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model

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  1. 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...
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  2. 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...

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  3. 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...

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  4. 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...

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  5. 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...

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  6. GpuLayers|Documentation

    Number of Model layers to offload to GPU in Aspose.LLM for .NET — 0 for CPU-only, 999 for full offload, partial for memory-tight GPUs.... N (where 1 ≤ N < model’s layer count) Partial offload...offload. First N layers on GPU. ≥ model's layer count (idiomatic 999...

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  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...
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  8. Summarize a Document|Aspose.Words for C++

    Summarize a document. Aspose.Words for C++ simplifies document summarization using OpenAI and Google AI Models by allowing you to specify the summary length....summarization using AI‑powered models, making it easier to process...advanced generative language models from OpenAI and Google , as...

    docs.aspose.com/words/cpp/summarize-a-document/
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  9. AiModel.summarize method | Aspose.Words for Python

    aspose.words.ai.AiModel.summarize method...leverages the connected AI model for content processing. def...method utilizes the connected AI model for processing each document...

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  10. 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 ::...

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