AI-Studio/app/MindWork AI Studio/Models/ModelProfile.cs
Thorsten Sommer d85b4e71b6
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Rebuilt how AI Studio knows what a model can do (#960)
2026-09-13 14:17:25 +02:00

113 lines
5.2 KiB
C#

using AIStudio.Provider;
namespace AIStudio.Models;
/// <summary>
/// Everything the app knows about one model.
/// </summary>
/// <remarks>
/// This is the answer the registry gives, and it is a struct on purpose. The question is asked from
/// inside components which re-render on every streamed chunk, so an answer which allocates a list
/// each time is an answer asked too often. Testing a capability is one bit test here, and because
/// the value cannot be changed after it was built, the same answer can be handed to every caller.
///
/// The reasoning question is answered by the Reasoning field alone. The three reasoning members of
/// the capability enum are override vocabulary and are never part of Capabilities, so that the
/// contradictory combinations of them cannot be expressed in a result at all.
/// </remarks>
public readonly record struct ModelProfile
{
/// <summary>
/// The three capability members which say something about reasoning.
/// </summary>
/// <remarks>
/// They are the vocabulary a person writes an override in, not something a profile carries.
/// Kept here as one value so that the rule engine, the tests, and the verification run all mean
/// the same three members by it.
/// </remarks>
public const Capability REASONING_VOCABULARY = Capability.OPTIONAL_REASONING | Capability.ALWAYS_REASONING | Capability.REASONING_BY_DEFAULT;
/// <summary>
/// What we know about a model nobody has written a rule for.
/// </summary>
/// <remarks>
/// Nothing, which is what the default value of this type says already. Note that this still
/// reports the model as a chat model: that is the deliberate fallback of ModelKind, because a
/// model we fail to recognize has to stay visible to the user rather than disappear.
/// </remarks>
public static readonly ModelProfile UNKNOWN = new();
/// <summary>
/// What the app assumes about a model when no rule says anything about it.
/// </summary>
/// <remarks>
/// Hugging Face alone carries more than a hundred thousand models, so falling through here is
/// the normal case rather than a gap somebody forgot to close. The assumption describes what an
/// instruction-tuned model of the last few years does: it reads and writes text, it speaks the
/// chat completion API, and it calls functions.
///
/// Tool calling is the part that was weighed rather than observed. Counted over the corpus, 17
/// of the models which reach this answer would be described wrongly without it and 8 with it --
/// and those 8 are named, in WithoutToolCallingFamily. A model that is offered tools it cannot
/// use fails visibly, and the person turns tool calling off in the expert settings; a model
/// that is never offered any fails invisibly, because nothing ever asks it. On top of that, a
/// model released from here on is far more likely to call functions than not.
///
/// This is the whole assumption. Everything else stays unknown on purpose: a context window
/// nobody stated is not 4096 tokens, and a model whose name says nothing about images does not
/// get image input for free -- that is what the expert settings and the model plugins are for.
/// </remarks>
public static readonly ModelProfile ASSUMED = new()
{
Capabilities = Capability.TEXT_INPUT | Capability.TEXT_OUTPUT | Capability.CHAT_COMPLETION_API | Capability.FUNCTION_CALLING,
};
/// <summary>
/// What the model can do.
/// </summary>
public Capability Capabilities { get; init; }
/// <summary>
/// How the model reasons.
/// </summary>
public ReasoningSupport Reasoning { get; init; }
/// <summary>
/// What the model is made for.
/// </summary>
public ModelKind Kind { get; init; }
/// <summary>
/// How much the model can read and write in one conversation.
/// </summary>
public ContextWindow Context { get; init; }
/// <summary>
/// Which tokenizer counts this model's tokens.
/// </summary>
public TokenizerRef Tokenizer { get; init; }
/// <summary>
/// How many images the model accepts.
/// </summary>
public ImageLimits Images { get; init; }
/// <summary>
/// Whether the model has every one of the given capabilities.
/// </summary>
/// <remarks>
/// Asking for no capability at all is a mistake rather than a question with a trivial answer,
/// which is why it says no: without that, a variable which happens to hold NONE would report
/// every model as able to do it.
/// </remarks>
/// <param name="capability">One capability, or several combined with the or operator.</param>
/// <returns>True, when the model has all of them.</returns>
public bool Has(Capability capability) => capability is not Capability.NONE && (this.Capabilities & capability) == capability;
/// <summary>
/// Whether the model has at least one of the given capabilities.
/// </summary>
/// <param name="capabilities">Several capabilities combined with the or operator.</param>
/// <returns>True, when the model has any of them.</returns>
public bool HasAny(Capability capabilities) => (this.Capabilities & capabilities) is not Capability.NONE;
}