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Porting this model for use in C#

  • Example of use in C#:

    using AI.DataPrepaire.DataLoader.NNWBlockLoader;
    using AI.DataStructs.Algebraic;
    using AI.ONNX.NLP.Bert;
    
    
    string path = "SbertDistilAIFr";
    // Загрузка модели Bert
    BertEmbedder embedder = BertEmbedder.FromPretrained(path);
    // Добавление последнего(линейного) слоя
    LinearLayerLoader linearLayer = LinearLayerLoader.LoadFromBinary(@$"{path}\1_Linear\model.aifr");
    embedder.V2VBlocks.Add(linearLayer);
    
    // Векторизация предложений
    Vector vects1 = embedder.ForwardSBert("Kittens love milk");
    Vector vects2 = embedder.ForwardSBert("Visual Studio Code (VS Code) — текстовый редактор, разработанный Microsoft для Windows, Linux и macOS.");
    Vector vects3 = embedder.ForwardSBert("Visual Studio Code, also commonly referred to as VS Code,[12] is a source-code editor developed by Microsoft for Windows, Linux and macOS.");
    Vector vects1_rus = embedder.ForwardSBert("Котята любят молоко");
    
    // Рассчет близости между текстами
    Console.WriteLine(vects1.Cos(vects1_rus));
    Console.WriteLine(vects1.Cos(vects2));
    Console.WriteLine(vects2.Cos(vects3));
    Console.WriteLine(vects1.Cos(vects3));
    Console.ReadKey();
    
  • Network output

0.8312274467817271
0.18402859300814606
0.9556528309990797
0.14738954582438052
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Datasets used to train FractalGPT/SbertDistilAIFr