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  1. 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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  2. Aspose::Words::Layout namespace | Aspose.Words ...

    Aspose::Words::Layout namespace. The Aspose.Words.Layout namespace provides classes that allow to access information such as on what page and where on a page particular document elements are positioned, when the document is formatted into pages in C++....to walk over the page layout model. Available properties are type...and rendering of page layout model. Enums Enum Description CommentDisplayMode...

    reference.aspose.com/words/cpp/aspose.words.lay...
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  3. Reduce first-token latency|Documentation

    Cut the time to first response in Aspose.LLM for .NET — warm up the engine, shorten system prompts, size batches correctly, and avoid cold starts....Cold-start — binary download, model load, session creation. Happens...ever: downloads binaries + model (100-500 MB + 2-15 GB). Several...

    docs.aspose.com/llm/net/how-to/reduce-first-tok...
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  4. RepetitionPenalty|Documentation

    Multiplicative penalty in Aspose.LLM for .NET applied to tokens seen recently — values above 1.0 make repeats less likely.... Useful when the model loops persistently, but risks...1.5+ — very aggressive. The model will work hard to use different...

    docs.aspose.com/llm/net/developer-reference/par...
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  5. Providing an image as pixel array|Documentation

    Adding an image as an array of pixels to the spose.OCR for Python via .NET recognition package....following byte array in RGB color model: Because the pixel array does...as well as its color model. Color model Bytes per pixel Pixel...

    docs.aspose.com/ocr/python-net/ocrinput/image-b...
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  6. System requirements|Documentation

    Supported .NET runtimes, operating systems, CPU and GPU requirements, and disk/RAM sizing for Aspose.LLM for .NET....the preset you pick: small models run on modest hardware, while...while 20B-parameter models need substantial RAM and preferably...

    docs.aspose.com/llm/net/system-requirements/
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  7. RopeFreqScale|Documentation

    RoPE frequency scaling factor in Aspose.LLM for .NET — multiplicative factor applied to RoPE frequencies; null or 0 uses the Model default.... Default null (use model default) Range 0 – 1.0 ; < 1...Scenario Value Default (use model metadata) null Simple 2× extension...

    docs.aspose.com/llm/net/developer-reference/par...
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  8. 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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  9. 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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  10. SummarizeOptions | Aspose.Words for Java

    Allows to specify various options for summarizing document content in Java....text using OpenAI and Google models. Document firstDoc = new Document(getMyDir()...generative language models. AiModel model = ((OpenAiModel)AiModel...

    reference.aspose.com/words/java/com.aspose.word...
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