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Added IONOS as a provider and unified how providers sort their model lists (#941)
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namespace AIStudio.Provider;
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/// <summary>
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/// Determines what kind of model we are dealing with, based on its name.
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/// </summary>
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/// <remarks>
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/// Many providers serve every kind of model through one models endpoint, without telling us what
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/// kind each model is. Before this class existed, every provider carried its own list of name
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/// fragments to sort those models apart. Those lists disagreed with each other: a model like
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/// nomic-embed-text was recognized as an embedding model by some providers, while others offered it
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/// as a chat model. The knowledge about model families is the same for all providers, so it lives
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/// here now.
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///
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/// This class recognizes what a model is NOT made for. Everything we do not recognize is reported as
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/// a chat model. That direction matters: when a provider adds a model family we have never seen, the
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/// user still gets to use it. Getting it wrong the other way around would hide a model the user is
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/// paying for.
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///
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/// What this class must not become is a place for provider-specific knowledge. That a model called
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/// "codestral" is a fill-in-the-middle model at Mistral, or that Alibaba's chat models all start
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/// with a "q", is true for that one provider only. Such rules stay in the provider.
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/// </remarks>
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public static class ModelKindExtensions
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{
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//
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// Reranking is checked before embedding: rerankers are commonly named after the embedding model
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// they belong to, e.g. Qwen3-VL-Reranker-8B next to Qwen3-VL-Embedding-8B.
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//
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private static readonly string[] RERANKING_MARKERS = ["rerank"];
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private static readonly string[] EMBEDDING_MARKERS = ["embed", "bge", "mpnet", "paraphrase", "sentence-transformers", "gte-", "e5-", "gritlm"];
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//
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// The models from before chat completions existed. Providers keep offering some of them, and
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// Helmholtz Blablador still reports 'text-davinci-003', but asking any of them for a chat
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// completion fails. We deliberately do not look for 'ada' here: three letters appear in far too
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// many unrelated model names, and losing a chat model weighs heavier than keeping a dead one.
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//
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private static readonly string[] TEXT_COMPLETION_MARKERS = ["davinci", "babbage", "curie", "gpt-3.5-turbo-instruct"];
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private static readonly string[] IMAGE_GENERATION_MARKERS = ["flux", "stable-diffusion", "sdxl", "dall-e", "midjourney", "gpt-image"];
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//
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// Voxtral is marketed as an audio model which understands speech, so one could expect it to work
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// in a chat as well. It does not: asking Mistral for a chat completion with 'voxtral-mini-latest'
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// is answered with 'Invalid model'. Voxtral therefore belongs here, next to the models which do
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// nothing but transcribe.
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//
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private static readonly string[] TRANSCRIPTION_MARKERS = ["whisper", "-transcribe", "wav2vec", "parakeet", "voxtral"];
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private static readonly string[] SPEECH_SYNTHESIS_MARKERS = ["-tts", "tts-", "-speech", "speech-"];
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private static readonly string[] OCR_MARKERS = ["ocr"];
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private static readonly string[] MODERATION_MARKERS = ["moderation", "guard"];
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/// <summary>
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/// Determines what kind of model this is, based on its name.
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/// </summary>
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/// <param name="model">The model to inspect.</param>
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/// <returns>The recognized kind, or ModelKind.CHAT when we recognize no other kind.</returns>
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public static ModelKind DetermineKind(this Model model)
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{
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if (string.IsNullOrWhiteSpace(model.Id) || model.IsSystemModel)
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return ModelKind.CHAT;
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if (HasAnyMarker(model.Id, RERANKING_MARKERS))
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return ModelKind.RERANKING;
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if (HasAnyMarker(model.Id, EMBEDDING_MARKERS))
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return ModelKind.EMBEDDING;
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if (HasAnyMarker(model.Id, TEXT_COMPLETION_MARKERS))
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return ModelKind.TEXT_COMPLETION;
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if (HasAnyMarker(model.Id, IMAGE_GENERATION_MARKERS))
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return ModelKind.IMAGE_GENERATION;
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if (HasAnyMarker(model.Id, TRANSCRIPTION_MARKERS))
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return ModelKind.TRANSCRIPTION;
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if (HasAnyMarker(model.Id, SPEECH_SYNTHESIS_MARKERS))
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return ModelKind.SPEECH_SYNTHESIS;
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if (HasAnyMarker(model.Id, OCR_MARKERS))
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return ModelKind.OCR;
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if (HasAnyMarker(model.Id, MODERATION_MARKERS))
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return ModelKind.MODERATION;
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return ModelKind.CHAT;
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}
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/// <summary>
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/// Checks whether this model can be used for chatting.
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/// </summary>
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/// <param name="model">The model to check.</param>
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/// <returns>True, when the model is a chat model or when we recognize no other kind.</returns>
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public static bool IsChatModel(this Model model) => model.DetermineKind() is ModelKind.CHAT;
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/// <summary>
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/// Checks whether this model creates embeddings.
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/// </summary>
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/// <param name="model">The model to check.</param>
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/// <returns>True, when the model is an embedding model.</returns>
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public static bool IsEmbeddingModel(this Model model) => model.DetermineKind() is ModelKind.EMBEDDING;
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private static bool HasAnyMarker(string modelId, string[] markers)
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{
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foreach (var marker in markers)
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if (modelId.Contains(marker, StringComparison.OrdinalIgnoreCase))
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return true;
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return false;
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}
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}
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