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  1. Understand quantization|Documentation

    Primer on GGUF quantization levels, Q4, Q5, Q8, F16, BF16, IQ variants. What to pick for your memory budget and quality target....Quantization reduces the precision of model weights from the full-precision...approximate; actual size depends on model architecture and specific quantizer...

    docs.aspose.com/llm/net/how-to/understand-quant...
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  2. Custom prompt formatter|Documentation

    Replace IPromptFormatter in Aspose.LLM for .NET to support custom chat templates or post-process Model output....ChatMessage is rendered into the model-ready text before inference...inference, and how the raw model output is cleaned up before the API returns...

    docs.aspose.com/llm/net/developer-reference/ext...
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  3. Aspose::Words::Layout::PageLayoutEvent enum | A...

    Aspose::Words::Layout::PageLayoutEvent enum. A code of event raised during page layout Model build and rendering. Page layout Model is built in two steps. First, "conversion step", this is when page layout pulls document content and creates object graph. Second, "reflow step", this is when structures are split, merged and arranged into pages. Depending of the operation which triggered build, page layout Model may or may not be further rendered into fixed page format. For example, computing number of pages in the document or updating fields does not require rendering, whereas export to Pdf does in C++....page layout model build and rendering. Page layout model is built...triggered build, page layout model may or may not be further rendered...

    reference.aspose.com/words/cpp/aspose.words.lay...
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  4. Aspose::Words::AI::AiModel class | Aspose.Words...

    Aspose::Words::AI::AiModel class. An abstract class representing the integration with various AI Models within the Aspose.Words in C++....integration with various AI models within the Aspose.Words . class...leverages the connected AI model for checking grammar of document...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  5. index.md

    ## AiModel class An abstract class representing the integration with various AI Models within the Aspose.Words. ```csharp public abstract class AiModel ``` ## Properties | Name | Description | | --......integration with various AI models within the Aspose.Words. ```csharp...wait before the request to AI model times out. The default value...

    reference.aspose.com/words/net/aspose.words.ai/...
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  6. index.md

    ## PageLayoutEvent enumeration A code of event raised during page layout Model build and rendering. Page layout Model is built in two steps. First, "conversion step", this is when page layout pulls......page layout model build and rendering. Page layout model is built...triggered build, page layout model may or may not be further rendered...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  7. IAiModelText Interface | Aspose.Words for .NET

    Unlock creative potential with Aspose.Words.AI.IAiModelText, the versatile interface for AI Models that generate diverse, high-quality text content effortlessly....The common interface for AI models designed to generate a variety...leverages the connected AI model for checking grammar of document...

    reference.aspose.com/words/net/aspose.words.ai/...
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  8. RopeFreqBase|Documentation

    Override of RoPE base frequency in Aspose.LLM for .NET — null or 0 uses the Model's trained value....Most users leave this at the model default. Quick reference Type...Type float? Default null (use model metadata; equivalent to the...

    docs.aspose.com/llm/net/developer-reference/par...
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  9. 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...
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  10. index.md

    ## AsposeLlmModel class Provides AI-powered document processing backed by Aspose.LLM - an on-premise LLM inference engine that runs entirely inside the current process, so document content never le......wait before the request to AI model times out. The default value...in-process against a local model, so there is no remote endpoint...

    reference.aspose.com/words/net/aspose.words.ai/...
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