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  1. How-to recipes|Documentation

    Short focused recipes for Aspose.LLM for .NET — Model picking, quantization primer, speed-vs-quality tuning, cancellation, first-token latency, memory estimation....want… Go to A decision (which model, which quantization, what settings)...Choosing your setup Select a model by task — decision table over...

    docs.aspose.com/llm/net/how-to/
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  2. Aspose::Words::AI::SummarizeOptions class | Asp...

    Aspose::Words::AI::SummarizeOptions class. Allows to specify various options for summarizing document content in C++....text using OpenAI and Google models. auto firstDoc = System ::...Google generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  3. Summarize a Document|Aspose.Words for .NET

    Summarize a document. Aspose.Words for .NET 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/net/summarize-a-document/
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  4. Self-hosted LLM Aspose.Words for .NET | Self-ho...

    Aspose.Words for .NET supports for self-hosted LLMs, enabling secure, flexible, and cost-efficient AI document processing without third-party APIs....self-hosted Large Language Models (LLMs) for AI-enhanced document...infrastructure Cost Control : Host models on your own hardware, avoiding...

    blog.aspose.com/words/self-hosted-llm-aspose-wo...
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  5. Aspose::Words::AI::AiModel::CheckGrammar method...

    Aspose::Words::AI::AiModel::CheckGrammar method. Checks grammar of the provided document. This operation leverages the connected AI Model for checking grammar of document in C++....leverages the connected AI model for checking grammar of document...OpenAI generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  6. Summarize a Document|Aspose.Words for Node.js v...

    Summarize a document. Aspose.Words for Node.js simplifies document summarization using OpenAI, Google and Anthropic 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 , Google and Anthropic...

    docs.aspose.com/words/nodejs-net/summarize-a-do...
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  7. Programming with Documents in C++|Aspose.Words ...

    Use the Aspose.Words Document Object Model classes to programmatically create, modify, and manage documents using C++. Work with document properties, settings, and content, as well as with document appearance through the management of colors, shapes, fonts and other graphics....Words Document Object Model classes. Articles in this section...Object Model Translate Markdown to Document Object Model (DOM)...

    docs.aspose.com/words/cpp/programming-with-docu...
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  8. Aspose.Words.Layout | Aspose.Words for .NET

    Explore Aspose.Words.Layout for precise document formatting insights. Access page locations and element positioning to enhance your document's layout....to walk over the page layout model. Available properties are type...and rendering of page layout model. Enumeration Enumeration Description...

    reference.aspose.com/words/net/aspose.words.lay...
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  9. Long context tuning|Documentation

    Configure Aspose.LLM for .NET for 128K-262K contexts — pick the right preset, enable flash attention, quantize the KV cache, and manage memory.... At 131K context, a 7B model’s KV cache alone is 8-16 GB...using Aspose.LLM.Abstractions.Models ; preset . ContextParameters...

    docs.aspose.com/llm/net/use-cases/long-context-...
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  10. API reference|Documentation

    Links to the full class-level API reference and a summary of the key Aspose.LLM for .NET types....ModelSourceParameter Where to load the model: local path, Aspose ID, or Hugging...repo. ModelInferenceParame Model-load knobs: GPU layers, main...

    docs.aspose.com/llm/net/developer-reference/api...
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