIES.Any(left => left.Provider == entry.Provider && string.Equals(left.ModelId, entry.ModelId, StringComparison.Ordinal));
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/// <summary>
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/// Whether the audit found the current answer for this entry wrong.
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