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  1. Session file portability|Documentation

    When you can safely move a saved Aspose.LLM for .NET chat session between machines, versions, and Models — and what breaks compatibility....SDK versions, or different models is a different story. This...side within the same major. Model file Same Hugging Face repository...

    docs.aspose.com/llm/net/developer-reference/ses...
  2. AttentionType|Documentation

    Causal vs non-causal attention in Aspose.LLM for .NET — standard chat uses Causal; embedding workflows may use NonCausal....chat models use causal attention; some embedding models use non-causal...AttentionType? enum Default null (use model default) Values Unspecified...

    docs.aspose.com/llm/net/developer-reference/par...
  3. AsposeModelId|Documentation

    Second-priority Model source in Aspose.LLM for .NET — identifier into Aspose's internal Model catalog; used when ModelFilePath is unset....identifier into Aspose’s internal model catalog hosted at releases.aspose...Hugging Face fields) Category Model source Field on ModelSourceParameter...

    docs.aspose.com/llm/net/developer-reference/par...
  4. OpenAiModel.with_project method | Aspose.Words ...

    OpenAiModel.with_project method. Sets a specified Project to the Model....a specified Project to the model. def with_project ( self , project_id...text using OpenAI and Google models. first_doc = aw . Document...

    reference.aspose.com/words/python-net/aspose.wo...
  5. AiModel.WithApiKey | Aspose.Words for .NET

    Unlock the power of AiModel with the WithApiKey method. Effortlessly set your API key for enhanced functionality and seamless integration....a specified API key to the model. public AiModel WithApiKey (...text using OpenAI and Google models. Document firstDoc = new Document...

    reference.aspose.com/words/net/aspose.words.ai/...
  6. CheckTensors|Documentation

    Validate Model tensor data on load in Aspose.LLM for .NET — adds startup time; use when suspecting corrupt GGUF....catches corrupted or truncated models early — cleaner than a mysterious...(false — no validation) Category Model loading Field on ModelInferenceParame...

    docs.aspose.com/llm/net/developer-reference/par...
  7. Multimodal context parameters|Documentation

    Configure the mtmd (multimodal) context in Aspose.LLM for .NET — GPU offload for the vision projector, timing diagnostics, thread count, verbosity, and media marker.... The base text model is configured by ContextParameters...the GPU alongside the base model. The mmproj is typically small...

    docs.aspose.com/llm/net/developer-reference/par...
  8. Aspose::Words::AI::OpenAiModel::WithProject met...

    Aspose::Words::AI::OpenAiModel::WithProject method. Sets a specified Project to the Model in C++....a specified Project to the model. System :: SharedPtr < Aspose...text using OpenAI and Google models. auto firstDoc = System ::...

    reference.aspose.com/words/cpp/aspose.words.ai/...
  9. EnableInfill|Documentation

    Fill-in-the-middle infill sampler in Aspose.LLM for .NET — specialized mode for code completion Models that support it.... Only useful for models trained for FIM (code-completion-oriented)...(Fill-in-the-Middle) pattern used by code models trained with FIM tokens (for...

    docs.aspose.com/llm/net/developer-reference/par...
  10. AI驱动功能|Documentation

    本文为使用AI驱动功能处理电子表格文件的逐步指南。... Configure AI Model To start using Cells AI, you...set up an AI model. You can either create a new model or use one...

    docs.aspose.com/cells/zh/net/ai-powered-features/