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  1. 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...

    reference.aspose.com/words/python-net/aspose.wo...
  2. PDF AI Copilot|Aspose.PDF for .NET

    This article describes how AI Copilot can be used to process the PDF document with Aspose.PDF library....such as the model, temperature, number of tokens, model instructions...such as the model, temperature, number of tokens, model instructions...

    docs.aspose.com/pdf/net/ai-copilot/
  3. 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...
  4. KvOverrides|Documentation

    Runtime overrides for GGUF metadata keys in Aspose.LLM for .NET — patch context length, RoPE settings, architecture flags without modifying the file....null (no overrides) Category Model metadata Field on ModelInferenceParame...What it does The engine reads model configuration from GGUF metadata...

    docs.aspose.com/llm/net/developer-reference/par...
  5. 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...
  6. 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...
  7. Page Count way off - Free Support Forum - aspos...

    I loaded the attached PDFi nto an Aspose Document and the reported page count is 7 but there are 429 pages in the PDF David-Foster-Wallace-Infinite-Jest.pdf (4.7 MB) LoadOptions loadOptions = new LoadOptions(); loadOpt…...Words Document Object Model . But on the other hand PDF...into the Flow Document Object Model. Unfortunately, such conversion...

    forum.aspose.com/t/page-count-way-off/326236
  8. YarnAttnFactor|Documentation

    YaRN magnitude scaling factor in Aspose.LLM for .NET — scales attention magnitudes at long positions; leave null to use the Model default.... Default null (use model default) Range Typical 1.0 –...as a reasonable choice; the model’s metadata usually carries the...

    docs.aspose.com/llm/net/developer-reference/par...
  9. 3D Objects|Documentation

    Class Libraries & REST APIs for the developers to manipulate & process Files from Word, Excel, PowerPoint, Visio, PDF, CAD & several other categories in Web, Desktop or Mobile apps. Develop & deploy on Windows, Linux, MacOS & Android platforms....Binormal data for all Meshes in 3D Model Convert Mesh to Triangle Mesh...Normal Data for All Meshes of 3D Model Working with Radius of Sphere...

    docs.aspose.com/3d/java/3d-objects/
  10. 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...